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AI Engineering × ML dev × Technology Github: L1vsun

Somewhere
Joined September 2018
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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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STOP PAYING FOR SH*T BEFORE YOU UNDERSTAND HOW IT WORKS most people see a powerful tool and think they need to buy it, learn it, or depend on whoever built it. reverse engineers see something completely different. they see a system waiting to be understood. a product becomes a set of features. a workflow becomes a sequence of decisions. an unfamiliar piece of software becomes something you can investigate, test and break down into smaller parts. here's the process: → observe what the system actually does → break it into components → trace how inputs produce outputs → reproduce the parts you need → test your version against reality you don't always need the original source code to learn how a system behaves. documentation, public interfaces and controlled experiments can reveal far more than simply staring at the finished product. and once you understand the underlying logic, you can start building your own version instead of blindly depending on someone else's. no, you can't recreate every complex product from a few screenshots. some systems require years of engineering, proprietary access or infrastructure you don't have. but the difference between using technology and understanding it is enormous stop looking at finished products like they're magic. learn to take them apart. figure out what makes them work. rebuild what matters. REVERSE ENGINEER EVERYTHING the next thing you build might start with something you thought was impossible to understand. ↓
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STOP PAYING FOR THINGS YOU COULD REBUILD YOURSELF EVERYTHING IS A F*CKING SYSTEM that expensive software? a collection of features, interfaces and underlying logic. that insane AI product? inputs, outputs, instructions, models and engineering decisions working together. that tool you wish existed? maybe you can build a version that does exactly what you need. the skill is reverse engineering, and once you start using it, you look at technology differently. → BREAK IT DOWN. Stop staring at the finished product. Identify the components that make it work. → TRACE THE LOGIC. Test inputs, observe outputs and figure out how different parts interact. → REBUILD THE CORE. Reproduce the functionality you actually need instead of blindly copying the entire product. → TEST YOUR ASSUMPTIONS. Compare your implementation against real behavior. Find what breaks, then iterate. you don't always need the original source code to understand how a system behaves Public documentation, exposed interfaces, controlled experiments and observable outputs can teach you a lot. and the best part? every system you study gives you patterns you can reuse in the next one. you're no longer limited to tutorials showing you exactly what to build. you can take something unfamiliar, investigate how it works and start figuring out how to recreate it. STOP WORSHIPPING THE BLACK BOX. OPEN IT UP, UNDERSTAND IT, AND BUILD YOUR OWN ↓
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OPUS 5.5 CAN MAKE MOTION DESIGN LOOK LIKE A F*CKING CHEAT CODE describe the animation, build the workflow, let Claude help with the technical shit. fewer hours fighting tools. more time making the thing. save this before your next project and read full guide in article ↓
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Livsun retweeted
OPUS 5.5 JUST TURNED BLENDER INTO A F*CKING CHEAT CODE one prompt can turn claude into your 3D modeling assistant, helping you build Blender scenes, generate Python scripts and automate repetitive modeling tasks no more starting from a blank viewport and manually clicking through every damn step give Opus 5.5 the right instructions, describe what you want to build, and let it handle the tedious parts the real hack isn't replacing Blender. it's making Claude do the work you'd normally spend hours figuring out save this setup before your next 3D project ↓
Full explaining of using Opus 5.5 in serious 3D Modeling, check it
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OPUS 5.5 JUST TURNED BLENDER INTO A F*CKING CHEAT CODE one prompt can turn claude into your 3D modeling assistant, helping you build Blender scenes, generate Python scripts and automate repetitive modeling tasks no more starting from a blank viewport and manually clicking through every damn step give Opus 5.5 the right instructions, describe what you want to build, and let it handle the tedious parts the real hack isn't replacing Blender. it's making Claude do the work you'd normally spend hours figuring out save this setup before your next 3D project ↓
Full explaining of using Opus 5.5 in serious 3D Modeling, check it
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Full explaining of using Opus 5.5 in serious 3D Modeling, check it
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Holy f*ck, this PDF turns Opus 5.5 into a 3D studio It's freacking incredible… One prompt inside, and it starts building a Blender film from pure code Drop this prompt below into Opus 5.5 and see what it makes ↓
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Holy sh*t, Opus 5.5 replaced Blender artists It's f*cking insane… Every object, light, camera move and sound in this video is code it wrote Drop the PDF below into Opus 5.5 and see what it makes ↓
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A LONG PROMPT IS NOT PERFECT MEMORY: ONE STUDY MOVED A SINGLE DOCUMENT AND ACCURACY CHANGED BY 22 POINTS the setup, from "Lost in the Middle": -> 20 documents, only one contains the answer -> same question, same documents -> the only change is where the answer sits GPT-3.5-Turbo results: -> answer first: 75.8% -> answer in the middle: 53.8% -> answer last: 63.2% -> no documents at all: 56.1% these are 2023-era models, so test yours. until then: key facts at the start or the end, repeat the question after long data the full walkthrough is in the article below ↓ save it before you paste your next 50 pages where do you put the most important line of a long prompt?
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