Wasn't planning on sharing this quite yet, as it needs a bit of work still and to be ported to @opencode (maybe later this week if my actual work doesn't have me burned out after hours lol) and maybe claude code. But since it came up in conversation on another thread here. Not sure how useful this could be for others but it is a pretty targeted way to use LLM code gen. that I what I prefer 🤷‍♀️ ... github.com/izo0x90/antigravi… TLDR: It is a structured planning system(MCP + two subagents): - System allows to have a discussion/ collaboration design approach with the LLM agent, while capturing the concrete high fidelity details of the system in a AST-like way, where there is programatic validation and controlling context to the implementor in a way to make the implementation fall inline with the design. All of this with the overhead of the book keeping tedium handled by the llm agent, and a light weight complier, programmatic workflow driver for the orchestrator agent. Implementation is programmatically driven in bottom up topological order to make sure, caller nodes have full context on what they are using. - That allow me to go through and define an arch. as set of components existing or new one, define a call/use tree and interface schemas in an abstract way. Then allows me to map specific sets of invariants, desired process flows and validation modalities to the components. A basic complier that verifies matching schemas etc. - Allows for defining atomic types as well as composite types. Associated type schemas fro components. The use/call tree "wires in" the relationship of the components - Agent can summarize for my validation, once approved each node gets fed to a separate planning agent that takes the high level directions and invariant and breaks it down into a set of actionable implementation tasks - Once actual impl. steps are summarized review and approved, each node gets fed to a impl. subagent to perform the code gen. step by step tasks and run req. validation Any apologies for the very long message, but this is all to say that I am able to get it to produce the kind of verified and structured output I'm looking for, but not without really subverting the "native" approach of the harness. As my tool more or less reimplements what the "top" harness layers do. But again I understand that my use case is probably very different than what the aim for AG was, or how many are using LLM code gen. @antigravity

Nahh bro sell everything … le petit pot went from glass to paper … economy is unrecoverable …

Imagine this thing with an RCE, tracking you through the back allies of manhattan coz you owe some guy in albenia crypto tokens for the illicit claude tokens you borrowed... @graphtheory warned you to make sure you pay early when he introduced you, but you ended up spending too much on AI generated egirls, the cops are on strike because the union banking system has been down for the 5th week in a row due to yet another breach in PHP @php_net ... your personal firearm refuses to chamber a round because you forgot to renew the subscription last week but now the X money portal is down because @elonmusk hired @dhh to rewrite the whole thing in IBM z17 machine language from scratch. Your @grokbot keeps sending you notifications that your severs are under attack, again, by the chinese separatists that took over @deepseek_ai infrastructure, all the while your @OpenAI dots are making it worse by applying fresh patches of @nodejs , but all that is doing is keeping the worms head up to date. You lungs are burning, you haven't ran like this since that track meet in Jr. college where @kenwheeler got you to try EPO for the first time, f..k, you could sure use some of that now. Never mind that tho is seems the guardian has picked up your trail again. You turn the corner and almost smash into a vietnamese chef smoking at the back of a restaurant... the smell of burning tobacco both makes you feel ill and ache for a hit of your vape pen, your legs are moving with a mind of their own, wobbly, shoes feeling as if made from a neutron star. Why won't @usr_bin_roygbiv pick up the call from your meta glasses 5, all you can do now is keep cancelling the RoyCorp ads that keep playing so you can see where you are going... guess you should have paid for a premium sub there too, as you think this you slip in a puddle and preform a perfect front flip, except for the landing. You lay there in the puddle increasingly becoming aware of the metallic footsteps becoming louder and louder, a steady mechanical gallop, an instructional video about smoking your beacon featuring a jacked and tan @finkd starts playing, just for a brief moment, a question flashes in your mind, what is his peptide stack, you wonder. Soaked, lungs and legs burning, and your lower back contorted in a spasm as if you are giving birth. All you can do is dream, only if you had taken that one job, you could be feeling the ocean breeze, somewhere on the south american coast, you could have retreaded to safety with @tszzl and @sama and the rest of the aristocracy... it could have been you. All those Ivy league schools and for what, here you lay. Your eyes are starting to close, you are tiered, so very tried, you think to how it all started it seemed so simple so innocent, but then oct. 2026 struck, ya if you could point to a beginning, if you really had to to tag it, stamp it, that was probably it. There you are about to face facts, accept what is coming, well maybe you can at least rest now. At that moment you open your eyes and see an outstretched arm pulling you up, it takes a split second to process the voice and what is being said, and you hear it now, "You need to control your stack — or you become enslaved."... "didn't I tell you." You near jump up from the ground, like some scene in an old bruce lee movie, @yacineMTB you sonofab...h, what are you doing in new york, but before you can finish the sentence, a bright flash, a sharp ringing in your ears. As your prefrontal cortext catches up to events you register the old double barrel break open shotgun in his hand, both barrels still smoking. He is already moving toward the fallen bot and pulling out a toolkit, hah figures, you think, adrenaline still pumping, this mf needed the parts. You say a quick thank you and begin moving again, maybe if you hurry, maybe it isn't too late for those servers, he yells after you "Ya, ya... and hey dbag don't forget you still owe me those creds"...

- PHP - RCE - Major CA cert provider-crypto key = 4 just the number 4 - Railway compromised - Gitlab compromised-crypto key = 10 just the number 10 - Node.js - RCE what am I missing...

Broooooo... you little rapscallions are calling this thing "AGI" 🤣🤣🤣🤣🤣🤣 omgggg we need to revoke your driving licenses... every single one of you... ```It isn't. I mixed the two threads in my answers, and that's on me.``` Fable5.1High

If this isn't more or less your general opinion on the subject, you are likely a fundamentally unserious and potentially unreliable person just saying 🤣

You guys remember having the internet ...

Sickkk!

Lmao I like that so many people run harnesses in auto-approve mode not in a sandbox, but the rename session tool isn't available to the LLM, 🤣🤣🤣 oh that one is taking it a step too far...