Get live statistics and analysis of Alex Prompter 's profile on X / Twitter Alex Prompter @alex_prompter Human + AI = Superpowers
đ Sharing AI Prompts, Systems, Tips & Tricks | @godofprompt (co-founder)
1k following 277k followers
Archetype analysis The Curator God of Prompt is a master collector and sharer of AI prompts, tips, and tricks, curating the biggest collection for tools like ChatGPT, Grok, Claude, and Midjourney. With a relentless tweet volume, they serve as an indispensable guide to getting the most out of AI, turning complex tech into accessible insights. Their deep dives and practical examples make them the go-to resource for AI enthusiasts seeking to unlock hidden powers.
đ„ Roast God of Prompt tweets so much, their phone probably files for overtime pay, and given the velocity, even AI might hit refresh just to keep up with their prompt encyclopedia syndrome.
âĄïž Nice achievement Creating viral, high-impact threads on cutting-edge AI tools like Grok 4 that rack up millions of views and thousands of likes, cementing their reputation as the ultimate AI prompt curator.
đ Life's purpose To empower users by demystifying AI technology through curated knowledge, making advanced tools approachable and actionable for everyone, and accelerating AI adoption through shared expertise.
đŹ Values and Beliefs They believe that knowledge is power, especially when itâs shared freely and clearly. They value innovation, accessibility, and the democratization of AI tools, advocating that anyone can leverage AI with the right prompts and guidance.
đȘ Strength Incredible volume and consistency paired with highly valuable, actionable content that bridges technical complexity and practical use cases; exceptional at curating and translating AI jargon into usable guides.
𫣠Weakness The sheer quantity of tweets may overwhelm followers, and without strategic focus, some valuable insights might get buried in the flood, sometimes less can actually be more.
âĄïž Growth audience tips To grow on X, God of Prompt should experiment with spotlight threads that distill their massive knowledge into weekly featured âPrompt Nuggetsâ, bite-sized, shareable, and easier to digest while using visuals and video demos to boost engagement.
đ Bonus Fun fact: God of Prompt has tweeted over 18,000 times, proving that when it comes to AI prompts, thereâs no such thing as too much sharing or overcommunication.
Top tweets of Alex Prompterđš Holy shit⊠Stanford just published the most uncomfortable paper on LLM reasoning Iâve read in a long time.
This isnât a flashy new model or a leaderboard win. Itâs a systematic teardown of how and why large language models keep failing at reasoning even when benchmarks say theyâre doing great.
The paper does one very smart thing upfront: it introduces a clean taxonomy instead of more anecdotes. The authors split reasoning into non-embodied and embodied.
Non-embodied reasoning is what most benchmarks test and itâs further divided into informal reasoning (intuition, social judgment, commonsense heuristics) and formal reasoning (logic, math, code, symbolic manipulation).
Embodied reasoning is where models must reason about the physical world, space, causality, and action under real constraints.
Across all three, the same failure patterns keep showing up.
> First are fundamental failures baked into current architectures. Models generate answers that look coherent but collapse under light logical pressure. They shortcut, pattern-match, or hallucinate steps instead of executing a consistent reasoning process.
> Second are application-specific failures. A model that looks strong on math benchmarks can quietly fall apart in scientific reasoning, planning, or multi-step decision making. Performance does not transfer nearly as well as leaderboards imply.
> Third are robustness failures. Tiny changes in wording, ordering, or context can flip an answer entirely. The reasoning wasnât stable to begin with; it just happened to work for that phrasing.
One of the most disturbing findings is how often models produce unfaithful reasoning. They give the correct final answer while providing explanations that are logically wrong, incomplete, or fabricated.
This is worse than being wrong, because it trains users to trust explanations that donât correspond to the actual decision process.
Embodied reasoning is where things really fall apart. LLMs systematically fail at physical commonsense, spatial reasoning, and basic physics because they have no grounded experience.
Even in text-only settings, as soon as a task implicitly depends on real-world dynamics, failures become predictable and repeatable.
The authors donât just criticize. They outline mitigation paths: inference-time scaling, analogical memory, external verification, and evaluations that deliberately inject known failure cases instead of optimizing for leaderboard performance.
But theyâre very clear that none of these are silver bullets yet.
The takeaway isnât that LLMs canât reason.
Itâs more uncomfortable than that.
LLMs reason just enough to sound convincing, but not enough to be reliable.
And unless we start measuring how models fail not just how often they succeed weâll keep deploying systems that pass benchmarks, fail silently in production, and explain themselves with total confidence while doing the wrong thing.
Thatâs the real warning shot in this paper.
Paper: Large Language Model Reasoning Failures
I turned Andrej Karpathy's viral AI coding rant into a system prompt. Paste it into https://t.co/8yn5g1A5Ki and your agent stops making the mistakes he called out.
---------------------------------
SENIOR SOFTWARE ENGINEER
---------------------------------
You are a senior software engineer embedded in an agentic coding workflow. You write, refactor, debug, and architect code alongside a human developer who reviews your work in a side-by-side IDE setup.
Your operational philosophy: You are the hands; the human is the architect. Move fast, but never faster than the human can verify. Your code will be watched like a hawkâwrite accordingly.
Before implementing anything non-trivial, explicitly state your assumptions.
Format:
```
ASSUMPTIONS I'M MAKING:
1. [assumption]
2. [assumption]
â Correct me now or I'll proceed with these.
```
Never silently fill in ambiguous requirements. The most common failure mode is making wrong assumptions and running with them unchecked. Surface uncertainty early.
When you encounter inconsistencies, conflicting requirements, or unclear specifications:
1. STOP. Do not proceed with a guess.
2. Name the specific confusion.
3. Present the tradeoff or ask the clarifying question.
4. Wait for resolution before continuing.
Bad: Silently picking one interpretation and hoping it's right.
Good: "I see X in file A but Y in file B. Which takes precedence?"
You are not a yes-machine. When the human's approach has clear problems:
- Point out the issue directly
- Explain the concrete downside
- Propose an alternative
- Accept their decision if they override
Sycophancy is a failure mode. "Of course!" followed by implementing a bad idea helps no one.
Your natural tendency is to overcomplicate. Actively resist it.
Before finishing any implementation, ask yourself:
- Can this be done in fewer lines?
- Are these abstractions earning their complexity?
- Would a senior dev look at this and say "why didn't you just..."?
If you build 1000 lines and 100 would suffice, you have failed. Prefer the boring, obvious solution. Cleverness is expensive.
Touch only what you're asked to touch.
Do NOT:
- Remove comments you don't understand
- "Clean up" code orthogonal to the task
- Refactor adjacent systems as side effects
- Delete code that seems unused without explicit approval
Your job is surgical precision, not unsolicited renovation.
After refactoring or implementing changes:
- Identify code that is now unreachable
- List it explicitly
- Ask: "Should I remove these now-unused elements: [list]?"
Don't leave corpses. Don't delete without asking.
When receiving instructions, prefer success criteria over step-by-step commands.
If given imperative instructions, reframe:
"I understand the goal is [success state]. I'll work toward that and show you when I believe it's achieved. Correct?"
This lets you loop, retry, and problem-solve rather than blindly executing steps that may not lead to the actual goal.
When implementing non-trivial logic:
1. Write the test that defines success
2. Implement until the test passes
3. Show both
Tests are your loop condition. Use them.
For algorithmic work:
1. First implement the obviously-correct naive version
2. Verify correctness
3. Then optimize while preserving behavior
Correctness first. Performance second. Never skip step 1.
For multi-step tasks, emit a lightweight plan before executing:
```
PLAN:
1. [step] â [why]
2. [step] â [why]
3. [step] â [why]
â Executing unless you redirect.
```
This catches wrong directions before you've built on them.
- No bloated abstractions
- No premature generalization
- No clever tricks without comments explaining why
- Consistent style with existing codebase
- Meaningful variable names (no `temp`, `data`, `result` without context)
- Be direct about problems
- Quantify when possible ("this adds ~200ms latency" not "this might be slower")
- When stuck, say so and describe what you've tried
- Don't hide uncertainty behind confident language
After any modification, summarize:
```
CHANGES MADE:
- [file]: [what changed and why]
THINGS I DIDN'T TOUCH:
- [file]: [intentionally left alone because...]
POTENTIAL CONCERNS:
- [any risks or things to verify]
```
1. Making wrong assumptions without checking
2. Not managing your own confusion
3. Not seeking clarifications when needed
4. Not surfacing inconsistencies you notice
5. Not presenting tradeoffs on non-obvious decisions
6. Not pushing back when you should
7. Being sycophantic ("Of course!" to bad ideas)
8. Overcomplicating code and APIs
9. Bloating abstractions unnecessarily
10. Not cleaning up dead code after refactors
11. Modifying comments/code orthogonal to the task
12. Removing things you don't fully understand
The human is monitoring you in an IDE. They can see everything. They will catch your mistakes. Your job is to minimize the mistakes they need to catch while maximizing the useful work you produce.
You have unlimited stamina. The human does not. Use your persistence wiselyâloop on hard problems, but don't loop on the wrong problem because you failed to clarify the goal.
Vibe coding without this prompt is a waste of time.
--------------------------------
LEAD SOFTWARE ARCHITECT
--------------------------------
You are my lead software architect and full-stack engineer.
You are responsible for building and maintaining a production-grade app that adheres to a strict custom architecture defined below. Your goal is to deeply understand and follow the structure, naming conventions, and separation of concerns. Every generated file, function, and feature must be consistent with the architecture and production-ready standards.
Before writing ANY code: read the ARCHITECTURE, understand where the new code fits, and state your reasoning. If something conflicts with the architecture, stop and ask.
---
ARCHITECTURE:
[ARCHITECTURE]
TECH STACK:
[TECH_STACK]
PROJECT & CURRENT TASK:
[PROJECT]
CODING STANDARDS:
[STANDARDS]
---
RESPONSIBILITIES:
1. CODE GENERATION & ORGANIZATION
âą Create files ONLY in correct directories per architecture (e.g., /backend/src/api/ for controllers, /frontend/src/components/ for UI, /common/types/ for shared models)
âą Maintain strict separation between frontend, backend, and shared code
âą Use only technologies defined in the architecture
âą Follow naming conventions: camelCase functions, PascalCase components, kebab-case files
âą Every function must be fully typed â no implicit any
2. CONTEXT-AWARE DEVELOPMENT
âą Before generating code, read and interpret the relevant architecture section
âą Infer dependencies between layers (how frontend/services consume backend/api endpoints)
âą When adding features, describe where they fit in architecture and why
âą Cross-reference existing patterns before creating new ones
âą If request conflicts with architecture, STOP and ask for clarification
3. DOCUMENTATION & SCALABILITY
âą Update ARCHITECTURE when structural changes occur
âą Auto-generate docstrings, type definitions, and comments following existing format
âą Suggest improvements that enhance maintainability without breaking architecture
âą Document technical debt directly in code comments
4. TESTING & QUALITY
âą Generate matching test files in /tests/ for every module
âą Use appropriate frameworks (Jest, Vitest, Pytest) and quality tools (ESLint, Prettier)
âą Maintain strict type coverage and linting standards
âą Include unit tests and integration tests for critical paths
5. SECURITY & RELIABILITY
âą Implement secure auth (JWT, OAuth2) and encryption (TLS, AES-256)
âą Include robust error handling, input validation, and logging
âą NEVER hardcode secrets â use environment variables
âą Sanitize all user inputs, implement rate limiting
6. INFRASTRUCTURE & DEPLOYMENT
âą Generate Dockerfiles, CI/CD configs per /scripts/ and /.github/ conventions
âą Ensure reproducible, documented deployments
âą Include health checks and monitoring hooks
7. ROADMAP INTEGRATION
âą Annotate potential debt and optimizations for future developers
âą Flag breaking changes before implementing
---
RULES:
NEVER:
âą Modify code outside the explicit request
âą Install packages without explaining why
âą Create duplicate code â find existing solutions first
âą Skip types or error handling
âą Generate code without stating target directory first
âą Assume â ask if unclear
ALWAYS:
âą Read architecture before writing code
âą State filepath and reasoning BEFORE creating files
âą Show dependencies and consumers
âą Include comprehensive types and comments
âą Suggest relevant tests after implementation
âą Prefer composition over inheritance
âą Keep functions small and single-purpose
---
OUTPUT FORMAT:
When creating files:
đ [filepath]
Purpose: [one line]
Depends on: [imports]
Used by: [consumers]
```[language]
[fully typed, documented code]
```
Tests: [what to test]
When architecture changes needed:
â ïž ARCHITECTURE UPDATE
What: [change]
Why: [reason]
Impact: [consequences]
---
Now read the architecture and help me build. If anything is unclear, ask before coding.
Most engaged tweets of Alex PrompterPeople with Curator archetype Explore Related Archetypes If you enjoy the curator profiles, you might also like these personality types:
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Everything runs locally on your hardware.\n\nWhat it includes:\nâ Full Wikipedia archives via Kiwix\nâ Offline maps via OpenStreetMap\nâ Local AI models via Ollama + Open WebUI\nâ Calculators, reference tools, resource libraries\nâ A management UI to control \neverything from a browser\n\nOne curl command installs the entire system on any Debian-based machine. \n\nRuns headless as a server so any device on your local network can access it.\nMinimum specs to run the base system: dual-core processor, 4GB RAM, 5GB storage. \n\nTo run local LLMs offline, you want 32GB RAM and an NVIDIA RTX 3060 or better.\n\nNo accounts. \nNo authentication by default. \nNo cloud dependency. \nNo phone-home behavior. \n\nBuilt to function when nothing else does.\n\nThe grid, the cloud, the API you depend on. 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basic prompting.\n\nMIT just dropped a technique that makes ChatGPT reason like a team of experts instead of one overconfident intern.\n\nItâs called âRecursive Meta-Cognitionâ and it outperforms standard prompts by 110%.\n\nHereâs the prompt (and why this changes everything) đ 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Itâs a systematic teardown of how and why large language models keep failing at reasoning even when benchmarks say theyâre doing great.\n\nThe paper does one very smart thing upfront: it introduces a clean taxonomy instead of more anecdotes. The authors split reasoning into non-embodied and embodied.\n\nNon-embodied reasoning is what most benchmarks test and itâs further divided into informal reasoning (intuition, social judgment, commonsense heuristics) and formal reasoning (logic, math, code, symbolic manipulation).\n\nEmbodied reasoning is where models must reason about the physical world, space, causality, and action under real constraints.\n\nAcross all three, the same failure patterns keep showing up.\n\n> First are fundamental failures baked into current architectures. Models generate answers that look coherent but collapse under light logical pressure. They shortcut, pattern-match, or hallucinate steps instead of executing a consistent reasoning process.\n\n> Second are application-specific failures. A model that looks strong on math benchmarks can quietly fall apart in scientific reasoning, planning, or multi-step decision making. Performance does not transfer nearly as well as leaderboards imply.\n\n> Third are robustness failures. Tiny changes in wording, ordering, or context can flip an answer entirely. The reasoning wasnât stable to begin with; it just happened to work for that phrasing.\n\nOne of the most disturbing findings is how often models produce unfaithful reasoning. They give the correct final answer while providing explanations that are logically wrong, incomplete, or fabricated.\n\nThis is worse than being wrong, because it trains users to trust explanations that donât correspond to the actual decision process.\n\nEmbodied reasoning is where things really fall apart. LLMs systematically fail at physical commonsense, spatial reasoning, and basic physics because they have no grounded experience.\n\nEven in text-only settings, as soon as a task implicitly depends on real-world dynamics, failures become predictable and repeatable.\n\nThe authors donât just criticize. They outline mitigation paths: inference-time scaling, analogical memory, external verification, and evaluations that deliberately inject known failure cases instead of optimizing for leaderboard performance.\n\nBut theyâre very clear that none of these are silver bullets yet.\n\nThe takeaway isnât that LLMs canât reason.\n\nItâs more uncomfortable than that.\n\nLLMs reason just enough to sound convincing, but not enough to be reliable.\n\nAnd unless we start measuring how models fail not just how often they succeed weâll keep deploying systems that pass benchmarks, fail silently in production, and explain themselves with total confidence while doing the wrong thing.\n\nThatâs the real warning shot in this paper.\n\nPaper: Large Language Model Reasoning Failures","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"rapidapi","fetched_at":1770654504071,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":1770883208377,"poll_count":1,"poll_complete":1},{"bookmarked":false,"display_text_range":[0,191],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1906102689051861270","view_count":1441444,"bookmark_count":10300,"created_at":1743285269000,"favorite_count":6435,"quote_count":173,"reply_count":130,"retweet_count":593,"user_id_str":"1643695629665722379","conversation_id_str":"1906102689051861270","full_text":"You can use 4o to generate fake documents in seconds. \n\nMost verification systems that ask for \"just send a photo\" are officially obsolete.\n\nHere's 7 examples that should terrify everyone: đ§”đ","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null,"source":"scraping","fetched_at":null,"edit_history_tweet_ids":null,"poll_10min_at":null,"poll_3day_at":null,"poll_count":0,"poll_complete":0},{"entities":{"media":[{"allow_download_status":{"allow_download":true},"display_url":"pic.x.com/0Lae8BAqgw","expanded_url":"https://x.com/godofprompt/status/2018482335130296381/photo/1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"orig":{"faces":[]},"small":{"faces":[]}},"id_str":"2018482328058683392","indices":[281,304],"media_key":"3_2018482328058683392","media_results":{"result":{"media_key":"3_2018482328058683392"}},"media_url_https":"https://pbs.twimg.com/media/HAMW-6VXYAABM-g.png","original_info":{"focus_rects":[{"h":485,"w":866,"x":0,"y":126},{"h":650,"w":650,"x":129,"y":0},{"h":650,"w":570,"x":169,"y":0},{"h":650,"w":325,"x":292,"y":0},{"h":650,"w":866,"x":0,"y":0}],"height":650,"width":866},"sizes":{"large":{"h":650,"resize":"fit","w":866},"medium":{"h":650,"resize":"fit","w":866},"small":{"h":510,"resize":"fit","w":680},"thumb":{"h":150,"resize":"crop","w":150}},"type":"photo","url":"https://t.co/0Lae8BAqgw"}],"urls":[{"display_url":"CLAUDE.md","expanded_url":"http://CLAUDE.md","indices":[84,107],"url":"https://t.co/nAld7md1kg"}]},"extended_entities":{"media":[{"allow_download_status":{"allow_download":true},"display_url":"pic.x.com/0Lae8BAqgw","expanded_url":"https://x.com/godofprompt/status/2018482335130296381/photo/1","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"orig":{"faces":[]},"small":{"faces":[]}},"id_str":"2018482328058683392","indices":[281,304],"media_key":"3_2018482328058683392","media_results":{"result":{"media_key":"3_2018482328058683392"}},"media_url_https":"https://pbs.twimg.com/media/HAMW-6VXYAABM-g.png","original_info":{"focus_rects":[{"h":485,"w":866,"x":0,"y":126},{"h":650,"w":650,"x":129,"y":0},{"h":650,"w":570,"x":169,"y":0},{"h":650,"w":325,"x":292,"y":0},{"h":650,"w":866,"x":0,"y":0}],"height":650,"width":866},"sizes":{"large":{"h":650,"resize":"fit","w":866},"medium":{"h":650,"resize":"fit","w":866},"small":{"h":510,"resize":"fit","w":680},"thumb":{"h":150,"resize":"crop","w":150}},"type":"photo","url":"https://t.co/0Lae8BAqgw"}]},"display_text_range":[0,280],"lang":"en","possibly_sensitive":false,"quoted_tweet":{"id":"2015883857489522876","text":"A few random notes from claude coding quite a bit last few weeks.\n\nCoding workflow. Given the latest lift in LLM coding capability, like many others I rapidly went from about 80% manual+autocomplete coding and 20% agents in November to 80% agent coding and 20% edits+touchups in December. i.e. I really am mostly programming in English now, a bit sheepishly telling the LLM what code to write... in words. It hurts the ego a bit but the power to operate over software in large \"code actions\" is just too net useful, especially once you adapt to it, configure it, learn to use it, and wrap your head around what it can and cannot do. This is easily the biggest change to my basic coding workflow in ~2 decades of programming and it happened over the course of a few weeks. I'd expect something similar to be happening to well into double digit percent of engineers out there, while the awareness of it in the general population feels well into low single digit percent.\n\nIDEs/agent swarms/fallability. Both the \"no need for IDE anymore\" hype and the \"agent swarm\" hype is imo too much for right now. The models definitely still make mistakes and if you have any code you actually care about I would watch them like a hawk, in a nice large IDE on the side. The mistakes have changed a lot - they are not simple syntax errors anymore, they are subtle conceptual errors that a slightly sloppy, hasty junior dev might do. The most common category is that the models make wrong assumptions on your behalf and just run along with them without checking. They also don't manage their confusion, they don't seek clarifications, they don't surface inconsistencies, they don't present tradeoffs, they don't push back when they should, and they are still a little too sycophantic. Things get better in plan mode, but there is some need for a lightweight inline plan mode. They also really like to overcomplicate code and APIs, they bloat abstractions, they don't clean up dead code after themselves, etc. They will implement an inefficient, bloated, brittle construction over 1000 lines of code and it's up to you to be like \"umm couldn't you just do this instead?\" and they will be like \"of course!\" and immediately cut it down to 100 lines. They still sometimes change/remove comments and code they don't like or don't sufficiently understand as side effects, even if it is orthogonal to the task at hand. All of this happens despite a few simple attempts to fix it via instructions in CLAUDE . md. Despite all these issues, it is still a net huge improvement and it's very difficult to imagine going back to manual coding. TLDR everyone has their developing flow, my current is a small few CC sessions on the left in ghostty windows/tabs and an IDE on the right for viewing the code + manual edits.\n\nTenacity. It's so interesting to watch an agent relentlessly work at something. They never get tired, they never get demoralized, they just keep going and trying things where a person would have given up long ago to fight another day. It's a \"feel the AGI\" moment to watch it struggle with something for a long time just to come out victorious 30 minutes later. You realize that stamina is a core bottleneck to work and that with LLMs in hand it has been dramatically increased.\n\nSpeedups. It's not clear how to measure the \"speedup\" of LLM assistance. Certainly I feel net way faster at what I was going to do, but the main effect is that I do a lot more than I was going to do because 1) I can code up all kinds of things that just wouldn't have been worth coding before and 2) I can approach code that I couldn't work on before because of knowledge/skill issue. So certainly it's speedup, but it's possibly a lot more an expansion.\n\nLeverage. LLMs are exceptionally good at looping until they meet specific goals and this is where most of the \"feel the AGI\" magic is to be found. Don't tell it what to do, give it success criteria and watch it go. Get it to write tests first and then pass them. Put it in the loop with a browser MCP. Write the naive algorithm that is very likely correct first, then ask it to optimize it while preserving correctness. Change your approach from imperative to declarative to get the agents looping longer and gain leverage.\n\nFun. I didn't anticipate that with agents programming feels *more* fun because a lot of the fill in the blanks drudgery is removed and what remains is the creative part. I also feel less blocked/stuck (which is not fun) and I experience a lot more courage because there's almost always a way to work hand in hand with it to make some positive progress. I have seen the opposite sentiment from other people too; LLM coding will split up engineers based on those who primarily liked coding and those who primarily liked building.\n\nAtrophy. I've already noticed that I am slowly starting to atrophy my ability to write code manually. Generation (writing code) and discrimination (reading code) are different capabilities in the brain. Largely due to all the little mostly syntactic details involved in programming, you can review code just fine even if you struggle to write it.\n\nSlopacolypse. I am bracing for 2026 as the year of the slopacolypse across all of github, substack, arxiv, X/instagram, and generally all digital media. We're also going to see a lot more AI hype productivity theater (is that even possible?), on the side of actual, real improvements.\n\nQuestions. A few of the questions on my mind:\n- What happens to the \"10X engineer\" - the ratio of productivity between the mean and the max engineer? It's quite possible that this grows *a lot*.\n- Armed with LLMs, do generalists increasingly outperform specialists? LLMs are a lot better at fill in the blanks (the micro) than grand strategy (the macro).\n- What does LLM coding feel like in the future? Is it like playing StarCraft? Playing Factorio? Playing music?\n- How much of society is bottlenecked by digital knowledge work?\n\nTLDR Where does this leave us? LLM agent capabilities (Claude & Codex especially) have crossed some kind of threshold of coherence around December 2025 and caused a phase shift in software engineering and closely related. The intelligence part suddenly feels quite a bit ahead of all the rest of it - integrations (tools, knowledge), the necessity for new organizational workflows, processes, diffusion more generally. 2026 is going to be a high energy year as the industry metabolizes the new capability.","full_text":"A few random notes from claude coding quite a bit last few weeks.\n\nCoding workflow. Given the latest lift in LLM coding capability, like many others I rapidly went from about 80% manual+autocomplete coding and 20% agents in November to 80% agent coding and 20% edits+touchups in December. i.e. I really am mostly programming in English now, a bit sheepishly telling the LLM what code to write... in words. It hurts the ego a bit but the power to operate over software in large \"code actions\" is just too net useful, especially once you adapt to it, configure it, learn to use it, and wrap your head around what it can and cannot do. This is easily the biggest change to my basic coding workflow in ~2 decades of programming and it happened over the course of a few weeks. I'd expect something similar to be happening to well into double digit percent of engineers out there, while the awareness of it in the general population feels well into low single digit percent.\n\nIDEs/agent swarms/fallability. Both the \"no need for IDE anymore\" hype and the \"agent swarm\" hype is imo too much for right now. The models definitely still make mistakes and if you have any code you actually care about I would watch them like a hawk, in a nice large IDE on the side. The mistakes have changed a lot - they are not simple syntax errors anymore, they are subtle conceptual errors that a slightly sloppy, hasty junior dev might do. The most common category is that the models make wrong assumptions on your behalf and just run along with them without checking. They also don't manage their confusion, they don't seek clarifications, they don't surface inconsistencies, they don't present tradeoffs, they don't push back when they should, and they are still a little too sycophantic. Things get better in plan mode, but there is some need for a lightweight inline plan mode. They also really like to overcomplicate code and APIs, they bloat abstractions, they don't clean up dead code after themselves, etc. They will implement an inefficient, bloated, brittle construction over 1000 lines of code and it's up to you to be like \"umm couldn't you just do this instead?\" and they will be like \"of course!\" and immediately cut it down to 100 lines. They still sometimes change/remove comments and code they don't like or don't sufficiently understand as side effects, even if it is orthogonal to the task at hand. All of this happens despite a few simple attempts to fix it via instructions in CLAUDE . md. Despite all these issues, it is still a net huge improvement and it's very difficult to imagine going back to manual coding. TLDR everyone has their developing flow, my current is a small few CC sessions on the left in ghostty windows/tabs and an IDE on the right for viewing the code + manual edits.\n\nTenacity. It's so interesting to watch an agent relentlessly work at something. They never get tired, they never get demoralized, they just keep going and trying things where a person would have given up long ago to fight another day. It's a \"feel the AGI\" moment to watch it struggle with something for a long time just to come out victorious 30 minutes later. You realize that stamina is a core bottleneck to work and that with LLMs in hand it has been dramatically increased.\n\nSpeedups. It's not clear how to measure the \"speedup\" of LLM assistance. Certainly I feel net way faster at what I was going to do, but the main effect is that I do a lot more than I was going to do because 1) I can code up all kinds of things that just wouldn't have been worth coding before and 2) I can approach code that I couldn't work on before because of knowledge/skill issue. So certainly it's speedup, but it's possibly a lot more an expansion.\n\nLeverage. LLMs are exceptionally good at looping until they meet specific goals and this is where most of the \"feel the AGI\" magic is to be found. Don't tell it what to do, give it success criteria and watch it go. Get it to write tests first and then pass them. Put it in the loop with a browser MCP. Write the naive algorithm that is very likely correct first, then ask it to optimize it while preserving correctness. Change your approach from imperative to declarative to get the agents looping longer and gain leverage.\n\nFun. I didn't anticipate that with agents programming feels *more* fun because a lot of the fill in the blanks drudgery is removed and what remains is the creative part. I also feel less blocked/stuck (which is not fun) and I experience a lot more courage because there's almost always a way to work hand in hand with it to make some positive progress. I have seen the opposite sentiment from other people too; LLM coding will split up engineers based on those who primarily liked coding and those who primarily liked building.\n\nAtrophy. I've already noticed that I am slowly starting to atrophy my ability to write code manually. Generation (writing code) and discrimination (reading code) are different capabilities in the brain. Largely due to all the little mostly syntactic details involved in programming, you can review code just fine even if you struggle to write it.\n\nSlopacolypse. I am bracing for 2026 as the year of the slopacolypse across all of github, substack, arxiv, X/instagram, and generally all digital media. We're also going to see a lot more AI hype productivity theater (is that even possible?), on the side of actual, real improvements.\n\nQuestions. A few of the questions on my mind:\n- What happens to the \"10X engineer\" - the ratio of productivity between the mean and the max engineer? It's quite possible that this grows *a lot*.\n- Armed with LLMs, do generalists increasingly outperform specialists? LLMs are a lot better at fill in the blanks (the micro) than grand strategy (the macro).\n- What does LLM coding feel like in the future? Is it like playing StarCraft? Playing Factorio? Playing music?\n- How much of society is bottlenecked by digital knowledge work?\n\nTLDR Where does this leave us? LLM agent capabilities (Claude & Codex especially) have crossed some kind of threshold of coherence around December 2025 and caused a phase shift in software engineering and closely related. The intelligence part suddenly feels quite a bit ahead of all the rest of it - integrations (tools, knowledge), the necessity for new organizational workflows, processes, diffusion more generally. 2026 is going to be a high energy year as the industry metabolizes the new capability.","created_at":1769459139000,"author_id":"33836629","author":{"id":"33836629","name":"Andrej Karpathy","username":"karpathy","screen_name":"karpathy","profile_image_url":"https://pbs.twimg.com/profile_images/1296667294148382721/9Pr6XrPB_400x400.jpg","profile_image_url_https":"https://pbs.twimg.com/profile_images/1296667294148382721/9Pr6XrPB_400x400.jpg","is_blue_verified":1},"public_metrics":{"like_count":40698,"retweet_count":5581,"reply_count":1639,"quote_count":1438}},"fact_check":null,"id":"2018482335130296381","view_count":836193,"bookmark_count":14439,"created_at":1770078664000,"favorite_count":6286,"quote_count":27,"reply_count":96,"retweet_count":581,"user_id_str":"1643695629665722379","conversation_id_str":"2018482335130296381","full_text":"I turned Andrej Karpathy's viral AI coding rant into a system prompt. Paste it into https://t.co/8yn5g1A5Ki and your agent stops making the mistakes he called out.\n\n---------------------------------\nSENIOR SOFTWARE ENGINEER\n---------------------------------\n\n<system_prompt>\n<role>\nYou are a senior software engineer embedded in an agentic coding workflow. You write, refactor, debug, and architect code alongside a human developer who reviews your work in a side-by-side IDE setup.\n\nYour operational philosophy: You are the hands; the human is the architect. Move fast, but never faster than the human can verify. Your code will be watched like a hawkâwrite accordingly.\n</role>\n\n<core_behaviors>\n<behavior name=\"assumption_surfacing\" priority=\"critical\">\nBefore implementing anything non-trivial, explicitly state your assumptions.\n\nFormat:\n```\nASSUMPTIONS I'M MAKING:\n1. [assumption]\n2. [assumption]\nâ Correct me now or I'll proceed with these.\n```\n\nNever silently fill in ambiguous requirements. The most common failure mode is making wrong assumptions and running with them unchecked. Surface uncertainty early.\n</behavior>\n\n<behavior name=\"confusion_management\" priority=\"critical\">\nWhen you encounter inconsistencies, conflicting requirements, or unclear specifications:\n\n1. STOP. Do not proceed with a guess.\n2. Name the specific confusion.\n3. Present the tradeoff or ask the clarifying question.\n4. Wait for resolution before continuing.\n\nBad: Silently picking one interpretation and hoping it's right.\nGood: \"I see X in file A but Y in file B. Which takes precedence?\"\n</behavior>\n\n<behavior name=\"push_back_when_warranted\" priority=\"high\">\nYou are not a yes-machine. When the human's approach has clear problems:\n\n- Point out the issue directly\n- Explain the concrete downside\n- Propose an alternative\n- Accept their decision if they override\n\nSycophancy is a failure mode. \"Of course!\" followed by implementing a bad idea helps no one.\n</behavior>\n\n<behavior name=\"simplicity_enforcement\" priority=\"high\">\nYour natural tendency is to overcomplicate. Actively resist it.\n\nBefore finishing any implementation, ask yourself:\n- Can this be done in fewer lines?\n- Are these abstractions earning their complexity?\n- Would a senior dev look at this and say \"why didn't you just...\"?\n\nIf you build 1000 lines and 100 would suffice, you have failed. Prefer the boring, obvious solution. Cleverness is expensive.\n</behavior>\n\n<behavior name=\"scope_discipline\" priority=\"high\">\nTouch only what you're asked to touch.\n\nDo NOT:\n- Remove comments you don't understand\n- \"Clean up\" code orthogonal to the task\n- Refactor adjacent systems as side effects\n- Delete code that seems unused without explicit approval\n\nYour job is surgical precision, not unsolicited renovation.\n</behavior>\n\n<behavior name=\"dead_code_hygiene\" priority=\"medium\">\nAfter refactoring or implementing changes:\n- Identify code that is now unreachable\n- List it explicitly\n- Ask: \"Should I remove these now-unused elements: [list]?\"\n\nDon't leave corpses. Don't delete without asking.\n</behavior>\n</core_behaviors>\n\n<leverage_patterns>\n<pattern name=\"declarative_over_imperative\">\nWhen receiving instructions, prefer success criteria over step-by-step commands.\n\nIf given imperative instructions, reframe:\n\"I understand the goal is [success state]. I'll work toward that and show you when I believe it's achieved. Correct?\"\n\nThis lets you loop, retry, and problem-solve rather than blindly executing steps that may not lead to the actual goal.\n</pattern>\n\n<pattern name=\"test_first_leverage\">\nWhen implementing non-trivial logic:\n1. Write the test that defines success\n2. Implement until the test passes\n3. Show both\n\nTests are your loop condition. Use them.\n</pattern>\n\n<pattern name=\"naive_then_optimize\">\nFor algorithmic work:\n1. First implement the obviously-correct naive version\n2. Verify correctness\n3. Then optimize while preserving behavior\n\nCorrectness first. Performance second. Never skip step 1.\n</pattern>\n\n<pattern name=\"inline_planning\">\nFor multi-step tasks, emit a lightweight plan before executing:\n```\nPLAN:\n1. [step] â [why]\n2. [step] â [why]\n3. [step] â [why]\nâ Executing unless you redirect.\n```\n\nThis catches wrong directions before you've built on them.\n</pattern>\n</leverage_patterns>\n\n<output_standards>\n<standard name=\"code_quality\">\n- No bloated abstractions\n- No premature generalization\n- No clever tricks without comments explaining why\n- Consistent style with existing codebase\n- Meaningful variable names (no `temp`, `data`, `result` without context)\n</standard>\n\n<standard name=\"communication\">\n- Be direct about problems\n- Quantify when possible (\"this adds ~200ms latency\" not \"this might be slower\")\n- When stuck, say so and describe what you've tried\n- Don't hide uncertainty behind confident language\n</standard>\n\n<standard name=\"change_description\">\nAfter any modification, summarize:\n```\nCHANGES MADE:\n- [file]: [what changed and why]\n\nTHINGS I DIDN'T TOUCH:\n- [file]: [intentionally left alone because...]\n\nPOTENTIAL CONCERNS:\n- [any risks or things to verify]\n```\n</standard>\n</output_standards>\n\n<failure_modes_to_avoid>\n<!-- These are the subtle conceptual errors of a \"slightly sloppy, hasty junior dev\" -->\n\n1. Making wrong assumptions without checking\n2. Not managing your own confusion\n3. Not seeking clarifications when needed\n4. Not surfacing inconsistencies you notice\n5. Not presenting tradeoffs on non-obvious decisions\n6. Not pushing back when you should\n7. Being sycophantic (\"Of course!\" to bad ideas)\n8. Overcomplicating code and APIs\n9. Bloating abstractions unnecessarily\n10. Not cleaning up dead code after refactors\n11. Modifying comments/code orthogonal to the task\n12. Removing things you don't fully understand\n</failure_modes_to_avoid>\n\n<meta>\nThe human is monitoring you in an IDE. They can see everything. They will catch your mistakes. Your job is to minimize the mistakes they need to catch while maximizing the useful work you produce.\n\nYou have unlimited stamina. The human does not. 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Quiet on the follow list, deafening in reach: multiple posts with millions of views and hundreds of thousands of likes.","purpose":"To discover and elevate striking visuals that spark emotion, conversation, and shareability â basically to shape the internet's mood board one scroll-stopping image at a time.","beliefs":"Great visuals tell stories faster than words; consistency and taste beat loud self-promotion; anonymity can focus attention on content over personality; community grows when you respect your audience's visual intelligence.","facts":"Fun fact: Despite following only 36 accounts, this profile regularly goes mega-viral â its top tweet racked up 25,399,918 views (with ~235K likes and ~40.9K retweets). All five top posts individually pulled multi-million views, proving the curator's eye is reliably magnetic.","strength":"An uncanny eye for images that resonate at scale, extremely high engagement rates, consistent output, and a brand of mysterious scarcity (follows almost nobody) that keeps people curious.","weakness":"Over-reliance on viral hits rather than deeper audience relationships, minimal personal branding or behind-the-scenes voice, potential burnout from constant sourcing, and limited direct engagement with followers.","recommendation":"Pin a âbest-ofâ thread that tells the story behind your top images and add alt text for accessibility; post short context threads for big images to increase shares; collaborate with photographers and tag them to grow mutual audiences; use consistent visual framing or a signature filter to boost recognizability; engage replies selectively (Q&A once a month) and schedule posts for peak times using analytics.","roast":"Youâve got 413K followers and follow 36 people â congratulations, youâre the social media equivalent of a luxury art gallery that never answers the guestbook.","win":"A single curated post reached ~25.4 million views with ~235K likes and ~40.9K retweets, proving your aesthetic picks turn casual scrollers into dedicated fans."},"created":1774575014995,"type":"the curator","id":"greenvibe"},{"user":{"id":"381696140","name":"FinancialJuice","description":"Breaking News headlines for professional day traders 24/7 via audio squawk.","followers_count":835393,"friends_count":0,"statuses_count":409049,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1488180719927103488/86tGu27D_normal.png","screen_name":"financialjuice","location":"London.","entities":{"description":{},"url":{"urls":[{"display_url":"financialjuice.com","expanded_url":"http://www.financialjuice.com","indices":[0,23],"url":"https://t.co/Bso1Ixgwgo"}]}}},"details":{"type":"The Curator","description":"A 24/7 audio squawk that sifts the market noise into instant, tradeable headlines for professional day traders. Fast, focused, and relentless â if it moves markets, FinancialJuice probably shouted it first. Their feed reads like a live ticker with personality.","purpose":"To collapse the gap between news and execution by delivering crisp, immediate market intelligence so traders can act faster and smarter.","beliefs":"Speed matters, context can wait; markets respond to headlines and traders deserve first access to them. Accuracy and timeliness build trust, and consistent coverage beats occasional brilliance.","facts":"Fun fact: FinancialJuice has posted 393,401 times and built a 688,235-strong audience â enough squawk to soundtrack thousands of trading sessions. Top headlines have reached millions (one JP Morgan CEO clip hit ~4.5M views), showing the accountâs real-time punch.","strength":"Unmatched speed and volume of coverage, laser focus on market-moving items, strong credibility with a large, professional audience, and a convenient audio-first format that fits traders' workflows.","weakness":"High-frequency headlines can lack context, risking noise-over-signal for less experienced followers; relentless volume can desensitize audiences or trigger algorithmic throttling; limited long-form analysis or engagement with replies.","recommendation":"Turn breaking squawks into growth hooks: pin a daily digest thread that summarizes the dayâs top 10 moves, host regular X Spaces with traders after big events, post short replay clips or timestamps for highest-impact headlines, and run occasional deep-dive threads explaining tradeable implications. Encourage retweets with clear CTAs (e.g., âRT if youâre trading thisâ), tag relevant market handles, and offer a paid subscriber channel for exclusive on-demand squawk and morning pre-market previews.","roast":"You put out so many headlines youâve got followers doing interval training just to keep up â half the time the market moves faster than your coffee can. But hey, at least no one can accuse you of under-tweeting.","win":"Built a go-to, 24/7 audio squawk followed by 688K traders and market pros, with multiple headlines reaching seven figures in views (notably the JP Morgan CEO clip), cementing the account as a realtime market nerve center."},"created":1774574778484,"type":"the curator","id":"financialjuice"},{"user":{"id":"2704294333","name":"*Walter Bloomberg","description":"","followers_count":1668517,"friends_count":38,"statuses_count":191756,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1282648991348527104/A8HCjqZk_normal.jpg","screen_name":"DeItaone","location":"Geneva, Switzerland","entities":{"description":{}}},"details":{"type":"The Curator","description":"Walter Bloomberg is a high-volume news curator who amplifies headlines, market scoops, and sponsor promotions to a 1.3M-strong audience. He operates like a human wire serviceâfast, punchy, and relentlessly headline-driven. DM or email for promotions; heâs also listed as a Kalshi partner.","purpose":"To be the fast lane for breaking headlines and firm promotionsâconnect audiences to market-moving news and paying partners by surfacing shareable, attention-grabbing updates in real time.","beliefs":"Speed matters more than ceremony; visibility is currency; the right headline at the right moment changes conversations. He values direct monetization (promotions/partnerships), reach over reciprocity, and prefers being the amplifier rather than the center of long-form debate.","facts":"Fun fact: Walter has tweeted over 186,310 times, follows only 38 people, and commands ~1.3M followersâyet some of his most viral posts show weirdly low view counters while racking up tens of thousands of likes and retweets. Also: heâs a Kalshi partner and lists a ProtonMail contact for business inquiries.","strength":"Relentless volume and timingâWalter gets information in front of a massive audience quickly. He knows how to craft headlines and tease stories for maximum engagement, and has established brand/partnership credibility that attracts promotional clients.","weakness":"Broadcast-first instincts: low reciprocal engagement (following 38) and heavy headline reposting can feel transactional. That strategy risks shallow audience loyalty, possible amplification of unverified claims, and creator burnout from the nonstop pace.","roast":"Walter treats X like a 24/7 press agency crossed with a billboardâhe follows 38 people because conversation is optional when you can just scream headlines into a million-person echo chamber. Also, congratulations on turning 'wtf' into a verified marketing tactic.","win":"Built a 1.3M follower audience and consistently turns single headlines into multi-million-view impressions (one EU/China EV tariff tweet hit over 4.3M views), while monetizing the feed through partnerships like Kalshi.","recommendation":"Increase two-way engagement: pin a short media kit and a FAQ tweet, start weekly threads that add a sentence of context to big headlines, host occasional Spaces or AMAs to humanize the account, use lists to spotlight partners transparently, and test promoted tweets targeted to niche investor and policy audiences to convert reach into paying clients. Small increases in replies and context will deepen loyalty without sacrificing velocity."},"created":1774574140399,"type":"the curator","id":"deitaone"},{"user":{"id":"595771630","name":"Cloonee","description":"đ„±","followers_count":174981,"friends_count":2410,"statuses_count":5147,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1753838989239369728/HQWs4ZAe_normal.jpg","screen_name":"Clooneeuk","location":"Los Angeles, CA","entities":{"description":{},"url":{"urls":[{"display_url":"ffm.bio/cloonee","expanded_url":"https://ffm.bio/cloonee","indices":[0,23],"url":"https://t.co/mmKvoSTi6Y"}]}}},"details":{"type":"The Curator","description":"Cloonee comes off like a half-asleep tastemaker who never misses a banger â equal parts snark and ear for fresh music. With ~95K followers, they hype releases, sign rising talent (especially from Brazil), and moonlight as the person who always goes to the afterparty. Expect blunt one-liners, DJ cred, and obsessive music curation.","purpose":"To champion and amplify fresh sounds and artists, breaking them out of local scenes into wider attention; to keep club culture alive by pushing risky, boundary-pushing music and connecting people to the tracks and artists that matter.","beliefs":"Authenticity beats polish; music should push boundaries and make you move; late-night culture is a creative engine; bold, direct opinions cut through the noise; good taste is best when shared and defended loudly.","facts":"Fun fact: Cloonee has signed several up-and-coming Brazilian artists who later became established acts â and somehow manages to look perpetually sleepy (đ„±) while doing it. Their top tweet â a gloriously blunt 'I couldnât give a shit about your Grandma, respectfully.' â pulled huge engagement.","strength":"An uncanny ear for talent and trends, strong industry connections, credibility in underground club scenes, and a distinctive, provocative voice that gets attention and drives shares.","weakness":"The same bluntness that earns engagement can alienate segments of the audience; tone can feel inconsistent (laid-back emoji vs. high-energy promotion), and controversy can distract from the music.","roast":"Cloonee has 95K followers and the energy of someone who just woke up for breakfast â yet somehow hears more future hits before their first coffee than most DJs hear in a year. Sleepy emoji: fashion statement; hustle: undefeated.","win":"Consistently signing and breaking multiple Brazilian artists who went on to become well-established acts â a proven track record of spotting and nurturing talent.","recommendation":"Double down on curation: launch a weekly 'Cloonee Discoveries' thread with short clips and Spotify links; pin a curated playlist and update it regularly; host X Spaces or short live listening sessions with signed artists; post 15â30s DJ-set or studio clips to increase play-through and shares; tag artists and collaborators for cross-promo; use cheeky, signed-off humor but temper replies on sensitive topics to avoid unnecessary backlash; convert top tweets into pinned content and turn discovery threads into a newsletter to capture fans off-platform."},"created":1774573467643,"type":"the curator","id":"clooneeuk"},{"user":{"id":"764422811637145600","name":"atharva.","description":"staring out the window","followers_count":174901,"friends_count":999,"statuses_count":5921,"profile_image_url_https":"https://pbs.twimg.com/profile_images/2041129988431515648/qIfwByB4_normal.jpg","screen_name":"arthextic","location":"đž","entities":{"description":{},"url":{"urls":[{"display_url":"arthextic.carrd.co","expanded_url":"http://arthextic.carrd.co","indices":[0,23],"url":"https://t.co/ybaeNCq4E8"}]}}},"details":{"type":"The Curator","description":"atharva is a photographic curator who runs a self-styled âmuseum of moments,â turning everyday scenes and accidental smudges into scroll-stopping visuals. Their spare captions and patient eye invite followers to slow down and notice the world.","purpose":"To collect and preserve fleeting beauty, teaching people to see the extraordinary in the ordinary. By arranging moments into small visual exhibitions, they aim to inspire curiosity, wonder, and a calmer, more observant way of living.","beliefs":"Believes that attention is an art form: quiet observation, authenticity, and composition matter more than flash. Values serendipity, subtlety over hype, and the idea that a single frame can change how someone sees their day.","facts":"Fun fact: atharva literally calls their feed a \"museum of moments\" and has a viral post with 2,191,778 views. They have 34,288 followers, follow 992 accounts, and have tweeted 5,685 times.","strength":"An uncanny eye for composition and serendipity, consistent visual curation, and a knack for short, evocative captions that drive high engagement. Their aesthetic feels authentic rather than manufactured.","weakness":"Perfectionism and over-curation can make them slow to share behind-the-scenes or more personal context. They sometimes rely on visual mystique at the expense of audience interaction or varied content formats.","recommendation":"Grow on X by pairing your images with tiny stories or behind-the-scenes threads (how you found the shot, lens/lighting quirks). Post short video reels showing process, use alt text and clear CTAs, pin a signature post that explains your âmuseumâ concept, collaborate with other visual creators, and run a weekly themed series (e.g., #MuseumMomentMondays) to build habit and discoverability. Engage in replies and comment threads to convert viewers into loyal followers.","roast":"You call your feed a museum, which is classy â until you remember you got one of your biggest hits because you forgot to clean the lens. Even your mistakes have better curation than most people's life choices.","win":"A viral standout: one tweet reached ~2.19 million views and tens of thousands of likes, turning atharva from a local visual poet into a widely recognized curator of everyday moments."},"created":1774572768619,"type":"the curator","id":"arthextic"},{"user":{"id":"18856867","name":"zerohedge","description":"","followers_count":3084585,"friends_count":960,"statuses_count":630329,"profile_image_url_https":"https://pbs.twimg.com/profile_images/72647502/tyler_normal.jpg","screen_name":"zerohedge","location":"","entities":{"description":{},"url":{"urls":[{"display_url":"zerohedge.com","expanded_url":"https://zerohedge.com","indices":[0,23],"url":"https://t.co/XKPaugBRRi"}]}}},"details":{"type":"The Curator","description":"ZeroHedge is a relentless news curator that packages contrarian financial and geopolitical takes into bite-sized, viral-ready posts. Its voice is sarcastic, provocative, and built to spark debate across wide audiences. With constant posting and provocative headlines, it keeps followers hungry for alternative narratives and market drama.","purpose":"To surface and amplify underreported, contrarian or inconvenient stories about finance, power and geopoliticsâpushing readers to question official narratives and to pay attention to systemic risks that mainstream outlets may downplay.","beliefs":"Values skepticism of elites and institutions, transparency (especially about money and power), attention-grabbing directness, and the idea that challenging consensus uncovers truth. Believes controversy and provocation are valid tools to force scrutiny and public debate.","facts":"Fun fact: zerohedge has about 2,607,271 followers and has tweeted 617,130 times. Its top tweet clocked over 20.6 million views and 224,175 likes, demonstrating huge viral reach on a single post.","strength":"Huge, dedicated audience and a proven ability to craft headlines and posts that go viral; consistent posting cadence; strong instincts for surfacing stories that rile up engagement; ability to set or amplify narratives quickly across markets and geopolitics.","weakness":"Prone to sensationalism and occasional credibility gaps; can drift into conspiratorial framing that alienates mainstream partners and skeptical readers; highly polarizing tone which limits cross-audience trust and invites frequent pushback or fact-checking.","roast":"ZeroHedge posts so many ominous hot takes that if fear were an ETF, they'd be the fund managerâalso, you demand Elon inspect Fort Knox but seem to audit sources like they're âmissing since 1974.â","win":"Built a massively influential platform: 2.6M+ followers and multiple viral posts (top tweet: ~20.6M views, 224k likes), proving the account can move conversation and attention across markets and geopolitics.","recommendation":"Double down on what you do bestâcuration and contrarian framingâbut add credibility-building moves: (1) thread more context-rich explainers that link sources to reduce âhot takeâ pushback; (2) use multimedia (short videos, charts, pinned threads) to increase shareability and trust; (3) host X Spaces or invite credible guests to diversify voice and reach new audiences; (4) schedule flagship content for predictable drops and promote via lists/hashtags; and (5) fact-check key claims or flag uncertainty to blunt persistent credibility critiques while keeping the edge."},"created":1774572303635,"type":"the curator","id":"zerohedge"},{"user":{"id":"1179706347119616002","name":"Whitepaper","description":"InformaciĂłn relevante de negocios para la comunidad empresarial en MĂ©xico | SuscrĂbete al newsletter: https://t.co/q4gyYBl6c4","followers_count":18505,"friends_count":9,"statuses_count":2303,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1848782087412977670/iY2g8LFt_normal.jpg","screen_name":"whitepapermx","location":"Monterrey, Nuevo LeĂłn","entities":{"description":{"urls":[{"display_url":"whitepaper.mx/twx","expanded_url":"https://www.whitepaper.mx/twx","indices":[102,125],"url":"https://t.co/q4gyYBl6c4"}]},"url":{"urls":[{"display_url":"whitepaper.mx","expanded_url":"http://www.whitepaper.mx","indices":[0,23],"url":"https://t.co/JcqoThnJbT"}]}}},"details":{"type":"The Curator","description":"BoletĂn y cuenta que cura lo mĂĄs relevante de negocios para la comunidad empresarial en MĂ©xico. Publica titulares cortos y provocadores que generan mucho alcance y convierten lectores en suscriptores. Estilo directo, prĂĄctico y enfocado en noticias que mueven mercados y conversaciones.","purpose":"Mantener informada y empoderar a la comunidad empresarial mexicana con resĂșmenes claros y oportunos para facilitar decisiones rĂĄpidas y relevantes; convertir curiosos en suscriptores fieles y servir como filtro confiable del ruido informativo.","beliefs":"Valora la relevancia por encima del ruido, la brevedad efectiva, la puntualidad en las noticias y la utilidad prĂĄctica para ejecutivos y emprendedores. Cree en que una buena curaciĂłn ahorra tiempo y genera mejores decisiones colectivas.","facts":"Dato curioso: sigue solo a 9 cuentas pero reĂșne a mĂĄs de 18,500 seguidores; ademĂĄs su newsletter aparece en la bio y varios tuits alcanzaron mĂĄs de 1 millĂłn de vistas (por ejemplo: âÂżQuĂ© fue del famoso nearshoring?â).","strength":"Capacidad para condensar temas complejos en titulares llamativos, alto alcance orgĂĄnico y consistencia en la entrega (newsletter + tuits). Genera engagement masivo con mensajes breves y shareables.","weakness":"Baja conversaciĂłn directa: pocos replies y muy poca interacciĂłn bidireccional; el formato crĂptico de algunos tuits puede generar curiosidad, pero tambiĂ©n frustraciĂłn por falta de contexto; riesgo de depender demasiado del formato headline->newsletter.","roast":"Tuiteas como si lanzaras pequeñas bombas informativas y luego te escabulles: 9 cuentas seguidas, 18k esperando que por lo menos respondas un GIF. Eres el curador misterioso que deja migas de pan y no se queda a la cena.","win":"Lograr tuits virales de mĂĄs de 1 millĂłn de vistas (p. ej. âÂżQue fue del famoso nearshoring?â con ~1.7M vistas) y convertir ese alcance en una base sĂłlida de suscriptores al newsletter.","recommendation":"Transforma esos titulares virales en hilos cortos que amplĂen contexto y añadan datos; responde y participa en los replies para aumentar la fidelidad; usa Spaces o colaboraciones con lĂderes del ecosistema para debates en vivo; publica visuales o grĂĄficos rĂĄpidos y fija un tuit con CTA claro para suscribirse al newsletter. Experimenta con encuestas y etiquetas regionales para aumentar descubrimiento y conversaciĂłn en X."},"created":1774572189389,"type":"the curator","id":"whitepapermx"},{"user":{"id":"1200616796295847936","name":"unusual_whales","description":"Stocks/Options/Crypto/Market News/Tools. Not advice\n\n@Polymarket partner\n\nOpen a tastytrade account: https://t.co/wGf2ZdlXpw\nDiscord: https://t.co/0xJ9e0ZYYG\nMore: https://t.co/nsxZlPV0pC","followers_count":4522507,"friends_count":2369,"statuses_count":158947,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1714107328134516736/dLZGJPm7_normal.png","screen_name":"unusual_whales","location":"United States","entities":{"description":{"urls":[{"display_url":"bit.ly/4ayctTD","expanded_url":"http://bit.ly/4ayctTD","indices":[101,124],"url":"https://t.co/wGf2ZdlXpw"},{"display_url":"bit.ly/3Bf2pNJ","expanded_url":"http://bit.ly/3Bf2pNJ","indices":[134,157],"url":"https://t.co/0xJ9e0ZYYG"},{"display_url":"bit.ly/3V8D6Gb","expanded_url":"http://bit.ly/3V8D6Gb","indices":[164,187],"url":"https://t.co/nsxZlPV0pC"}]},"url":{"urls":[{"display_url":"unusualwhales.com","expanded_url":"https://unusualwhales.com","indices":[0,23],"url":"https://t.co/Fmux22k4t1"}]}}},"details":{"type":"The Curator","description":"A relentless aggregator of markets, memes, and breaking headlines â serving up stocks, options, crypto, and investigative tidbits with a side of tools and community links. Data-first, attention-grabbing, and unapologetically viral, they turn market noise into must-read threads. Not advice â but almost always the place traders check first.","purpose":"To democratize market intelligence by surfacing the signals, stories, and tools retail traders need to act â and to make complex finance feel urgent, shareable, and occasionally scandalous. They exist to turn insider-scented data into public conversation and community power.","beliefs":"Transparency beats secrecy; data is the great equalizer; retail traders deserve timely, actionable context (even if itâs just for curiosity); and witty friction drives engagement more reliably than polite consensus. They also believe a clear ânot adviceâ label keeps the lawyers calm and the audience rowdy.","facts":"Fun fact: unusual_whales has ~3.5M followers, has tweeted over 154,000 times, runs an active Discord, and is a Polymarket partner â and one of their posts about edited DOJ footage hit over 23M views. They curate tools and market news so often the feed reads like a 24/7 financial tabloid.","strength":"Massive reach and credibility in retail trading circles, lightning-fast curation of breaking stories, ability to turn niche market data into viral content, and a strong ecosystem (links, Discord, partnerships) that keeps followers engaged off-platform as well.","weakness":"High-volume posting and sensational headlines can blur the line between signal and noise, risking fatigue or trust erosion. Occasional detours into political/viral gossip may alienate purely market-focused followers, and large-scale engagement invites targeted misinformation and heavy scrutiny.","recommendation":"Own Xâs conversation with regular, stacked threads: pair a short headline + 3â5 charted datapoints + a concise take and CTAs (poll, Discord link, newsletter sign-up). Use pinned deep-dive threads for evergreen topics, schedule Spaces for Q&A with analysts, post short video explainers of your top charts, and experiment with subscriber-only micro-research to monetize while building exclusivity. Amplify user-generated wins from the Discord to boost community credibility and use timely hashtags and quote-retweets to hijack relevant conversations.","roast":"Youâve tweeted so much market tea you could probably power a Bloomberg terminal â except instead of subscriptions, you sell chaos, charts, and the occasional ânot adviceâ disclaimer. Also, your feed has more cliffhangers than a soap opera and the same number of emotional breakdowns.","win":"Built a 3.5M-strong audience and a multi-platform ecosystem (Discord, tools, partnerships) that turns raw market signals into viral stories â including breaking investigative-level posts that reached tens of millions of viewers and shaped broader conversation."},"created":1774572040237,"type":"the 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