Vikas Kashyap @findvikask

Anthropic hired this engineer at $250K–$750K a year because he knows how to build harnesses for multi-agent systems In a 15-minute workshop, he shows exactly how to build one from scratch AI → Agents → Harness → Loops → Graphs step 1 → start with the Claude Agent SDK — the harness handles loops, context, and sandboxing step 2 → separate the brain from the hands — reasoning in one place, tools in a sandbox, 60% faster to first token step 3 → run it server-side and log every step — close your laptop and it keeps running, crashes resume from the log step 4 → make failure cheap — retry dead sandboxes and replay lost context instead of starting over step 5 → turn yesterday's logs into new memory and skills — the harness wakes up smarter Anthropic calls this "dreaming" Most people spend weeks building this by hand You don't have to Bookmark and watch it Then read the full Opus 5.5 harness engineering guide below ↓

beamnxw ./ @beamnxw

3 weeks ago

Stop letting unfinished Opus 5.5 runs eat your budget Set up the harness before your next long task Save progress, verify results, reuse the workflow The full 7-layer setup below ↓ x.com/i/article/2107…

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One of my friend makes $1.2 million a year as an Anthropic engineer. I asked him how he learned prompting so well. He sent me a video that was never supposed to get out. Their core team's prompting playbook. You won’t find anything better about prompting than this 30 minutes video. I watched it last night. Halfway through, I realized I've been using Claude completely wrong for two years. Watch it, then read the article below.

Rahul Kumar @RahulTechX

4 months ago

x.com/i/article/2073…

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🚨 Skip Netflix tonight. Watch this 2h 34min Stanford class instead. It’s one of the clearest, most complete, and brutally honest explanations of how ChatGPT and Claude actually work. No fluff. No marketing. Just the fundamentals: → BPE Tokenization — how text becomes numbers → Transformers — how attention lets tokens communicate → Training — how NLL loss teaches the model → Next-token prediction — the core job of a language model → Generation — how responses are built token by token Whether you’ve never written a line of AI code or you’re already building Agents, this class connects the dots. The big-picture understanding that takes years to develop? You can get a surprisingly complete version of it in one sitting. Free up 2.5 hours. This might be one of the most valuable AI classes you watch this month.

Instead of watching an hour of Netflix, watch this 2 hour hour Stanford lecture will teach you more about how LLMs like ChatGPT and Claude are built than most people working at top AI companies learn in their entire careers.

Learn AI for free directly from top companies 𝟭 - 𝗔𝗻𝘁𝗵𝗿𝗼𝗽𝗶𝗰: anthropic.skilljar.com 𝟮 - 𝗚𝗼𝗼𝗴𝗹𝗲: grow.google/ai 𝟯 - 𝗠𝗲𝘁𝗮: ai.meta.com/resources/ 𝟰 - 𝗡𝗩𝗜𝗗𝗜𝗔: developer.nvidia.com/cuda 𝟱 - 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁: learn.microsoft.com/en-us/training/ 𝟲 - 𝗢𝗽𝗲𝗻𝗔𝗜: academy.openai.com 𝟳 - 𝗜𝗕𝗠: skillsbuild.org 𝟴 - 𝗔𝗪𝗦: skillbuilder.aws 𝟵 - 𝗗𝗲𝗲𝗽𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴𝗔𝗜: deeplearning.ai 𝟭𝟬 - 𝗛𝘂𝗴𝗴𝗶𝗻𝗴 𝗙𝗮𝗰𝗲: huggingface.co/learn ❤️ Like 🔁 Retweet 🔖 Bookmark Follow @elora_khatun for more AI Posts #AI #ArtificialIntelligence #AISkills #AIAgents #RAG #LLM #PromptEngineering

SOMEONE BUILT A SINGLE CLAUDE.MD FILE THAT FIXES EVERY BAD HABIT CLAUDE CODE HAS AND IT HIT 78.5K STARS it's based on andrej karpathy's public observations about how LLMs write code the problem he pointed out is that claude makes silent assumptions, overcomplicates everything, writes 1000 lines when 100 would do, and sometimes deletes code it doesn't fully understand as a side effect so forrestchang turned karpathy's critique into 4 behavioral principles and dropped them in one claude.md file: 1\ surface your assumptions don't pick an interpretation silently. if there are multiple ways to read the task, say so. if uncertain, ask. push back when something doesn't make sense instead of just running with a bad plan 2\ minimum viable code no speculative features, no abstractions for single use code, no "flexibility" you weren't asked for. if you wrote 200 lines and 50 would work, REWRITE IT. ask yourself if a senior engineer would call this overcomplicated 3\ surgical changes only don't touch code you don't fully understand, don't refactor unrelated stuff as a side effect, don't delete comments because they look unnecessary. only change what the task actually requires 4\ goal driven execution give claude success criteria instead of step by step instructions. karpathy's exact quote: "LLMs are exceptionally good at looping until they meet specific goals. don't tell it what to do, give it success criteria and watch it go" one file has 78.5k STARS AND 7.4k FORKS on a single github repo. install is one curl command that drops it straight into your ~/.claude folder

🚨 BIG: Anthropic just dropped 13 FREE AI courses (with certificates) No paywalls. No fluff. Just real skills to learn Claude the right way 👇 📌 Start here (Beginner friendly): 1. Claude 101 🔗 lnkd.in/dZcGAhHE 2. AI Fluency: Framework & Foundations 🔗 lnkd.in/d9ga4Q5C 📌 For Developers (build real AI apps): 3. Building With The Claude API 🔗 lnkd.in/dz3_CNxG 4. Introduction To Agent Skills 🔗 lnkd.in/dkDsEnr8 5. Claude Code In Action 🔗 lnkd.in/d4RQw-KE 6. Introduction To Model Context Protocol 🔗 lnkd.in/djUQjceP 7. MCP: Advanced Topics 🔗 lnkd.in/dJu_sHn9 8. Claude With Amazon Bedrock 🔗 lnkd.in/dNASRppt 9. Claude With Google Cloud Vertex AI 🔗 lnkd.in/dY3MWeRm 📌 For Educators, Students & Teams: 10. Teaching AI Fluency 🔗 lnkd.in/dF8CVXSM 11. AI Fluency For Educators 🔗 lnkd.in/duThtzpE 12. AI Fluency For Students 🔗 lnkd.in/dSur3SQe 13. AI Fluency For Nonprofits 🔗 lnkd.in/dVfyS-vT 💡 BONUS: Anthropic also shares free Jupyter Notebook tutorials on GitHub: • API fundamentals • Prompt engineering • Real-world prompting • Evaluations • Tool usage This is basically a complete AI curriculum for $0 💰 Most people will save this and never start. If you actually go through it → you’re ahead of 95%. 🔖 Bookmark this 🔁 RT to help others 💬 Comment "AI" for roadmap ✅ Follow @elora_khatun for more high-signal AI content 🚀

Stop bookmarking 50 guides you'll never read. You can skip all of it with these 15 free guides: Claude 101: how-to-claude.ai Claude Code: claudecode.free Claude Skills: claude-skills.free Stop prompting: ruben.substack.com/p/stop-prompti… Claude in Excel: ruben.substack.com/p/ai-couldnt-d… 1M followers with AI: ruben.substack.com/p/1000000how-c… Claude for your team: how-claude.team No prompt saves you: ruben.substack.com/p/magic AI Slides (PPT in 2026): how-to-gamma.ai Set up Claude Cowork: claude-co.work Claude to sound like you: ruben.substack.com/p/i-am-just-a-… Claude interactive charts: ruben.substack.com/p/claude-charts Claude as your computer: ruben.substack.com/p/claude-compu… Claude Cowork + Project: ruben.substack.com/p/claude-cowor… Set up AI before prompting: ruben.substack.com/p/how-to-bette… ___ 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: how-to-ai.guide.

Ruben Hassid @rubenhassid

7 months ago

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10 Completely FREE AI Courses for 2026: 1. Anthropic: anthropic.skilljar.com 2. Google: grow.google/ai 3. Meta: ai.meta.com/resources 4. NVIDIA: developer.nvidia.com/training 5. Microsoft: learn.microsoft.com/training 6. OpenAI: academy.openai.com 7. IBM: skillsbuild.org 8. AWS: skillbuilder.aws 9. DeepLearningAI: deeplearning.ai 10. Hugging Face: huggingface.co/learn Follow @sripathiteja4 for more.

Claude just dropped 13 FREE AI courses (with certificates). No $500 course needed. No “guru” required. Just real skills — straight from Anthropic. Here’s the full list: 👇 1. Claude 101   lnkd.in/gCPUQsRg 2. AI Fluency: Frameworks & Foundations   lnkd.in/gS6ceZ_M 3. Introduction to Agent Skills   lnkd.in/g_wWNiEb 4. Building with the Claude API   lnkd.in/gDr5K_B4 5. Claude Code in Action   lnkd.in/g9wWZbK9 6. Introduction to Model Context Protocol   lnkd.in/gAj5HqMY 7. MCP: Advanced Topics   lnkd.in/g3eDwBFY 8. AI Fluency for Students   lnkd.in/gKKujHGG 9. AI Fluency for Educators   lnkd.in/gVcKnuhA 10. Teaching AI Fluency   lnkd.in/g9P4gJFM 11. AI Fluency for Nonprofits   lnkd.in/gpsm_BVf 12. Claude with Amazon Bedrock   lnkd.in/gbfPjSFt 13. Claude with Google Vertex AI   lnkd.in/gvVgB4Ub If you go through even HALF of these… You’ll be ahead of 95% of people using AI. Most people won’t. Because they’re still: • Watching random YouTube videos • Buying overpriced courses • “Learning AI” without actually building Don’t be that person. Do this instead: 1. Save this post (you’ll come back to it) 2. Pick 1 course → start today 3. Share it with someone who needs this Free. Practical. No excuses. Follow @sripathiteja4 for more.

Google loves keeping valuable websites hidden from you. Here are 13 incredibly useful websites you probably didn’t know existed. Trust me, you’ll want to bookmark these 🔖

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My first Crore at the Age of 29 ! If i can do it, You can too !! Journey 👇

@erbmjha Similar things happening in kanti nagar extension, a area near delhi. Most of families has left planning to left. On small things, they are coming in groups and fighting.

Nobody is looking at the situation. @AmitShah @narendramodi please do something other wise many hindu families life become worst.

Vikas Kashyap @findvikask

3 years ago

Whole kanti nagar is getting circled by criminals just for vote bank. No police is taking any action. @DelhiPolice @AmitShah @PMOIndia

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Whole kanti nagar is getting circled by criminals just for vote bank. No police is taking any action. @DelhiPolice @AmitShah @PMOIndia