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AI Engineering × ML dev × Technology Github: L1vsun

Somewhere
Joined September 2018
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Livsun retweeted
This is f*cking insane. Sam Altman (CEO of OpenAI): "We're going to see 10-person billion-dollar companies pretty soon." "Astra does in one afternoon what your team plans for a quarter. And it shipped three days ago." In 22 seconds he says the thing most people will read, feel inspired by for three minutes, and forget anyone can watch it, almost nobody ships something before they finish talking about it Worth more than most $1,000 agentic engineering courses watch it today, then save the full setup guide below ↓
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This is f*cking insane. Andrej Karpathy (ex-OpenAI, ex-Tesla) did the napkin math on who actually uses AI: ~6 billion people have barely touched it ~1-2 billion use a free chatbot like a better Google ~20 million watch agents finish weeks of work from one prompt That's 0.2% of the planet His reason: the payoff scales with the size of the problem. "A question with a paragraph answer barely stresses the system" So stop asking it questions. Give it a job that runs every day This prompt turns Opus 5.5 into that job: it runs on a schedule, learns from every mistake and hands the boring work to a model 40x cheaper Send it to Opus 5.5 and thank me later. Then read the article below ↓
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Livsun retweeted
This is f*cking insane. OpenAI CEO Sam Altman: "You don't need to write prompts anymore" In a 38-minute lecture for Stanford students, he breaks down how to get more out of ChatGPT than almost anyone does A friend sent me the recording I watched it last night and realized I was using maybe 15% of what ChatGPT can actually do Worth more than any $1,500 AI course I've come across Watch it, then read the guide below to build a system that prompts itself ↓
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Livsun retweeted
This is f*cking insane... Andrej Karpathy. 8 years at OpenAI and Tesla. Last week he packed everything he knows into one free 2-hour lecture. Agents → Loops → Harness → Graphs People burn $15k on bootcamps that cover less than this. 2 hours feels like a lot right now. Don't let it scroll past your feed. Watch it today, then save the full graph engineering guide below ↓
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this is the most DANGEROUS thing on internet today REA (Reverse Engineer Anything) - this open source MCP lets your AI agent reverse engineer any app, down to the binary it's less than 7 months old and already the 5th most-starred repo on all of GitHub i just had Opus 5.5 build my own Lightroom-style photo editor from scratch. Adobe charges $69.99 a month for Creative Cloud Pro, mine costs $0 - software is cooked here is how to use REA to rebuild Lightroom from scratch: 1. point REA at Lightroom's public interface and map every major feature, from the develop sliders to presets, the library and export 2. trace how the app behaves when you move a slider, stack edits, undo, sync settings across photos and export a batch 3. use REA's MCP tools only on software you're authorized to inspect, and trace the app logic wherever the evidence allows 4. feed everything to Claude Opus 5.5 and havn into a technical spec and a build plan 5. rebuild the photo engine independently: whhlights, shadows, clarity, dehaze, vibrance, alive histogram and a non-destructive edit stack 6. add the parts people actually pay for: presets, synced settings across 1,000 photos, batch export. mine re-renders a full 1.7-megapixel edit in about 60 ms, andr touched 7. test every component against documented an what fails, repeat until it actually works 8. you end up with your own Lightroom-style e, no subscription, features you can keepextending i won't say anything more:
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HOLY SH*T... Sam Altman (OpenAI CEO) says his CEO group chat has a betting pool on the year the first one-person billion-dollar company shows up Anthropic's CEO already named the year: 2026 This prompt turns GPT-6.1 Sol into that one-person company: every job becomes an agent, and nothing ships until it passes a check It's f*cking unreal... Send it to GPT-6.1 Sol and thank me later. Then read the article below ↓
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Andrej Karpathy (ex-OpenAI, ex-Tesla) built a loop that lets AI run ~100 experiments while you sleep, 99k stars on GitHub someone turned its rules into a prompt that makes Opus 5.5 run any job as a graph that actually finishes it's f*cking unreal... send it to Opus 5.5 and thank me later. then read the article below ↓
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this is insane AI voice agents have a bug so dumb it sounds fake: they hear their own voice and think it's you agent starts talking, its voice leaks from the speaker back into the mic and it interrupts itself mid-sentence then it asks "sorry, could you repeat that?" to a person who never said a word Soniox v6 just fixed it right inside speech recognition agent's own words now go straight into the model, so it knows exactly what it just said its own voice gets filtered out, and it still hears you the second you cut in 60+ languages in one model, and you can mix them mid-sentence Genspark and Agora already picked Soniox as their speech-to-text your voice agent can finally stop arguing with itself
🤝 Paid partnership
Introducing Soniox STT v6, the world’s first speech recognition model that knows what your voice agent is saying and automatically filters out the agent’s own voice. Two connected innovations make this possible: → Agent text input gives recognition context from both sides of the conversation, improving its understanding of user responses. → Agent voice echo cancellation filters out the agent’s playback while continuing to listen to the user, even when they interrupt. The result: fewer false interruptions, fewer clarification loops, and more reliable conversations. V6 also delivers significantly higher accuracy across 60+ languages for voice typing, meeting transcription, multilingual recognition, and real-time translation, with stronger speaker diarization, language identification, endpoint detection, and context customization. One unified speech model. All 60+ languages. The full feature set, with languages freely mixed. Available now for real-time streaming and asynchronous transcription. Explore what’s new in Soniox STT v6: soniox.com/blog/soniox-stt-v…
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this paper on Claude Code is f*cking insane it's pretty much the 9-step loop you wrap around Claude Code before you ever let it touch a repo every step, every formula, the full copy-paste template, all of it spelled out paste it into Opus 5.5 once and your agent goes from guessing to planning, checking and fixing its own work crazy part is anthropic has been recommending most of these pieces in their docs all along: CLAUDE.md, a check to run, a fresh reviewer subagent and almost everyone still just types "fix this bug" and wonders why the agent breaks things bookmark it before this gets buried then read the full AI Engineering guide below ↓
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this is the most DANGEROUS thing on internet today HOLY SH*T, someone built an open library of 120+ AI AGENTS & apps, every single one HAND-BUILT & TESTED end-to-end made it 100% FREE for everyone along with its COMPLETE codebase, you can even sell what you build with it here's what you get: > 22 advanced agents: deep research, fraud investigation, VC due diligence & sales battle cards > 14 multi-agent TEAMS that split the work like a tiny company > 21 RAG apps that chat with your own docs > voice agents, MCP agents, agents with memory & agents that play games on their own > works with Claude, GPT, Gemini, DeepSeek, Llama & Qwen you can clone & run ANY agent in 30 SECONDS & there are FULL step-by-step tutorials too there are ALWAYS-ON agents that work while you sleep & skills that plug into Claude Code, Codex or Cursor in 10 seconds new agents drop every week, save it Steal this before everyone starts using it:
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this is f*cking insane Opus 5.5 just rebuilt a real moment from inside the Large Hadron Collider two protons crash at almost the speed of light and the whole thing is over in 36 billionths of a second nothing here is made up. every line you see is a real particle CERN caught in 2012 and CERN flagged this exact crash as a possible "god particle" Opus 5.5 slowed it down hundreds of millions of times so you can actually watch it
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ELON ASKED EVERY FEDERAL EMPLOYEE WHAT THEY GOT DONE LAST WEEK. NOW GROK BOT ASKS MY AI AGENTS THE SAME THING EVERY FRIDAY 5 bullets. that was the whole format the humans had until Monday night. my agents get 30 seconds and one extra rule: every bullet needs a receipt. a file, a link, a diff, a sent message. no receipt, no bullet then Grok Bot sorts the replies: -> KEEP: the bullets check out and the work got used -> PROBATION: real work, but you had to fix it -> FIRE: 5 bullets, 0 receipts -> UNKNOWN: no reply. check its next run the FIRE replies are always the most confident. "aligned the strategy." "drove cross-agent synergy." "monitored key signals" that's not a week of work. that's a LinkedIn headline and it only recommends. you decide who goes the full Friday review is in the article below. save it before your agents learn to fake receipts
Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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ELON CUT TWITTER FROM JUST UNDER 8,000 PEOPLE TO ABOUT 1,500. THE SITE KEPT RUNNING your AI agents have never had a single layoff every agent you hire stays on payroll forever. every timer keeps firing. nobody checks if the output gets used so I gave Grok Bot one question to ask every routine: would anyone notice if it stopped running? -> a 15-minute timer wakes up 672 times a week. count how many of those runs anyone opened -> a reviewer that approved 672 of 672 runs caught nothing -> a manager agent whose whole output is summaries of the other agents -> a digest of the manager's digest, read by nobody on the sample stack in the video that's 25 routines down to 5. -80%, the same cut as Twitter it recommends, you decide. miss one next week? rehire it with a narrower job the layoff prompt is in the article below. run it before your AI payroll runs you
Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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"your doctor has 15 minutes. ai has your entire history and never forgets a word" i used to think this was hype then i had a mystery symptom for 2 years, 7 doctors, zero real answers ran it through a personal medical agent i built on a random wednesday - full symptom log, bloodwork, timeline it flagged something in my inflammatory markers that three separate specialists missed cross-referenced 60 million clinical cases, pointed me to a specific autoimmune test came back positive spent over two years chasing that answer ai found it in 40 minutes, for free my doctor is a genuinely good person - but she had 15 minutes of context every 6 months ai had everything, all at once credential gap between a doctor and software closed years ago - nobody told the patients
Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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Holy f*ck, Grok Bot + REA just turned a regular off-the-shelf drone into a fully autonomous interceptor No missiles. No expensive military hardware and human pilot on the sticks. Here’s the setup we ran: → Took a standard drone and gave Grok Bots the full mission context → Fed it the geofence boundaries, threat profiles and engagement rules → Grok Bot wrote the autonomy logic for detection, tracking and intercept decisions → Onboard computer vision + simple state machine did the rest What you see in the simulation: → Target acquired (bounding box locks on) → Geofence enforced - the hostile drone is forced inside the safe zone → Interceptor closes in and forces a controlled landing on the pad REA // AUTONOMOUS INTERCEPT Old drone + Grok Bot reasoning + basic vision stack = something that used to require a whole defense contractor team. The interceptor doesn’t just chase. It decides when to engage, stays inside the geofence, and brings the target down cleanly. Simulation. But the logic and setup are real
Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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I LET GROK BOT RUN A PRIVACY X-RAY ON ME AT A COFFEE SHOP. I TURNED MY WIFI OFF AND HAVEN'T TURNED IT BACK ON I connected to "CoffeeHaus_Guest". open network, no password I asked Grok Bot one thing: show me what a stranger sitting here can see about my phone 60 seconds. 47 signals. it didn't touch anyone else's device, just read what mine was shouting into the room: -> my phone was broadcasting its name and a fixed ID. trackable in every shop I walk into -> it was calling out for 7 saved WiFi names. Home, work, an airline lounge. a map of my life -> my DNS was in the clear. a bank, a pharmacy, a dating app. anyone on that network saw the list -> a fitness app was posting over plain http with my GPS in the payload -> 41 tracker calls in one minute from apps I wasn't even using I did nothing wrong. I turned on WiFi. that was the whole thing the fix was 4 toggles, not a degree: -> VPN on -> forget networks + auto-join off -> private / random MAC address -> no logins on open WiFi, ever screenshot that list. it's the entire defense your phone is having a very loud conversation about you in every cafe you sit in. mute it
Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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Holy shhhh, Grok Bot just pulled $1,847 out of my subscriptions and forgotten refunds in one night No VA. No $200/month app. No spreadsheets. I gave one Bot three jobs and went to sleep: → Subscription Killer scanned every charge on my cards for the last 12 months → Refund Hunter filed the opt-outs and chargeback requests automatically → Receipt Auditor cross-checked everything and only asked me once The messages it sent me: “Canceled 7 subscriptions. $312/month gone.” “Filed 4 refunds. 2 already approved — $847.” “Found unused Adobe + Notion + Canva. Want me to kill them too?” It works 24/7 on its own computer. I just approved the final list in the morning
Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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your AI agent has a company card and no performance review it runs, retries and calls tools. then you spend the evening fixing its output and call it automation I made a one-page review that prices accepted work, not activity -> done condition before every run -> evidence attached to every result -> model, tool and infrastructure costs included -> your review + repair minutes converted into money -> same tasks compared against a manual baseline -> 0 accepted results = failed review, never "cheap automation" the formula is uncomfortable: cost per accepted result = (model + tools + infra + human time at your hourly rate) / accepted results a cheaper model can lose if it creates more repair work the doc gives you the full review + a read-only audit prompt. fill it from real logs, missing data stays UNKNOWN save it before hiring another agent and read guide below
Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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Everyone who want to operate Grok Bot team perfectly must read and take some advices from this article
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