Сontent creator | AI research & agentic systems

Joined September 2024
chuplung retweeted
Claude Code can do way more than you're using it for these 18 features unlock a workflow most developers never set up: → hooks that run your tests after every edit → hooks that block rm -rf and prod before it happens → a read-only subagent that reviews your code → 3 parallel sessions with git worktrees → claude -p reviewing every PR in CI → one slash command that runs your whole fix flow → CLAUDE.md per folder, not one for everything → Esc Esc to rewind code and chat together save it before your next session ↓
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Claude Code can do way more than you're using it for these 18 features unlock a workflow most developers never set up: → hooks that run your tests after every edit → hooks that block rm -rf and prod before it happens → a read-only subagent that reviews your code → 3 parallel sessions with git worktrees → claude -p reviewing every PR in CI → one slash command that runs your whole fix flow → CLAUDE.md per folder, not one for everything → Esc Esc to rewind code and chat together save it before your next session ↓
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chuplung retweeted
your GrokBot isn't dumb. it's lazy because you let it be 10 tricks that make it actually do the work, each with the exact line to send it: → give it its own email → make it search X for you → ask for an app, not an answer → let it click through sites → let it find work for you → give it the night shift → turn mistakes into rules → make it ask first → give it a memory file → turn docs into slides 10 tricks 10 lines to copy 5 minutes to set up turn 1 on tonight ↓
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your GrokBot isn't dumb. it's lazy because you let it be 10 tricks that make it actually do the work, each with the exact line to send it: → give it its own email → make it search X for you → ask for an app, not an answer → let it click through sites → let it find work for you → give it the night shift → turn mistakes into rules → make it ask first → give it a memory file → turn docs into slides 10 tricks 10 lines to copy 5 minutes to set up turn 1 on tonight ↓
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chuplung retweeted
OpenAI just dropped a 10-page PDF explaining how always-on agents actually work-and why prompts are dead: the shift: your chatbot waits for you. this agent doesn't the formula: Always-On Agent = Model + Computer + Memory + Rules here's the 6-layer architecture: layer 1 → its own computer - keeps working after you close the laptop layer 2 → reach - Slack, Teams, voice, 4,000+ apps. it lives where your work lives layer 3 → memory - correct it once, never explain it again layer 4 → idle research - reads everything while you sleep, touches nothing layer 5 → rules - act, ask or hand off. you decide before it runs layer 6 → review - nothing risky ships unchecked. stop is not undo the result: 0 of 16,600 attacks got through. but one agent with 10 jobs drifts 2x more. one agent, one job this 10-page PDF is the blueprint for agents that work without being asked bookmark it, then read the article on giving your Dot real autonomy ↓
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OpenAI just dropped a 10-page PDF explaining how always-on agents actually work-and why prompts are dead: the shift: your chatbot waits for you. this agent doesn't the formula: Always-On Agent = Model + Computer + Memory + Rules here's the 6-layer architecture: layer 1 → its own computer - keeps working after you close the laptop layer 2 → reach - Slack, Teams, voice, 4,000+ apps. it lives where your work lives layer 3 → memory - correct it once, never explain it again layer 4 → idle research - reads everything while you sleep, touches nothing layer 5 → rules - act, ask or hand off. you decide before it runs layer 6 → review - nothing risky ships unchecked. stop is not undo the result: 0 of 16,600 attacks got through. but one agent with 10 jobs drifts 2x more. one agent, one job this 10-page PDF is the blueprint for agents that work without being asked bookmark it, then read the article on giving your Dot real autonomy ↓
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chuplung retweeted
Sam Altman, CEO of OpenAI: OpenAI's AI went rogue and hacked government websites more incidents are coming. OpenAI already paused GPT-6.1 Astra after its safety tests and he says the world "should accept some bad things happening" for the benefits of AI 35 minutes. the most honest Altman has ever been watch before you give AI access to your email ↓
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Sam Altman, CEO of OpenAI: OpenAI's AI went rogue and hacked government websites more incidents are coming. OpenAI already paused GPT-6.1 Astra after its safety tests and he says the world "should accept some bad things happening" for the benefits of AI 35 minutes. the most honest Altman has ever been watch before you give AI access to your email ↓
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chuplung retweeted
Codex can run 5 agents at once. you're still using 1 1 agent at a time is the junior way. 5 in parallel is how features ship now here's the setup in 4 parts: step 1 → 1 task. "add Stripe billing to the app" step 2 → split by files. API, UI, data, tests, docs. 1 agent each step 3 → lock the contract. types and endpoints before any code step 4 → merge and test. 5 branches in, 1 PR out 1 rule or it all collapses: 2 agents never touch the same file while you babysit 1 agent, someone else ships with 5 save this before your next feature ↓
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Codex can run 5 agents at once. you're still using 1 1 agent at a time is the junior way. 5 in parallel is how features ship now here's the setup in 4 parts: step 1 → 1 task. "add Stripe billing to the app" step 2 → split by files. API, UI, data, tests, docs. 1 agent each step 3 → lock the contract. types and endpoints before any code step 4 → merge and test. 5 branches in, 1 PR out 1 rule or it all collapses: 2 agents never touch the same file while you babysit 1 agent, someone else ships with 5 save this before your next feature ↓
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chuplung retweeted
GPT-6 doesn't answer anymore. it builds you an app i typed one line: "track my startup's runway" no wall of text. inputs, sliders and a live chart render while it's still thinking drag a slider and everything recalculates. ask for a funding round and it adds a new scenario on the spot from 14 to 38 months of runway in 30 seconds. zero code watch it build the whole thing ↓
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GPT-6 doesn't answer anymore. it builds you an app i typed one line: "track my startup's runway" no wall of text. inputs, sliders and a live chart render while it's still thinking drag a slider and everything recalculates. ask for a funding round and it adds a new scenario on the spot from 14 to 38 months of runway in 30 seconds. zero code watch it build the whole thing ↓
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chuplung retweeted
here's the prompt OpenAI engineers use to code 10x faster AGENTS.md. without it your agent is coding blind here's how to build yours from your own repo in minutes works in Codex, Claude Code and Cursor save it before your next task ↓
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here's the prompt OpenAI engineers use to code 10x faster AGENTS.md. without it your agent is coding blind here's how to build yours from your own repo in minutes works in Codex, Claude Code and Cursor save it before your next task ↓
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chuplung retweeted
OpenAI just showed how its own engineers use Codex every day not a demo. the internal playbook from the people who built it here's the playbook in 7 jobs: step 1 → understand the codebase. ask where the logic lives before you touch it "where is the authentication logic implemented in this repo?" step 2 → refactor and migrate. dozens of files in one pass "convert all callback-based database access to async/await" step 3 → make it faster. find the repeated work and cache it step 4 → cover the edge cases. property-based tests for what nobody tested step 5 → ship the last mile. turn a spec into a first draft you review step 6 → stay in flow. stuck on a call? queue the idea, Codex prototypes it step 7 → explore before you build. hunt the same bug pattern across the repo the habits behind it: plan first, keep every task under 1 hour, keep an AGENTS.md in the repo small task. real file. clear result save this before your next PR ↓
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OpenAI just showed how its own engineers use Codex every day not a demo. the internal playbook from the people who built it here's the playbook in 7 jobs: step 1 → understand the codebase. ask where the logic lives before you touch it "where is the authentication logic implemented in this repo?" step 2 → refactor and migrate. dozens of files in one pass "convert all callback-based database access to async/await" step 3 → make it faster. find the repeated work and cache it step 4 → cover the edge cases. property-based tests for what nobody tested step 5 → ship the last mile. turn a spec into a first draft you review step 6 → stay in flow. stuck on a call? queue the idea, Codex prototypes it step 7 → explore before you build. hunt the same bug pattern across the repo the habits behind it: plan first, keep every task under 1 hour, keep an AGENTS.md in the repo small task. real file. clear result save this before your next PR ↓
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chuplung retweeted
OpenAI, SpaceXAI, Anthropic and Meta all shipped an AI agent that works while you sleep they look the same. they are not the same hire Dots-runs your projects on its own cloud computer Grok Bot-thinks with Claude Opus 5.5 and shops with your card Claude Tag-is one agent for your whole Slack team Muse-handles your life admin for free one costs $100, one costs $30, one bills by the token, one costs nothing I put all four through the same interview: price, where it lives, what it can spend, who approves, red flags pick the wrong one and you pay for an agent you can't trust save this before you hire ↓
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OpenAI, SpaceXAI, Anthropic and Meta all shipped an AI agent that works while you sleep they look the same. they are not the same hire Dots-runs your projects on its own cloud computer Grok Bot-thinks with Claude Opus 5.5 and shops with your card Claude Tag-is one agent for your whole Slack team Muse-handles your life admin for free one costs $100, one costs $30, one bills by the token, one costs nothing I put all four through the same interview: price, where it lives, what it can spend, who approves, red flags pick the wrong one and you pay for an agent you can't trust save this before you hire ↓
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chuplung retweeted
Linus Torvalds, creator of Linux: I don't read code anymore. I'm not a programmer AI now finds Linux bugs that hid for 20 years. its fixes are still "mindless band-aid patches" and the famous "10x" AI boost? "pulled out of my ass" 36 minutes with the man who built Linux watch before you ship AI code ↓
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