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BREAKING: Apple just proved AI "reasoning" models like Claude, DeepSeek-R1, and o3-mini don't actually reason at all. They just memorize patterns really well. Here's what Apple discovered: (hint: we're not as close to AGI as the hype suggests)

BREAKING: Stanford just surveyed 1,500 workers and AI experts about which jobs AI will actually replace and automate. Turns out, we've been building AI for all the WRONG jobs. Here's what they discovered: (hint: the "AI takeover" is happening backwards)

People think learning AI takes months. It's really just a couple of hours. And I wrote 17 free guides to start right away: Claude 101: https://t.co/Jv1jsvFB7T Claude Code: https://t.co/WYZd5ltnXo Claude Skills: https://t.co/jT4uB5AFtY Nano banana 2: https://t.co/qfHT594CCI Claude in Excel: https://t.co/mfcXYSA57j Best AI for Search: https://t.co/77BmjbJjP0 1M followers with AI: https://t.co/1TV9LYAptv Claude for your team: https://t.co/U1JsBVC299 No prompt saves you: https://t.co/SDKJWykHE4 AI Slides (PPT in 2026): https://t.co/RfcyYRQ2Ad Set up Claude Cowork: https://t.co/diDhiKjHtU Claude to sound like you: https://t.co/99RzxXTvzs Claude interactive charts: https://t.co/ebCHGZqgPt Claude as your computer: https://t.co/TxYuHPiImn Claude Cowork + Project: https://t.co/Q7AN9CZ2mg You're an AI workaholic: https://t.co/mCIvB3ZPA5 Setup AI before prompting: https://t.co/pE3OF722aw ___ 1. Save this list for later (three dots, top right). 2. Share it with a friend by ♻️ reposting this image. 3. Subscribe to my free newsletter: https://t.co/psB7XxAv8w.

How to climb all 4 layers of Claude in one weekend: (even if you just signed up yesterday) ✦ Level 1: Claude Chat (Saturday morning) Go to claude .com/download. Install the app. Pay the $20. Select Opus 4.6 + Extended Thinking. Connect Slack, Drive, Notion through Connectors. Stop writing long prompts. Prompt this instead: "I want to [TASK] for [SUCCESS CRITERIA]. Use AskUserQuestion before you start." Most people stay here forever. You're leaving 90% of Claude untouched. Claude Basics: https://t.co/jw2qdIbLxJ. —— ✦ Level 2: Claude Cowork (Saturday afternoon) Go to 'Cowork'. Create a folder "Claude-Cowork." 4 subfolders. About me, template, project & outputs Create about-me .md: what you do, how you do. Create anti-ai-style .md: words you'd never say. Set Global Instructions (Settings → Cowork → Edit): "Always read my files first, never edit my originals, deliver everything to CLAUDE OUTPUTS." You just killed prompting. From now on, your prompt is 2 lines + your folder. Move on to Cowork: https://t.co/uWTpOI3oyE —— ✦ Level 3: Skills + Plugins (Sunday morning) Open Cowork. Type: "Use the skill-creator to help me build a skill for [your most repeated task]." Claude interviews you. Answer and be specific. It generates a SKILL .md. Test it: "When would you use this skill?" If the description is vague, fix it. Upload: Settings → Capabilities → Skills → Upload. Now it fires automatically. No slash command. Install Plugins: Cowork > Customize > Browse plugin Skills with about-me .md. Skill handles the process. Voice file handles tone. Two layers simultaneously. Set up Claude Skills: https://t.co/SAErc3JcLL —— ✦ Level 4: Code + Computer (Sunday afternoon) Click the Code tab. Create a folder. Connect GitHub (free account → Settings → Connectors). Prompt: "Create a GitHub repo named [project]. Code everything. Don't ask for permissions." Download VS Code. Install the Claude extension. Turn on "Skip Permissions" to go 100x faster. After your session, paste this: "Create a CLAUDE .md file with everything you learned about this project." Now Claude remembers your fonts, colors, and structure forever. Claude code guide: https://t.co/UgE9xBXnm6 Claude Computer: Settings → Desktop app → turn on Browser use + Computer use. Connect your phone with Dispatch. Text a task. Schedule a recurring task: left sidebar → Scheduled → write the prompt → pick the frequency. Claude Computer: https://t.co/ZfjFaaMknc This is where you stop working inside Claude. Claude starts working on your computer. —— Saturday, you were prompting like it's ChatGPT. Sunday, Claude is running your screen, building your website, & sending you text updates. That's all 4 layers. In one weekend.

The Anatomy of a Claude 4.6 Prompt: 1. Task Define what you want & what success looks like: "I want to [TASK] so that [SUCCESS CRITERIA]." No roles, "act as a senior expert." That era is over. 2. Context Files Upload context files with your expertise and rules: "First, read these files completely before responding: [filename .md] - [what it contains]." AI went from reading a sticky note to an entire book. Stop explaining yourself in the prompt. Put it in files. 3. Reference Show AI exactly what you want. Upload an example. Then give patterns, tone & structure as rules. No "give me something like" & hoping AI figures it out. 4. Brief This is the only part you actually type from scratch. Everything else is files. "Type of output + length. Does NOT sound like. Success means." 5. Rules Context file holds your standards, taste & audience. Prompt: "Read it fully before starting. If you're about to break one of my rules, stop and tell me." 6. Conversation You spent 3 years prompting AI. Now it prompts you Prompt: "DO NOT start executing yet. Ask me clarifying questions (use 'AskUserQuestion' tool) so we can refine the approach together step by step." 7. Plan Claude read your files before writing a single word. Prompt: "Before you write anything, list the 3 rules from my context file that matter most for this task. Then give me your execution plan." 8. Alignment Nothing happens until you both see the same aim. This replaces the old prompting era. Prompt: "Only begin work once we've aligned." Copy the full prompt template + download my personal md. files for Claude here: https://t.co/psB7XxAv8w.

Stop bookmarking 50 guides you'll never read. You can skip all of it with these 15 free guides: Claude 101: https://t.co/jw2qdIcjnh Claude Code: https://t.co/UgE9xBXVbE Claude Skills: https://t.co/6cHYYfjXEA Stop prompting: https://t.co/j1LATSJiat Claude in Excel: https://t.co/mfcXYSACWR 1M followers with AI: https://t.co/jZwxZr4ZhU Claude for your team: https://t.co/qxlcqhf8bM No prompt saves you: https://t.co/SDKJWylftC AI Slides (PPT in 2026): https://t.co/L0bPMgXci6 Set up Claude Cowork: https://t.co/uWTpOI3Woc Claude to sound like you: https://t.co/99RzxXU3p0 Claude interactive charts: https://t.co/ebCHGZqOF1 Claude as your computer: https://t.co/TxYuHPjgbV Claude Cowork + Project: https://t.co/Q7AN9CZAbO Set up AI before prompting: https://t.co/pE3OF72A04 ___ 1. Save this list for later (three dots, top right). 2. Share it with a friend by ♻️ reposting this image. 3. Subscribe to my free newsletter: https://t.co/psB7XxB2Y4.

Stop writing 500-word prompts. This 29-word prompt writes better than all of them: "Read my anti-AI writing style file first. It contains every known pattern of AI writing I want to avoid. Apply these as rules to everything you write for me." That's it. But you need to set it up first. Here's how: Step 1. Go to Wikipedia. Step 2. Search "Signs of AI writing." Step 3. Copy the entire page. Step 4. Paste it into a Google Doc. Don't edit. Step 5. Name it "anti-ai-writing." Step 6. Download as .md format. Step 7. This is your "what NOT to sound like" file. Or skip all of that. To download the anti-AI guide: Step 1. Go to https://t.co/psB7XxAv8w. Step 2. Subscribe for free. Don't pay anything. Step 3. Open my welcome email. Step 4. Hit the automatic reply button inside. Step 5. Download my .md files. Ready to upload. Step 6. Upload it to Claude. Prompt: "Read the uploaded file. It contains every known pattern of AI writing I want to avoid. Apply these as rules to everything you write for me. Do NOT start writing yet - ask me clarifying questions first." ✦ Here's why your prompts don't work (red flags): "Don't use jargon." "Don't sound like an AI." "Don't use buzzwords or filler." "Avoid passive voice." "Be conversational, not robotic." These are everywhere. LinkedIn posts. Emails. They sound thorough. The output is still garbage. Your prompt says "don't" 14 times. The model forgets half by sentence three. You're fighting the AI with a wall of "don'ts." It doesn't work at scale. The fix is counterintuitive. Stop telling the AI what to avoid. Give it a file that shows what to avoid. The model reads 1,168 lines of bad patterns, internalizes them, and writes clean. 500-word prompt → still robotic. Small prompt + 1 file → reads as a human wrote it. 1. To get access, go to https://t.co/psB7XxAv8w. 2. The Claude guide at https://t.co/jw2qdIbLxJ. 3. The Claude cowork guide at https://t.co/uWTpOI3oyE.

Instead of watching Netflix tonight. Spend a day mastering Claude here: https://t.co/Vn60ElPZ2i → Level 1 - 24 min: The basics. Claude For Dummies: https://t.co/HNa5MrCLVU Claude Setup: https://t.co/jw2qdIcjnh → Level 2 - 1 hour: Real workflows. Claude Cowork: https://t.co/uWTpOI3Woc Claude for teams: https://t.co/qxlcqhf8bM Claude Design: https://t.co/ZY8Fg5D2ea Cowork + Projects: https://t.co/Q7AN9CZAbO Claude for slides: https://t.co/L0bPMgXci6 Claude Skills: https://t.co/6cHYYfjXEA → Level 3 - 3.5 hours: The pro moves. Avoid sycophancy: https://t.co/5i8xSJBGUl Claude Code: https://t.co/UgE9xBXVbE Claude 101: https://t.co/OvBmlvnVqL Stop hitting Claude limits: https://t.co/j5fEzSH5br Stop Prompting: https://t.co/j1LATSJiat → Level 4 - 8 hours: Expert mode. Claude Computer: https://t.co/TxYuHPjgbV Build with Claude API: https://t.co/RcCbfNjlzz Pro tip: Don't binge it. Do one level per sitting. Actually apply each guide before moving to the next

I tested Sora vs. the new Google Veo-2. I feel like comparing a bike vs. a starship:

Andrej Karpathy says you should learn AI depthwise, not breadthwise. Most education is breadthwise: watch lectures, memorize formulas, and trust you'll need it later. Karpathy flips this by learning "depthwise, on demand." What this means: Pick a project, start building, and learn exactly when you hit a wall. When he created a tutorial on transformers (the architecture behind ChatGPT), he didn't start by explaining attention mechanisms or complex architectures. Instead, he started with the simplest possible thing: a lookup table that predicts the next word. You build that first. Then you try to make it handle more complex patterns. And it breaks. Only then, when you've felt the limitation, does he introduce the next concept. Each piece solves a problem you've actually encountered. As he puts it: "It's a dick move to present the solution before I give you a shot to try it yourself." When you attempt the problem first, the solution actually makes sense. Teaching forces you to learn. "If I don't really understand something, I can't explain it." When you try to explain and stumble, you've found the gaps in your understanding. ... Build a project that gives you a reward. Hit a wall. Learn just enough to solve it. Then explain it to someone else. Don't consume content. Build the code. That's how you actually learn.

You're using Claude wrong. Here's my (exact) setup before I even prompt: Step 1. Download Claude and open Cowork → Go to Claude. com/ download. → Install the desktop app. → Click the Cowork tab at the top. → You need a Pro plan ($20/mo). Worth it. → Full guide here: https://t.co/g6oLzWSOuo --- Step 2. Select the right model (don't skip this) → Click the model dropdown. → Select "Opus 4.6." → Turn on "Extended Thinking." → Never change these. Wrong model = bad output. --- Step 3. Build your folder → Create one master folder on your computer. → Inside it, create 4 subfolders: ✦ ABOUT ME - who you are + how you write ✦ PROJECTS - one subfolder per live project ✦ TEMPLATES - your best work as structures ✦ OUTPUTS - where Claude saves finished files → Upload this folder. That's how it reads you. --- Step 4. Create 3 context files inside ABOUT ME → These replace prompting. This is the setup. → Create them as .md files. Plain text, saved as .md ✦ about-me.md - what you do day-to-day. ✦ my-voice.md - tone, phrases you hate, 3 example ✦ my-rules.md - ask first, show a plan, get approval OR Simply download my .md files here: https://t.co/psB7XxAv8w Subscribe for free. Open my welcome email. Hit the automatic reply button inside. --- Step 5. Set Global Instructions (once, forever) Go to Settings → Cowork → Edit Global Instructions. → Paste: "I'm [Name], [Role]. Read my files before every task. Ask clarifying questions before executing. Show a plan before acting. Never delete without my approval." → You set this once. It runs every session. → Your prompts can now be 10 words long. --- Before your next Cowork session, check these: 1. Am I in Cowork (not Chat)? 2. Is Opus 4.6 + Extended Thinking on? 3. Did I point it to my folder with context files? Set these first. Then prompt. Top 1% of Claude users do this. Now you can too.

Stop writing 500-word prompts that don't work. Here's the exact 3-part structure that works better: Part 1: Context (.md) files. Part 2: Clear instructions. Part 3: "Don't start yet - ask me questions first." That's it. But most people skip all three. Here's what each one fixes: Part 1 - Context files. Step 1. Create a file called "ABOUT ME." Step 2. Put in your role, audience, goals, and tone. Step 3. Create a second file: "WRITING STYLE." Step 4. Add 3–5 examples of your best past writing. Step 5. Save both as .md files. Step 6. Upload them before you type a prompt. Step 7. It knows who you are before it writes a word. Part 2 - Clear instruction. Step 1. State the task in one sentence. Step 2. Name the format. (Post, email, thread, ad.) Step 3. Name the audience. (Founders, marketers.) Step 4. That's your prompt. Not 500 words. 3 lines. Part 3 - "Ask me questions first." Step 1. Add this line at the end of every prompt: "DO NOT start writing yet. Ask me clarifying questions first." Step 2. Claude will ask 3–6 questions. Step 3. Answer them by clicking buttons. Step 4. Now Claude writes something that actually sounds like you said it. Or skip all of that. To download my exact files: Step 1. Go to https://t.co/psB7XxB2Y4. Step 2. Subscribe for free. Don't pay anything. Step 3. Open my welcome email. Step 4. Hit the automatic reply button inside. Step 5. Download my .md files. Upload to Claude. ✦ Here's why your current prompts fail (red flags): "Write me a LinkedIn post about AI tools." "Make it engaging and professional." "Keep it under 200 words." One sentence. No context. No style. No voice. You gave Claude nothing to work with. That's like handing someone a blank page & saying, "write something amazing." No reference, examples & direction. The fix isn't a longer prompt. It's a smarter setup. Bad prompt: one vague sentence → generic AI slop. Better prompt: clear task + "ask me questions first" Best prompt: .md files + clear task + "ask me questions first" → sounds like you wrote it. To get my exact files, subscribe to https://t.co/psB7XxB2Y4. ♻️ Repost to help one person, prompt better.

How to duplicate yourself into Claude in a weekend: (even if you've never written a prompt before) 1. Download the desktop app. ☑ Go to claude .com/download ☑ Set Opus 4.7 as default ☑ Turn ON Extended Thinking 2. Open Cowork mode. ☑ Cowork = where your voice lives ☑ Click the top left tab ☑ Create your "Voice" folder inside 3. Install Wispr Flow (it's free). ☑ Turns your voice → text ☑ Voice = faster and more honest ☑ Typing kills the truth. 4. Run the interview. ☑ Paste Prompt 1 from https://t.co/LyV7feh2TK. ☑ 100 questions, 7 categories ☑ Push past every vague answer 5. Compress the dump. ☑ Paste prompt 2 from https://t.co/LyV7feh2TK. ☑ 20K words → 4K tokens ☑ Save as [your_name] .md 6. Test it in a blank chat. ☑ Open a fresh Claude chat ☑ Run a prompt only you would write ☑ If it sounds like you → ship it 7. Drop it into Cowork. ☑ Move [your_name] .md into your folder ☑ Claude now reads it on every turn ☑ Every draft = your voice, automatically 8. Port it everywhere. ☑ Upload to ChatGPT, Grok, Gemini ☑ Same file = same voice in every AI ☑ Hand it to your team or ghostwriter 9. Edit it forever. ☑ Install Obsidian (free) ☑ Open Cowork as a vault ☑ Update as your taste shifts Full guide + prompts at https://t.co/LyV7feh2TK. (save this to clone yourself into any AI)

The $20/month Claude plan is enough. But only if you stop making these 17 mistakes: 1: You upload PDFs raw. One page = 3,000 tokens. Fix: Paste the text into a Google doc. Download as .md format. Under 200 tokens. 2: You build files inside Cowork too early. Fix: Plan in Chat first. Move to Cowork only when you know exactly what you want. 3: You write 500-word prompts that reload. Fix: Write 29 words instead: "I want to [task] to [goal]. Ask me questions using AskUserQuestion." 4: You say "redo the whole thing" to correct part 3. Fix: "Only redo section 3. Keep everything else. No commentary. Just the output." 5: You send 3 separate messages for 3 tasks. Fix: One message, three tasks. "Summarize this, list the points, suggest a headline." 6: You type "No, I meant," stacking on the history. Fix: Click 'Edit' on your original message. Fix it. Regenerate. History replaced, not added. 7: You use the Opus model for a grammar check. Fix: Sonnet or Haiku for quick tasks. Save Opus + Extended Thinking for deep work. 8: You dump 50 files into Cowork "just in case." Fix: Only include what this task needs. Zero folders for quick tasks like email drafts. 9: You never restart fresh & keep having long chats. Fix: Every 15-20 messages → summarize, copy the brief, start a fresh session. 10: You keep 3 topics in 1 chat. Claude re-reads all. Fix: New topic = new chat. Always. Dead context is dead tokens. 11: Your about-me file is 22,000 words (too long). Fix: Trim to under 2,000 words. End sessions with "Write a session-notes.md." Paste my .md file prompt: https://t.co/j5fEzSGxlT 12: You leave search & connectors on by default. Fix: Default everything off. Turn features on per task, not per account. 13: You upload the same PDF to 5 different chats. Fix: Use Projects. Upload once. Every chat inside references it without re-burning tokens. 14: You skip Personal Preferences & waste setup. Fix: Settings → Personal Preferences. Set your tone and style once. It persists forever. 15: You rewrite prompts from scratch every time. Fix: Keep a prompt library. Same structure, swap the variable. Stable prompts get cached. 16: You manually run the same report every week. Fix: Use /schedule. "Every Monday at 7am, create my weekly briefing." Wake up to a finished doc. 17: You use Claude for things it can't do. Fix: Know your tools. Images → Gemini. Real-time search → Grok. Stop burning tokens on dead ends. ----- To download all of my Claude infographics: Step 1. Go to https://t.co/psB7XxAv8w. Step 2. Subscribe for free. Don't pay anything. Step 3. Open my welcome email (most skip this). Step 4. Hit the automatic reply button inside. Step 5. Download my infographics from my Notion. Bonus. Enjoy my best copy-paste prompts, too.

BREAKING: Apple just proved AI "reasoning" models like Claude, DeepSeek-R1, and o3-mini don't actually reason at all. They just memorize patterns really well. Here's what Apple discovered: (hint: we're not as close to AGI as the hype suggests)

BREAKING: Stanford just surveyed 1,500 workers and AI experts about which jobs AI will actually replace and automate. Turns out, we've been building AI for all the WRONG jobs. Here's what they discovered: (hint: the "AI takeover" is happening backwards)

I tested Sora vs. the new Google Veo-2. I feel like comparing a bike vs. a starship:

BREAKING: a new Chinese model is out. And no. This is NOT DeepSeek. Meet Qwen-2.5, from the giant Alibaba: 1. It can code, write text, search the web. 2. It can generate images, like Dall-E. 3. It can even generate videos. Here's everything you need to know:

chatgpt loves stupid words & I am sick of seeing them all over the web. I wrote a piece of prompt to avoid this "dive", "realm", "unveiling" madness. ↓ And it worked pretty nicely:

Elon promises AGI paradise where work becomes optional, but Mouse Utopia already delivered that in 1968 with infinite resources and every mouse died anyway. What killed them might kill us too. In 1968, psychologist John B. Calhoun built a "rodent paradise" with 256 nestboxes, unlimited resources, and no disease. He introduced four breeding pairs and watched them thrive. At first. Population doubled every 55 days. Social structures formed and everything looked normal. Then the crowding hit. By Day 315, defeated males gathered in the center. They were fighting, biting, and purposeless. Stressed mothers abandoned their young and infant mortality spiked to 96%. Despite unlimited food, the social fabric was tearing apart. Phase D was the behavioral sink: - Two-thirds became withdrawn outcasts - One-third turned hyper-aggressive - Females grew violent toward pups Then came the "Beautiful Ones." These are the males who spent entire days grooming themselves, ignoring mating or territory defense entirely. (incels or looksmaxxing guys today) They were physically perfect. But psychologically, they were destroyed. Births ceased. The last generation never learned social skills, and the colony went extinct. Calhoun concluded: "The death of their spirit preceded the death of their bodies." The main problem was lack of purpose. Let's make some parallels today. Elon Musk predicts AI + robotics will create "universal high income" which is an economy so abundant that work becomes optional and material needs vanish. He calls it an "infinite money glitch." But the question that immediately comes to mind is: "What do people do with all that extra time?" AGI would give us Mouse Utopia at scale. It would give us unlimited resources, zero material struggle, and every physical need met. And if you think you won't experience AGI in your lifetime, well, think again. Look at the current data: > High-income nations report 15% lifetime depression rates vs. 11% in poorer countries > North America leads the world in "deaths of despair", i.e. overdoses, alcoholism, suicide among young adults ages 25–34. > U.S. fertility dropped from 2.1 (replacement rate) in 2007 to 1.6 in 2023. > Young men increasingly withdraw into gaming, isolation, disengagement, the modern "Beautiful Ones." Every previous revolution (farms > factories > computers) displaced labor but humans moved up the skill ladder. AGI threatens to replace every cognitive task. When machines think, create, and plan as well as we do, there's nowhere "higher" to go. For the first time in history, innovation might eliminate human necessity entirely. Calhoun believed better environmental design could preserve social health by giving individuals meaningful roles even in abundance. If we build a world where AI solves everything, we must deliberately inject challenge, creativity, and community into lives. Meaning: > Competitive domains beyond AI's reach (philosophy, art, wilderness, space) > Universal education focused on fulfillment, not job training > Civic structures that create purpose If AGI grants us automatic comfort, will we remember why we're here? Mouse Utopia serves as a perfect example that comfort without purpose isn't paradise. It feels good for a bit, but ultimately: It's the path to extinction.

BREAKING: claude 3 is live since 1h. They claim to be better than gpt-4. So I ran my own little test: test #1 → copy the UI of a website

AI is eating up consulting. I used 3 prompts on ChatGPT to mimic a $600/hour consultant, achieving in 4 hours what takes weeks for teams. Here's how to make ChatGPT your pocket-sized McKinsey consultant: (my exact prompt + examples)

How to duplicate yourself into Claude in a weekend: (even if you've never written a prompt before) 1. Download the desktop app. ☑ Go to claude .com/download ☑ Set Opus 4.7 as default ☑ Turn ON Extended Thinking 2. Open Cowork mode. ☑ Cowork = where your voice lives ☑ Click the top left tab ☑ Create your "Voice" folder inside 3. Install Wispr Flow (it's free). ☑ Turns your voice → text ☑ Voice = faster and more honest ☑ Typing kills the truth. 4. Run the interview. ☑ Paste Prompt 1 from https://t.co/LyV7feh2TK. ☑ 100 questions, 7 categories ☑ Push past every vague answer 5. Compress the dump. ☑ Paste prompt 2 from https://t.co/LyV7feh2TK. ☑ 20K words → 4K tokens ☑ Save as [your_name] .md 6. Test it in a blank chat. ☑ Open a fresh Claude chat ☑ Run a prompt only you would write ☑ If it sounds like you → ship it 7. Drop it into Cowork. ☑ Move [your_name] .md into your folder ☑ Claude now reads it on every turn ☑ Every draft = your voice, automatically 8. Port it everywhere. ☑ Upload to ChatGPT, Grok, Gemini ☑ Same file = same voice in every AI ☑ Hand it to your team or ghostwriter 9. Edit it forever. ☑ Install Obsidian (free) ☑ Open Cowork as a vault ☑ Update as your taste shifts Full guide + prompts at https://t.co/LyV7feh2TK. (save this to clone yourself into any AI)

I manage my employee's Linkedin. We went from 0 to 3,836,555 impressions in exactly 178 days of daily posting. The trick is... I didn't write any posts. I do this instead:

New research just dropped: this prompting technique cuts AI hallucinations by 50%. It's called Model-First Reasoning. Instead of asking "How do I solve [xxx] problem?" You first force the AI to list: what's involved, what can change, what actions are possible, and what's not allowed. THEN you ask it to solve using only what it wrote down. So what makes this different from Chain-of-Thought? CoT lets the AI think and solve, but at the same time. It sounds smart. It flows well. But it makes stuff up along the way. Model-First Reasoning creates a hard wall instead. Define first. Solve second. No mixing. The AI can ONLY use what it wrote down in step one. That's the trick. The researchers tested it on medical scheduling, route planning, resource allocation, and logic puzzles. Same pattern everywhere: fewer broken rules, more consistent outputs. Why it works: ✦ LLMs make things up because they assume stuff you never told them. ✦ When you force them to write everything down first, there's nowhere to hide. ✦ It makes a stronger case for why "Human-in-the-loop" works much better, too: we make sure every step is validated before going to the next. You can read the paper here: https://t.co/vTuQvsNyCk.

Instead of watching Netflix tonight. Spend a day mastering Claude here: https://t.co/Vn60ElPZ2i → Level 1 - 24 min: The basics. Claude For Dummies: https://t.co/HNa5MrCLVU Claude Setup: https://t.co/jw2qdIcjnh → Level 2 - 1 hour: Real workflows. Claude Cowork: https://t.co/uWTpOI3Woc Claude for teams: https://t.co/qxlcqhf8bM Claude Design: https://t.co/ZY8Fg5D2ea Cowork + Projects: https://t.co/Q7AN9CZAbO Claude for slides: https://t.co/L0bPMgXci6 Claude Skills: https://t.co/6cHYYfjXEA → Level 3 - 3.5 hours: The pro moves. Avoid sycophancy: https://t.co/5i8xSJBGUl Claude Code: https://t.co/UgE9xBXVbE Claude 101: https://t.co/OvBmlvnVqL Stop hitting Claude limits: https://t.co/j5fEzSH5br Stop Prompting: https://t.co/j1LATSJiat → Level 4 - 8 hours: Expert mode. Claude Computer: https://t.co/TxYuHPjgbV Build with Claude API: https://t.co/RcCbfNjlzz Pro tip: Don't binge it. Do one level per sitting. Actually apply each guide before moving to the next

gpt-4o claims to outperform claude opus. I don't trust benchmarks. So I ran my own tests: test #1 → analyze a 42-page PDF

People think learning AI takes months. It's really just a couple of hours. And I wrote 17 free guides to start right away: Claude 101: https://t.co/Jv1jsvFB7T Claude Code: https://t.co/WYZd5ltnXo Claude Skills: https://t.co/jT4uB5AFtY Nano banana 2: https://t.co/qfHT594CCI Claude in Excel: https://t.co/mfcXYSA57j Best AI for Search: https://t.co/77BmjbJjP0 1M followers with AI: https://t.co/1TV9LYAptv Claude for your team: https://t.co/U1JsBVC299 No prompt saves you: https://t.co/SDKJWykHE4 AI Slides (PPT in 2026): https://t.co/RfcyYRQ2Ad Set up Claude Cowork: https://t.co/diDhiKjHtU Claude to sound like you: https://t.co/99RzxXTvzs Claude interactive charts: https://t.co/ebCHGZqgPt Claude as your computer: https://t.co/TxYuHPiImn Claude Cowork + Project: https://t.co/Q7AN9CZ2mg You're an AI workaholic: https://t.co/mCIvB3ZPA5 Setup AI before prompting: https://t.co/pE3OF722aw ___ 1. Save this list for later (three dots, top right). 2. Share it with a friend by ♻️ reposting this image. 3. Subscribe to my free newsletter: https://t.co/psB7XxAv8w.