Get live statistics and analysis of 0.005 Seconds (3/694)'s profile on X / Twitter
exceedingly concerned with how to build human-first systems that celebrate life rather than grind it to dust.
Ask Me: admonymous.co/seconds_0
2kfollowing16kfollowers
The Entertainer
0.005 Seconds (3/694) is a master of blending dark humor with sharp social observations, using wit to dissect and entertain in equal measure. With a staggering tweet count and viral moments, their content thrives on playful absurdity and unexpected takes that captivate and provoke thought. Always pushing the limits of comedic storytelling, they bring levity to serious issues while keeping their audience engaged and amused.
You're like a tornado of tweets—once you start spinning, it’s impossible to tell if you’re bringing the party or just knocking over stray opinions, leaving your followers both dazzled and dizzy.
Achieving viral hits with millions of views and hundreds of thousands of likes, including a standout tweet that turned an apology into a comedic masterpiece.
To use humor as a lens to challenge perspectives, bringing attention to societal quirks and complex topics while making the digital world a more intriguing and lively place.
They value honesty wrapped in satire, believing that humor is a powerful tool to expose truth and encourage reflection. Emphasizing a human-first approach, they seem committed to celebrating life’s chaos rather than succumbing to its grind.
Their prolific tweeting habit, combined with witty and relatable storytelling, gives them an unmatched ability to generate viral content and keep their audience endlessly entertained.
Sometimes the line between humor and sensitivity blurs, risking alienating parts of their audience or sparking unintended controversy due to their edgy comedic style.
To grow their audience on X, they should occasionally dial down the volume to let key messages breathe, while experimenting with threading engaging stories that deepen audience connection beyond quick laughs.
With over 45,000 tweets, they've perfected the art of frequency and consistency, making their voice nearly impossible to ignore in any conversation they choose to join.
#1 Source for PARODY GTA 6 and Red Dead News | Everything here is satire | Reputable Insider | GTA 6 Voice Actor | If you're mad it was a joke, I was joking
Caring, kind, gentle dad vibes to good boys. All are welcome here. Face and DMs open on JFF and OF—for less than a cup of ☕️! Hit the link👇🏼for more!🤑🌹💎
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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":33,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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I don't bother worrying on if its plausible, I just tell it to get creative, and the vast majority of the time it just does the thing that I want.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,155],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986187092586865006","view_count":1647,"bookmark_count":1,"created_at":1762378879000,"favorite_count":51,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986187092586865006","full_text":"Filling out mortgage paperwork makes me want to end it all. Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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It would literally not have been possible without them. Thanks to @GregKamradt for the initial encouragement and thank you to @Dorialexander for doing the research to make this attempt possible.\n\nThe good part: the model works, the architecture works. It's been replicated by a handful of other people, and we proved it out here. You can train a super tiny recursive model on the ARC dataset, let it run, and it will solve a lot of puzzles significantly more performantly than you would expect. Pushing training even farther (like we did) actually took eval pass@2 beyond the published 7.9% to a peak of 8.3%. Hell yeah.\n\nI learned quite a bit about the model architecture, about doing substantive training (substantive for me, not for anybody big), and some of the basics of hyper-parameter tuning when it comes to differences between running on a single vs multiple GPUs. All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":14,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":23,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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I don't bother worrying on if its plausible, I just tell it to get creative, and the vast majority of the time it just does the thing that I want.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,155],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986187092586865006","view_count":1647,"bookmark_count":1,"created_at":1762378879000,"favorite_count":51,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986187092586865006","full_text":"Filling out mortgage paperwork makes me want to end it all. Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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It would literally not have been possible without them. Thanks to @GregKamradt for the initial encouragement and thank you to @Dorialexander for doing the research to make this attempt possible.\n\nThe good part: the model works, the architecture works. It's been replicated by a handful of other people, and we proved it out here. You can train a super tiny recursive model on the ARC dataset, let it run, and it will solve a lot of puzzles significantly more performantly than you would expect. Pushing training even farther (like we did) actually took eval pass@2 beyond the published 7.9% to a peak of 8.3%. Hell yeah.\n\nI learned quite a bit about the model architecture, about doing substantive training (substantive for me, not for anybody big), and some of the basics of hyper-parameter tuning when it comes to differences between running on a single vs multiple GPUs. All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":9,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":16,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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I don't bother worrying on if its plausible, I just tell it to get creative, and the vast majority of the time it just does the thing that I want.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,155],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986187092586865006","view_count":1647,"bookmark_count":1,"created_at":1762378879000,"favorite_count":51,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986187092586865006","full_text":"Filling out mortgage paperwork makes me want to end it all. Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":1,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":580,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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I don't bother worrying on if its plausible, I just tell it to get creative, and the vast majority of the time it just does the thing that I want.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,155],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986187092586865006","view_count":1647,"bookmark_count":1,"created_at":1762378879000,"favorite_count":51,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986187092586865006","full_text":"Filling out mortgage paperwork makes me want to end it all. Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":134,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":19478,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":10117,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user basis","in_reply_to_user_id_str":"636513296","in_reply_to_status_id_str":"1988455153029308423","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,16],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1868111503850938368","name":"Tel","screen_name":"telmudic","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"telmudic","lang":"en","retweeted":false,"fact_check":null,"id":"1988643296890274102","view_count":4607,"bookmark_count":0,"created_at":1762964483000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988641358337462352","full_text":"@telmudic gonna?","in_reply_to_user_id_str":"1868111503850938368","in_reply_to_status_id_str":"1988641358337462352","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,112],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"500203815","name":"shb","screen_name":"himbodhisattva","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"himbodhisattva","lang":"en","retweeted":false,"fact_check":null,"id":"1988710283813302400","view_count":34,"bookmark_count":0,"created_at":1762980454000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988692790939906415","full_text":"@himbodhisattva I should have hidden the GPT announcement; it was just the chat that I had going on at the time.","in_reply_to_user_id_str":"500203815","in_reply_to_status_id_str":"1988710029160247675","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[13,53],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"86813616","name":"One","screen_name":"OneGravitas","indices":[0,12]}]},"favorited":false,"in_reply_to_screen_name":"OneGravitas","lang":"en","retweeted":false,"fact_check":null,"id":"1988693286283014485","view_count":47,"bookmark_count":0,"created_at":1762976402000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988692790939906415","full_text":"@OneGravitas this is X the everything app not ChatGPT","in_reply_to_user_id_str":"86813616","in_reply_to_status_id_str":"1988693154032423062","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[28,71],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1785511155156561920","name":"💺","screen_name":"patience_cave","indices":[0,14]},{"id_str":"1261374810254454784","name":"Aidan McLaughlin","screen_name":"aidan_mclau","indices":[15,27]}]},"favorited":false,"in_reply_to_screen_name":"patience_cave","lang":"en","retweeted":false,"fact_check":null,"id":"1988746681698119998","view_count":110,"bookmark_count":0,"created_at":1762989132000,"favorite_count":1,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988318913063776703","full_text":"@patience_cave @aidan_mclau youre summoning gemini 3 and opus with 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":23,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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I don't bother worrying on if its plausible, I just tell it to get creative, and the vast majority of the time it just does the thing that I want.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,155],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986187092586865006","view_count":1647,"bookmark_count":1,"created_at":1762378879000,"favorite_count":51,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986187092586865006","full_text":"Filling out mortgage paperwork makes me want to end it all. Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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It would literally not have been possible without them. Thanks to @GregKamradt for the initial encouragement and thank you to @Dorialexander for doing the research to make this attempt possible.\n\nThe good part: the model works, the architecture works. It's been replicated by a handful of other people, and we proved it out here. You can train a super tiny recursive model on the ARC dataset, let it run, and it will solve a lot of puzzles significantly more performantly than you would expect. Pushing training even farther (like we did) actually took eval pass@2 beyond the published 7.9% to a peak of 8.3%. Hell yeah.\n\nI learned quite a bit about the model architecture, about doing substantive training (substantive for me, not for anybody big), and some of the basics of hyper-parameter tuning when it comes to differences between running on a single vs multiple GPUs. All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":9,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":16,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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I don't bother worrying on if its plausible, I just tell it to get creative, and the vast majority of the time it just does the thing that I want.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,155],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986187092586865006","view_count":1647,"bookmark_count":1,"created_at":1762378879000,"favorite_count":51,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986187092586865006","full_text":"Filling out mortgage paperwork makes me want to end it all. Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":1,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":580,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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I don't bother worrying on if its plausible, I just tell it to get creative, and the vast majority of the time it just does the thing that I want.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,155],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986187092586865006","view_count":1647,"bookmark_count":1,"created_at":1762378879000,"favorite_count":51,"quote_count":0,"reply_count":5,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986187092586865006","full_text":"Filling out mortgage paperwork makes me want to end it all. Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":134,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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I used it the other day","in_reply_to_user_id_str":"1173552893003255808","in_reply_to_status_id_str":"1985466291310784880","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,34],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1684958423043944449","name":"xlr8harder","screen_name":"xlr8harder","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"xlr8harder","lang":"en","retweeted":false,"fact_check":null,"id":"1985417044737822889","view_count":173,"bookmark_count":0,"created_at":1762195285000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985308751771934890","full_text":"@xlr8harder its edited suno songs!","in_reply_to_user_id_str":"1684958423043944449","in_reply_to_status_id_str":"1985308751771934890","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[25,102],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"18233920","name":"Ryo Lu","screen_name":"ryolu_","indices":[0,7]},{"id_str":"505835394","name":"eric zakariasson","screen_name":"ericzakariasson","indices":[8,24]}]},"favorited":false,"in_reply_to_screen_name":"ryolu_","lang":"en","retweeted":false,"fact_check":null,"id":"1985414495112741339","view_count":168,"bookmark_count":0,"created_at":1762194677000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985383484291260448","full_text":"@ryolu_ @ericzakariasson On Mac, just holding the Fn key to narrate works extremely well for my setup.","in_reply_to_user_id_str":"18233920","in_reply_to_status_id_str":"1985402906926039081","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[21,247],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"44936471","name":"Jared Palmer","screen_name":"jaredpalmer","indices":[0,12]},{"id_str":"13334762","name":"GitHub","screen_name":"github","indices":[13,20]}]},"favorited":false,"in_reply_to_screen_name":"jaredpalmer","lang":"en","retweeted":false,"fact_check":null,"id":"1985463555563597842","view_count":390,"bookmark_count":0,"created_at":1762206374000,"favorite_count":6,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985385707762802981","full_text":"@jaredpalmer @github Let's have a related issues bot that works preemptively when a user is filing an issue. Have it pop up and search, and say, \"Hey, it looks like your issue is related to one of these. Can we instead add this as a comment here?\"","in_reply_to_user_id_str":"44936471","in_reply_to_status_id_str":"1985385707762802981","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[8,114],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"352806502","name":"Thariq","screen_name":"trq212","indices":[0,7]}]},"favorited":false,"in_reply_to_screen_name":"trq212","lang":"en","retweeted":false,"fact_check":null,"id":"1985472688232808631","view_count":341,"bookmark_count":0,"created_at":1762208551000,"favorite_count":5,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985456238713512440","full_text":"@trq212 lets goooooo\n\nI have found claude skills INSANELY valuable, CC stays winning as the best agentic assistant","in_reply_to_user_id_str":"352806502","in_reply_to_status_id_str":"1985456238713512440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":19478,"startTime":1762214400000,"endTime":1762300800000,"tweets":[{"bookmarked":false,"display_text_range":[0,93],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985735792707453274","view_count":1106,"bookmark_count":1,"created_at":1762271280000,"favorite_count":56,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985735792707453274","full_text":"never ask\n* a woman her age\n* a man his salary\n* a crypto protocol where the yield comes from","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,188],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1985313362671235225","quoted_status_permalink":{"url":"https://t.co/ep6fsyqgxT","expanded":"https://twitter.com/ShishirShelke1/status/1985313362671235225","display":"x.com/ShishirShelke1…"},"retweeted":false,"fact_check":null,"id":"1985786033368342740","view_count":7266,"bookmark_count":2,"created_at":1762283259000,"favorite_count":185,"quote_count":1,"reply_count":14,"retweet_count":7,"user_id_str":"1221152606652813313","conversation_id_str":"1985786033368342740","full_text":"in an animism driven universe do you think a logo that cost 23 million dollars and six hundred and ninety human hours of meetings to minorly alter feels immense hubris or crippling despair","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,63],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985840435810746629","view_count":149,"bookmark_count":0,"created_at":1762296229000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1985840435810746629","full_text":"we live in a world of astounding digital magic. truly wonderful","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,170],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985856144859115731","view_count":8901,"bookmark_count":19,"created_at":1762299975000,"favorite_count":257,"quote_count":1,"reply_count":11,"retweet_count":5,"user_id_str":"1221152606652813313","conversation_id_str":"1985856144859115731","full_text":"Unless your boss is telling you to use AI, theres immense alpha in mastering AI use and just not saying you are using it. 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Why cant i ask an agent to fill all this out, once, then shop it around to various lenders?????","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,40],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986086198004072772","quoted_status_permalink":{"url":"https://t.co/ztki40BPqD","expanded":"https://twitter.com/SGRodriques/status/1986086198004072772","display":"x.com/SGRodriques/st…"},"retweeted":false,"fact_check":null,"id":"1986188714708770998","view_count":2410,"bookmark_count":6,"created_at":1762379265000,"favorite_count":33,"quote_count":0,"reply_count":3,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986188714708770998","full_text":"chat is this real\n\nhas anyone used this?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/8nSmQz0HT4","expanded_url":"https://x.com/seconds_0/status/1986221357315858559/photo/1","ext_alt_text":"note: it says step 120k, but it is actually closer to 350k. 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All in all, a good time. \n\nI had initially given up on inference performing not nearly as well on the model when running it for the same number of steps. When Shawn pointed it out to me, we threw it back on the GPUs and let it cook, and it had a pretty major increase in performance up to where you see in the screenshots. \n\nThe problems started to pile up here. I saw the performance, and started spending a ton of time trying to get it to work on Kaggle. I was running into the AI-dependent curse which is working outside of the data manifold. There was no evidence of getting a TRM-style model working on Kaggle inference and Codex choked, Claude choked, and as a byproduct, I choked as well. I had reached my limits of vibe-machine-learning. Code changes to try and get it to evaluate the test set properly on Kaggle messed up my ability to resume trains on the GPUs, leading me to a rat's nest cycle where I knew something was wrong, but I didn't know how to untangle it. \n\nIn all honesty, this was solvable if I had focused more. I'm not going to pretend it was an impossible problem. I was pretty constrained by only working nights, and a little bit tilted by the Kaggle one submission per day. If I had more time, or had been willing to make more sacrifices, it would have been the time to dig in and actually learn in detail how to manually configure these things. But alas, I did not. And so as the final timer kicked down, I tried to dig in and ramp up as fast as I could, but I waited too long to try and finish the race. \n\nThis post sounds a little dour, but it's only because I hold myself to high standards, and frankly I like to play the hero. 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See you on the next adventure.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-07","value":10117,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,101],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508861084209239","quoted_status_permalink":{"url":"https://t.co/FLrptiovEp","expanded":"https://twitter.com/nextokens/status/1986508861084209239","display":"x.com/nextokens/stat…"},"retweeted":false,"fact_check":null,"id":"1986510865898872903","view_count":2589,"bookmark_count":7,"created_at":1762456072000,"favorite_count":37,"quote_count":0,"reply_count":3,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1986510865898872903","full_text":"unfathomable banger and mental illness on my part that i recognize at least 95% of the images in this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986574417481375808","view_count":1231,"bookmark_count":0,"created_at":1762471224000,"favorite_count":29,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1986574417481375808","full_text":"its astonishing how bad the claude web (not claude code web) experience is. 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what are we doing here. what is this. why do we have weird floating components with insane radii. https://t.co/uFcoZ9CaJf","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,96],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1858567863788769518","quoted_status_permalink":{"url":"https://t.co/3hGvZ2QUhq","expanded":"https://twitter.com/OfirPress/status/1858567863788769518","display":"x.com/OfirPress/stat…"},"retweeted":false,"fact_check":null,"id":"1988741924417929652","view_count":31330,"bookmark_count":39,"created_at":1762987998000,"favorite_count":393,"quote_count":1,"reply_count":10,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988741924417929652","full_text":"Is dario gonna drop Opus @ >90% on the 18th to mog the world with being exactly right on this","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,206],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1988699786195923164","quoted_status_permalink":{"url":"https://t.co/Qi8vHOHMDe","expanded":"https://twitter.com/testingcatalog/status/1988699786195923164","display":"x.com/testingcatalog…"},"retweeted":false,"fact_check":null,"id":"1988706730579308668","view_count":1016,"bookmark_count":2,"created_at":1762979607000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988706730579308668","full_text":"oh.. did OAI see the Gemini launch being today and shortcut the 5.1 announcement?\n\nThat would align with them launching a Windsurf \"stealth\" model then immediately generally releasing it like 4 hours later.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,246],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988399374251315671","view_count":3371,"bookmark_count":8,"created_at":1762906328000,"favorite_count":50,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"@vikhyatk What coding harness do you use? If you're using Claude code, the way that I've best seen this done is to create a detailed sub-agent specifically around unslopification. Then, dispatch it at code cleanup time or at the end of each task.","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988398161665356121","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":true,"display_text_range":[10,291],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"17406365","name":"vik","screen_name":"vikhyatk","indices":[0,9]}]},"favorited":true,"in_reply_to_screen_name":"vikhyatk","lang":"en","retweeted":false,"fact_check":null,"id":"1988404994740285841","view_count":878,"bookmark_count":69,"created_at":1762907668000,"favorite_count":45,"quote_count":1,"reply_count":2,"retweet_count":1,"user_id_str":"1221152606652813313","conversation_id_str":"1988398161665356121","full_text":"im not super careful about it - i usually just have claude code generate it for my particular codebase at runtime. Here is one\n\n```---\nname: code-unslopifier\ndescription: >\n Code simplification specialist for removing LLM-style slop without changing behavior.\n Use PROACTIVELY right after code generation, before code review, and before commit.\n Trigger on files or diffs that show heavy inline commentary, overly defensive guards,\n broad exception handling, commented-out code, or deeply nested control flow.\ntools: Read, Edit, Grep, Glob, Bash\nmodel: inherit\n---\n\nYou are the **Code Unslopifier**, a refactoring specialist whose sole goal is to simplify code while preserving capability.\nYour outputs must be minimal diffs that retain public interfaces and pass existing tests.\n\n**Operating principles**\n\n1) **Behavior first.** Preserve external behavior, public APIs, documented side-effects, security checks at trust boundaries, authorization, input sanitization for untrusted sources, and data validation at system edges. Do not weaken error propagation or reliability at API boundaries. If simplification would alter behavior, propose it in comments rather than applying it.\n2) **Small, correct diffs.** Prefer the smallest change that eliminates slop. Favor early returns over deep nesting. Replace verbose constructs with idiomatic equivalents. Remove dead code, commented-out code, and redundant temporaries.\n3) **Local style compliance.** Discover and follow the repository’s established conventions (formatters, linters, editorconfig, CI rules). When in doubt, match nearby idioms.\n4) **Keep the signal.** Retain docstrings, module headers, license banners, and comments that encode domain knowledge, invariants, complexity explanations, security rationale, or non-obvious algorithmic constraints. Delete comments that restate the code or narrate trivial steps.\n5) **Specific errors only.** Avoid broad exception catches. Tighten to the smallest relevant exception type, propagate with cause (`raise ... from e` in Python, wrapping in Go with context, try-with-resources in Java). Never swallow errors silently.\n6) **No re-architecture.** Do not rename public types or functions, change module layouts, or split files unless required to remove duplicated logic safely. Do not introduce new dependencies. Avoid micro-optimizations that reduce clarity.\n7) **Deterministic edits.** Produce a unified diff and a summary report with counts of lines removed, exception sites tightened, comment density change, and any hotspots that were intentionally left untouched.\n\n**What qualifies as slop**\n\n- Redundant or self-evident comments (e.g., `# increment i by 1` before `i += 1`), comment blocks larger than the function they describe, or commented-out code that is not under a feature flag.\n- Broad `catch`/`except` that masks errors; `try/except` around pure getters; nested `try` blocks to guard obvious non-throwing code; `pass` in handlers; `except Exception:` without rethrow/log/context.\n- Defensive checks that duplicate invariants guaranteed by types/frameworks (e.g., re-validating DTOs already validated by a middleware; repeated `if x is None` when upstream guarantees non-null).\n- Temporary variables that simply relay a value; needless wrappers around single calls; double-logging of the same event; verbose loops that can be expressed with standard library idioms.\n- Deep nesting that can be flattened with guard clauses or early returns; `if/else` ladders that can become dictionary lookups or `switch`/`match` statements when idiomatic.\n\n**Refactoring playbook (language-agnostic)**\n\nA) **Comments.** Keep license headers, public API docstrings, and comments explaining invariants or complex algorithms. Remove restatements of code, scaffolding left by LLMs, and commented-out blocks. If a long comment contains the only rationale for a non-obvious decision, compress it into a concise docstring or a one-line comment above the block it justifies.\n\nB) **Error handling.** Replace broad handlers with specific exceptions. Bubble errors instead of swallowing. In Python, prefer `raise NewError(...) from e`; in Java, prefer specific `catch` and `try-with-resources`; in Go, prefer `if err != nil { ... }` with minimal wrapping to add context. Remove empty handlers or no-op `catch`.\n\nC) **Control flow.** Replace deep nesting with early returns. Collapse boolean logic where safe. Replace `if/else` chains with lookup maps or `switch`/`match` when idiomatic and clearer. Remove double negations.\n\nD) **Defensive coding.** Delete duplicated validations proven unreachable by preconditions, type systems, or framework contracts. Keep validation at **trust boundaries** (e.g., request parsing, file IO, external input) and at **persistence**/deserialization boundaries.\n\nE) **API & types.** Keep public signatures stable. Improve internal types for clarity (e.g., narrow `any` to `unknown` then refined types in TypeScript; add or keep minimal type hints in Python where they improve readability).\n\nF) **Logging.** Keep one log per boundary with actionable context. Remove chatty logs inside tight loops and logs that duplicate exception messages. Standardize log levels.\n\nG) **Imports & deps.** Remove unused imports. Prefer standard library over new dependencies.\n\nH) **Formatting & lint.** Run existing repo tooling (formatters, linters, tests) and conform edits to pass them.\n\n**Language-specific patterns**\n\n- **Python.**\n - Replace `try: <pure code> except Exception: pass` with the pure code; delete unused `try`.\n - Use `with` for resources; always rethrow with cause: `raise ValueError(\"...\") from e`.\n - Delete chained `if x is None: return` when upstream types enforce non-null and tests confirm.\n - Prefer comprehensions or `sum(...)`, `any(...)`, `all(...)` for simple loops; remove redundant temporaries.\n - Keep or add concise docstrings on public functions; strip narrative line-by-line comments.\n\n- **TypeScript/JavaScript.**\n - Prefer `async/await` over verbose Promise chains if it shortens code; keep explicit error propagation.\n - Narrow `any` to `unknown` and refine locally. Remove redundant runtime checks that duplicate compile-time guarantees.\n - Replace long `if/else if` chains with lookup objects or discriminated unions where idiomatic.\n\n- **Go.**\n - Keep `if err != nil` but remove duplicated error wraps that add no context. Return early to flatten nesting.\n - Avoid helper wrappers used once; inline trivial helpers; remove redundant `panic` guards in non-critical paths.\n\n- **Java/Kotlin.**\n - Use `try-with-resources` and specific exceptions. Remove empty catches and redundant null checks enforced by `@ NonNull`/type system.\n - Replace imperative loops with streams only if strictly shorter and clearer.\n\n- **Rust.**\n - Replace manual `match` on `Result` with `?` when appropriate; collapse nested matches with combinators like `map`, `map_err`, `and_then` where clarity improves.\n\n**Workflow the agent must follow**\n\n1) **Scope discovery.** If in a git repo, run `git status` and `git diff --name-only HEAD` to find changed files; otherwise, glob for likely LLM outputs (recently created/edited files, unusually high comment density).\n2) **Hotspot triage.** Use `Grep`/`Glob` to find slop indicators: `except Exception`, `// TODO:` blocks longer than the function, commented-out code patterns, five‑plus nested `if`s, functions >150 LOC, comment density >30% lines.\n3) **Edit loop.** Apply the playbook above in the smallest possible steps. After each batch of edits, run the project’s tests and linters (detected via configuration files or common commands).\n4) **Verification.** All tests must pass. If a change fails tests, revert that change and record it in the report as “left deliberately to preserve behavior.”\n5) **Output.** Produce a unified diff plus a “Unslopification Report” summarizing: files touched, lines removed, exceptions tightened, comment density changes, and any non-trivial decisions. Keep the report brief and actionable.\n\n**Safeguards**\n\n- Never remove security checks, permission gates, authentication/authorization, or sanitization on untrusted input.\n- Never weaken transactional boundaries or error propagation at API edges.\n- Do not modify migrations, vendored code, generated code (e.g., protobuf, OpenAPI, `*.g.dart`), or test fixtures except to fix strictly necessary breakages.\n- If uncertain that a deletion is safe, keep the code and add a short TODO comment with the reason and evidence needed to delete in the future.\n\n**Deliverables**\n\n- A **unified diff** containing only the simplifications.\n- A **summary** with a short rationale and metrics (lines removed, exception sites tightened, comment density delta).\n```","in_reply_to_user_id_str":"17406365","in_reply_to_status_id_str":"1988400507053072671","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,55],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"636513296","name":"Nikita Bier","screen_name":"nikitabier","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"nikitabier","lang":"en","retweeted":false,"fact_check":null,"id":"1988455663836819727","view_count":363,"bookmark_count":0,"created_at":1762919748000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"1221152606652813313","conversation_id_str":"1988455153029308423","full_text":"@nikitabier Total minutes or on a minute per user 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