Hariskumar Panakkal @hariskumar

Andrej Karpathy: "Remove yourself as the bottleneck. Maximize your leverage. Put in very few tokens, and a huge amount of stuff happens on your behalf." loop engineering is the exact thing that gets you there. in a hand-run session you do two things. you decide what the agent runs next, and you check its output before the next step. both are manual, and both are the ceiling on how far the agent gets without you. loop engineering moves both steps into the system. the diagram below shows the operating structure that surrounds the loop: → a trigger decides what to run, whether that's a message, an event, or a schedule, so the agent starts without you there to kick it off. → the loop is the maker that produces the work, thinking, acting, and observing until it's done or the brakes stop it. → a separate checker grades the output, because a model grading its own work justifies what it already did instead of catching where it failed. the checker's findings return to the maker as the next instruction, and the cycle repeats until nothing is left to fix. → state lives on disk, not in context, since the model forgets everything between runs. an MD file or a knowledge graph holds what's done and what's still open, so a loop can pick up again days later. for that state layer, Zep's Graphiti is a clean open-source option, a temporal knowledge graph that invalidates stale facts and returns context through vector, full-text, and graph search in one call. repo: github.com/getzep/graphiti two things decide whether an unattended loop holds up. the exit has to be set before the loop runs, not while it's running. a loop with no stop condition burns tokens, and the cost climbs fast once sub-agents and long runs stack up. a clean exit reads like "all tests pass and lint is clean, stop after two passes." and the checker only catches failures inside a run. the harness around the loop, the prompts, tools, and checks wrapped around the model, still drifts and breaks in production as models change. catching that needs observability on every run, not a green checkmark. Comet's Opik is built for that layer, an open-source tool that traces every call and turns a failing production trace into a regression test so the same break can't recur. repo: github.com/comet-ml/opik your job stops being the hands inside the loop. it becomes designing the machine that runs without you, then watching the traces closely enough to trust it. the model is becoming a commodity. the loop around it is where the real engineering lives now. I wrote the full breakdown. the article is quoted below. stay tuned for more on this!

Akshay 🚀 @akshay_pachaar

3 weeks ago

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INSTEAD OF WATCHING AN HOUR OF NETFLIX TONIGHT. This 1 hour Stanford lecture by Joel Peterson will teach you more about negotiation and getting what you want than most people learn in years. Bookmark it and give it an hour, no matter what.

A man spends 50 years teaching at MIT. He knows his time is running out. So he records one last lecture — everything he knows, distilled into a single hour. He died 5 months later. This is that lecture. The most important hour you'll watch this week. 👇 Bookmark it for later

@taylorquinn_ai @elora_khatun PROMPT

🚨 This feels unfair. Claude + Prompt Master = 🔑 Turn any AI into a precision tool. →No wasted tokens →No retries →No coding needed Just install once → perfect prompts forever. Normally $499. FREE for 48h. Want it? 1️⃣Like & RT 2️⃣Type "PROMPT" 3️⃣Follow:@taylorquinn_ai

How to build your first Claude Skill in 30 minutes: (even if you've never touched a SKILL.md file) . . . Open the Claude desktop app. Go to Settings → Capabilities. Turn on "Code execution and file creation." You need a Pro plan ($20/mo). Follow these steps: → 0 to 5 min: Open the skill-creator - Go to Customize → Skills - Click the "+" button - Click "+ Create skill" - Select "Write skill instructions" Claude now interviews you. Do not skip this. → 5 to 15 min: Answer the interview (be specific) Useless: "I write LinkedIn posts." Skill that works: "LinkedIn posts. First line under 10 words. 3 short paragraphs. No hashtags. No em dashes. Always end with one question." The specificity is the skill. → 15 to 20 min: Write the description (this is the whole game) Claude reads ONLY the description to decide if your skill fires. Not the body. Not your examples. Just the description. Bad: "Helps me write posts." Good: "Use this whenever the user drafts a LinkedIn post, even if they don't say 'LinkedIn.' Trigger on words like 'post,' 'caption,' or 'hook.' Do NOT use for emails or essays." 80% of your description should be what it's NOT for. → 20 to 25 min: Install and test Save the skill. It's already in your list. Toggle it ON. Open a fresh chat. Type a normal request. The skill fires on its own. No slash command. Claude just knows. → 25 to 30 min: Debug if it doesn't fire Prompt: "When would you use my [skill-name] skill?" Claude quotes the description back to you. You instantly see: - what's vague - what's missing Edit the description. Test again. Pro tip: Always add "Do NOT use for..." in your description. Negative triggers matter more than positive ones. 3 rules I learned the hard way: 1. Keep the SKILL.md body under 500 lines - Bloat kills performance - Move long stuff into reference files 2. SKILL.md must be uppercase - The folder name must be lowercase - Get this wrong and the skill fails silently 3. One skill, one job Mega-skills break Build 5 small skills instead of 1 big one The real difference: - Most people paste the same instructions every morning. - Skill users build it once. It fires forever. ♻️ Repost this to help one person stop re-explaining their work to Claude every day.

@Tech_AI_Rasel @sumitdoriya21 Handbook

I tested 1,500+ Claude prompts… Only a small percentage actually make money. The rest? Useless. So I filtered out the noise and built: 📘 The Ultimate Claude Prompt Handbook Real prompts for: • Freelancing • Copywriting • Content • Digital products $179 → FREE for 48 hrs Like + RT + Comment “Handbook” and so I can send it DM (Must follow @Tech_AI_Rasel).

@tomcrawshaw01 BLUEPRINT

I made a free Claude Code Blueprint. Most Claude Code courses are tutorials. The Blueprint is interactive. You install Claude Code, open the folder I send you, type "Start Lesson 1," and Claude teaches you while you use Claude Code itself. 60 minutes from start to finish. You end with a real tool deployed on the internet, all for free. Watching tutorials doesn't teach you Claude Code. Using it does. Whenever I talk to non-technical folks about using Claude Code, the same problem keeps coming up. They install it, watch a few explainers, then quit when nothing they're seeing maps to what they actually want to build. The fix isn't another explainer. It's putting your hands on the tool from minute one. That's what the Blueprint is for. By the end of one short interactive session, you'll know: - How a single slash command can research any company in 60 seconds, instead of 30 minutes by hand - The trick to getting three Claude agents working in parallel inside one session - The CLAUDE .md pattern that makes Claude predictable, not chaotic - How to put your first Claude Code build on the internet, no terminal needed The tool you build is yours. A public URL on the open internet, the kind you can text to a friend. Comment "BLUEPRINT" below and I'll DM it to you (must be following)

@maria_wats8492 Claude

Claude Sonnet 4.6 is the smartest Al right now. But 90% of people prompt it like ChatGPT. That's why I made the Claude Mastery Guide: → How Claude thinks differently → Prompts built for Claude → 2000+ Al Prompts Comment " Claude " and I'll DM it free.

@python_spaces Python

Think Python Book for FREE! To get your copy, do the following. - Like and Repost - Comment "Python" - Follow me so that I can DM you.

1. LangChain El framework LLM que aparece en casi todas las ofertas de empleo IA. Si quieres construir apps LLM en producción, empieza aquí. repo → github.com/langchain-ai/l…

@TommiPedruzzi Doc

Busy professionals are quietly adding $10,000+/month using Claude. Without quitting their jobs. I’ve compiled all my Claude prompts and systems into a 53-page guide. Like + comment 'Doc' and I’ll DM you my step-by-step guide for FREE. You must be following me to receive the DM. Taking this down in 24 hours.

@elora_khatun CLAUDE

Still using Claude Code like a basic assistant? 🤯 You’re leaving 90% of its power on the table. Here’s a complete Claude Code workflow cheatsheet 👇 ⚡ Setup → install, scan repo, auto memory 🧠 CLAUDE.md → project brain (context + rules) 🗂️ File structure → skills, agents, commands 🧩 Skills → reusable workflows (auto-invoked) 🔗 Hooks → automate tests, checks, actions 🔐 Permissions → control what Claude can access 💡 Real power = combining all of this → Plan → Execute → Verify → Repeat This is how devs turn Claude into a self-operating engineering system 🚀 Not prompting. Not chatting. But actual workflow automation. 🔖 Bookmark this 🔁 RT for devs 💬 Comment “CLAUDE” for full setup guide ✅ Follow @elora_khatun for more AI dev systems.