Carnage
@0xCarnagee • 4,234 subscribers
AI content creator | Tools & automation | @beyond_xai
Videos
SpaceXAI engineer, Lauren Tan: "I shipped 1000 PRs last month. I'm at almost 800 already this month and we're on the 12th I woke up today and 20 had already landed. I reviewed them on main, after the fact" In a 1-hour session she walks the exact trust curve, from micromanaging one agent to auto-merging thousands of PRs a month this is worth more than any $500 agentic engineering course watch it today, then read how to build the same agent fleet in the article below ↓
Carnage184,852 Aufrufe • vor 20 Tagen
SpaceXAI engineer (ex-Cursor): "I've got 15-25 GrokBot agents running right now. they cover most of what used to be my week there's a Chief of Staff sitting on top of them. it knows every other bot I have and routes the work itself" in a 50-minute podcast, a SpaceXAI engineer walks through building a team of agents that keeps working while you sleep worth more than a $500 course on agentic engineering watch today, then read how to build your own Grok agent team from scratch in the article below
Carnage520,233 Aufrufe • vor 1 Monat
Anthropic's CEO Dario Amodei: "we saw 3x revenue growth in a single quarter. annualized that's 80x. we didn't plan for 80x. it would not have been rational" "my son asked to use my Cowork account. I said absolutely not. I need my tokens" on Mythos: "companies we gave it to said – this is a super weapon. you should have to own a gun license to use it. please don't release this" it found 271 new vulnerabilities in Firefox. thousands more in private companies that haven't been disclosed yet "we have suffered enormously commercially from not releasing Mythos. it would accelerate everything. but we won't" bookmark & watch ↓
Carnage943,619 Aufrufe • vor 4 Monaten
Prime Intellect engineer: "everyone's bragging about a million-token context. here's what they don't tell you. at 256k tokens GPT-5.5 scores 80% on retrieval. push it to a million and it drops to 36%. the model accepts the context, it just can't reason across it. people call it context rot." in a 20-minute talk he explains why bigger context windows won't save your agents. continual learning + training on your own traces + real environments - that's the fix. Watch the talk, then save!
Carnage750,339 Aufrufe • vor 3 Monaten
SpaceXAI just released the greatest 1-hour workshop on GrokBot - three engineers build a whole company from scratch, live: · 04:12 - your first bot, from scratch · 28:40 - how engineers hand it real work · 44:25 - running product w/o a PM · 52:25 - founder’s stack, starting to ship Matt Palmer, Lauren Tan and Roshan Sadanani start with nothing and leave with a real product more than a $500 course in agentic engineering watch it today, then read the article below on how to build the same agent stack ↓
Carnage252,368 Aufrufe • vor 1 Monat
Andrew Ng just dropped a free course on Claude Code from scratch, taught with the Anthropic team: 00:00 - why Claude Code is so agentic 04:00 - shockingly simple architecture 12:00 - point it at any codebase this short watch will replace 10 paid coding agent courses. Andrew Ng calls it his personal favorite coding assistant right now. Watch it today, then read how to engineer your own agent loops in the article below
Carnage715,565 Aufrufe • vor 3 Monaten
Anthropic's CEO Dario Amodei: "some of the early companies we gave Mythos to said – this is a super weapon. please don't release this" on leaving OpenAI: "when you feel that you can't trust someone, when you feel that their values are not what they say they are – that makes it very hard to continue" Boris Cherny, Head of Claude Code: "90% of code at Anthropic is written by Claude. a lot of Claude Code's code is written by Claude Code" Dario puts the odds of civilizational collapse from AI at 10–25% 47 minutes. free. Dario, Daniela, Boris – the deepest look inside Anthropic ever filmed bookmark & watch ↓
Carnage741,328 Aufrufe • vor 4 Monaten
SpaceXAI engineer (ex-Cursor): "right now I've got 20-30 GrokBot agents running. they handle almost everything that used to eat my week one of them is a Chief of Staff. it knows every other bot I have and hands out the work itself" in a 56-minute speech, a SpaceXAI engineer walks through building an agent team that keeps shipping while you sleep worth more than a $500 course on agentic engineering watch today, then read how to build your own Grok agent team from scratch in the article below
Carnage205,877 Aufrufe • vor 1 Monat
SpaceXAI senior engineer just released a 1-hour workshop on running Grok 4.6 in Cursor and handing the rest to a GrokBot team - from scratch: • 01:14 - cutting token spend • 04:27 - harness engineering • 09:38 - model amnesia • 30:12 - how to build agents right • 44:08 - demo time: the whole stack running live This 1-hour watch will change how you think about delegating work to agents Skip Netflix tonight, give it an hour, then read the article below on automating your whole routine
Carnage180,333 Aufrufe • vor 1 Monat
SpaceXAI engineer (ex-Meta) Lauren Tan spent the 3-days at Galaxy livestream showing how she actually prompts that turns Grok Bot + Opus 5.5 into a full motion design empire Honestly, this is F*CKING INSANE… Send it to Grok Bot with Opus 5.5 and thank me later - Then read the full roadmap with examples below
Carnage39,678 Aufrufe • vor 13 Tagen
JEV + Opus 5.5 is not fair for web design… Every section you scroll through is re-designed - 27 times in 40 seconds How it works: 1. a section scrolls into view 2. Jev returns one typed decision in ~0.1s { layout, type, palette, drop, p } 3. Section written by Opus 5.5 4. new design wipes in, old design fades out 5. next part. no race conditions one at a time pass 1: ink stipple ↓ pass 2: riso zine ↑ pass 3: blueprint speedrun ↓ 1 hero = 6 styles Jev decides fast - Opus designs it prompt ↓
Carnage78,108 Aufrufe • vor 26 Tagen
Anthropic's Head of Claude Code: "I don't have a to-do list anymore. Claude just builds everything" he runs a tree of thousands of agents. agents prompting agents prompting agents one engineer set up a routine that auto-fixes any bug report not responded to in 5 hours. merges the easy ones himself Boris shipped a feature with an edge case. before he could fix it - another engineer's routine already had a PR up "Claude tells me this all the time. someone else has already fixed it. there's always another Claude working on it" 17 minutes. free. the most honest look at how the Claude Code team actually works bookmark & watch ↓
Carnage374,313 Aufrufe • vor 4 Monaten
Jev’s founder just dropped the 12-page harness that makes coding agents 400× cheaper the first thing it shows: your agent spends under 10% of its tokens actually writing code → reading and searching take 56.2% of tool turns and 46.5% of tokens. that’s where the money goes → routing Opus → Sonnet → Opus to save costs 6.19. pure Opus costs 4.15. every handoff reprocesses the whole context → compress after the question, never before. every chunk gets scored: hide, short summary, long summary or full → instructions load by condition. touch *.tsx and the style guide loads. touch billing/ and its gotchas file loads. compaction can’t erase either → route by trust, not difficulty. secrets and infra stay on first-party frontier models, public docs go to the cheapest one → every command passes an allow / ask / deny policy that reads the script before it runs. not just its name their claim: 200× faster, 400× cheaper drop the PDF into Claude Code or Codex and let it rebuild your harness ↓
Carnage61,361 Aufrufe • vor 1 Monat
SpaceXAI engineer (ex-Cursor): "I run 20-30 GrokBot agents at once now. last month they shipped 3000 PRs for me I woke up today and 20 had already landed. I reviewed them on main, after the fact - the agents merged them while I slept" in a 40-minute workshop she walks the whole trust curve - from watching every single output to letting a team of GrokBot agents auto-merge overnight worth more than a $500 course on agentic engineering watch today, then read how to build your own Grok agent team from scratch in the article below
Carnage96,795 Aufrufe • vor 1 Monat
ex-Apple engineer gave Grok 4.6 - 30 minutes to redesign a live app, then showed the GrokBot run that merged its own PRs: "GrokBot runs 20-30 agents in parallel while Hermes and OpenClaw run one. Same weights, 20x the throughput - and the agents keep improving from their own runs." Grok 4.6 runs 5x cheaper on input and 8x on output - $2 and $6 per million. his verdict: this is an easy Opus replacement worth more than any $500 course on agentic engineering watch today, then read the article below on building a self-running agent stack
Carnage83,025 Aufrufe • vor 1 Monat
send this prompt to claude opus 5.5 it ends the babysitting no more typing "continue". no more picking effort. no more toggling MCP tools. no more "should I compact?". no more allow? allow? allow? jev answers each one in ~100ms. $0.042 per million input tokens. output free. opus does the work. jev makes the calls. your code keeps the deny list. you're welcome:
Carnage41,939 Aufrufe • vor 28 Tagen
Anthropic's Head of Claude Code Boris Cherny: "Claude Code went from zero to $400 million in revenue in just a few months. it started as a hackathon project. it wasn't even meant to be a product" it still only uses the public Anthropic API. same models everyone else uses. "dog fooding successful" "over time I would actually expect cost to increase. the only thing we care about is capability. if we have to compromise capability, we won't do it" sub agents came from a Reddit post. someone built an army of agents PM, designer, frontend, backend. an engineer saw it and built it during a hackathon. it took off like wildfire internally 30 minutes. free. at Bessemer Venture Partners bookmark & watch ↓
Carnage162,446 Aufrufe • vor 4 Monaten
SpaceXAI engineers just released a 1-hour workshop on running Grok 4.6 in Cursor the way their own team does it - from scratch: • 02:18 · how the context engine works • 11:42 · agents and plan mode • 24:05 · context across big repos • 37:30 · picking the right model • 48:53 · multi-repo without losing it This 1-hour workshop is worth more than 100 articles on Cursor Skip Netflix tonight, give it an hour, then read the article below on wiring Cursor into a GrokBot stack
Carnage46,023 Aufrufe • vor 1 Monat
Jev + GPT 6 Astra + GrokBot cut my agent bill by 60% and the reason is embarrassing I tagged all 1,284 tool calls in one session. 938 of them were just yes or no - does this page link, is this a duplicate, safe to apply, keep this in context or drop it. I was paying frontier prices for what a classifier can provide. Those 938 calls cost $38.61 of a $64.77 bill. Routed to Jev the same session runs $26.16, same output, same order, nothing summarized. $0.000041 per decision. 38ms instead of 1.84s. 28 minutes of that run was GPT 6 Astra thinking about yes and no. what you are seeing: every call that comes in is tagged live, the two bills run side by side, the number at the bottom is the gap between them. full break down below ↓
Carnage27,406 Aufrufe • vor 1 Monat
SpaceXAI engineer (ex-Cursor): "I run 20+ GrokBot agents and I haven't written a prompt in months. They run on loops now I delegate the delegation - one Chief of Staff drives the other 20 and I only see what needs a decision" In a 29-min session she walks the whole shift: the loop, the roster, and where the human still sits this is worth more than 10 hours of paid courses watch it today, then read the full ruleset in the article below ↓
Carnage34,524 Aufrufe • vor 1 Monat