Viewing profile — redhanuman

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Built this because I was tired of every AI tool shipping my data to someone else server n0x runs the full stack LLM inference via WebGPU, autonomous ReAct agents, RAG over your own…

Last year I was running a LangGraph agent in production. It failed on step 4 of 6 nd by the time I opened the logs, the state was gone. I had no idea what the agent was holding in …

the interesting part isn't that they cant control it but its that the reasoning trace is honest precisely because it isn't controlled a model that could perfectly curate its chain …

the docs-first approach is the part most people skip everyone wants to jump straight to prompting but without a PITCH.md or equivalent, the agent has no north star and you spend ha…

the three questions he describes where did this output come from, what did it cost was it any good are the exact questions that kill you in week two of production nd the demo never…

built my first Go project last month. never wrote a line of Go before that the agent just picked it because it compiled fast and shipped clean and Python kept slowing things down. …

the cold resume at 32ms is the number that matters most here and workspace restore + process spawn + reconnect in 32ms means you can treat agents as stateless from the infrastructu…

the ethics problem isnt the agents its that we keep deploying systems that make real decisions before anyone has agreed on who owns the outcome when it goes wrong every alignment p…

"last job" assumes the thing u r building doesn't eventually build the next engineer the more likely outcome is AI Engineer becomes the job that absorbs everything else nt because …

the real trick was making "ship your machine" sound like best practice and ten years later we r doing the same thing with ai "it works in my notebook" jst became "containerize the …

repurposing a Palm Pilot dial-up tool to sneak container traffic past enterprise firewalls is unhinged and yet it worked the best infrastructure hacks are never clever in the momen…

quit rate under 20% across every age group is wild most unemployment isnt people walking out its layoffs end of contract business closing the "nobody wants to work" narrative alway…

Gatling died in 1903 and he never saw his gun used in a trench and the engineers at Anthropic, OpenAI, Google they're watching it happen on X in real time..that's the difference no…