legit considering hardware but have no idea on what to build chatgpt says there are electronic part suppliers around here

patrick is my spirit animal

it's funny seeing this trending, when I called it out a month ago guys use your brain

allow me the slop image, but this is roughly what I'm thinking of trying with @framesag frames gives me access to basically all the x402/mpp tools out there through one API endpoint - think openrouter, but for tools. I already use it every day through MCP in codex and claude. it's great when I'm in the loop: I ask for something, it finds the right tool, gets the data, done. but I want the system to keep thinking when I'm not there. for the last few months I've been building a lot of crons + llms (aka agents). they work, but they're still pretty top-down: wake up, gather context, run a model, maybe do something, sleep. Jev made me realize judgment itself can get cheap enough to run everywhere. classify lots of small things, continuously. but judgment alone isn't enough. what's missing is the connectivity between those judgments something reactive. one new fact can change one interpretation, which changes another, and the system naturally works its way through the consequences. that's the part I'm trying to explore now: 1. Frames for access to tools/data. 2. Jev for cheap judgment. 3. Jev Hooks for propagation. a system that keeps reinterpreting itself as the world changes. Jev came, and will probably go as competition gets more intense, but cheap models like this will be the norm I think. so I'm just learning and trying public and willing to change my mind.

Jev Hooks has adapters for @OpenRouterAI, @vercel, @Cloudflare, and @TypeSafeAI

and you can do that across the whole app. some global interpretation changes. Japan sees that in one context, Europe in another. maybe one branch changes completely and another doesn't move at all. their local facts didn't necessarily change. the world those facts exist in did.

there's no separate AI workflow to wire up. one hook consumes another hook's result. that gives you: 𝚖𝚊𝚛𝚔𝚎𝚝 → 𝚙𝚛𝚎𝚜𝚜𝚞𝚛𝚎 → 𝚊𝚝𝚝𝚎𝚗𝚝𝚒𝚘𝚗 the dependency just comes from how you composed the code. this is probably my favorite part of it.

what if software could propagate meaning the way React propagates state? one change at the top can reshape everything below it. with Jev Hooks I'm trying to make the same thing happen with interpretations. a fact changes, something interprets it, and everything that depends on that interpretation can reconsider its own state.

two updates: 1. will make a demo explaining how this jev helper works, haven't seen anything like it on demos yet so built a palantir type dashboard to explain. this will power lots of @flywheeldotfyi classifications and it's already integrated into a @framesag demo im cooking 2. explored a few ideas for the fly rewards mechanism. it's a lot of claude/codex research and found a new idea for trading fomo signals. the fly so far has bought a dip and sold the top a few times which makes it happy, but no good trading results so far. this sould land in prod tomorrow.

done