{"repo":"shamilkayal/ultragoal","free":true,"listed":false,"github":"https://github.com/shamilkayal/ultragoal","clone":"git clone https://github.com/shamilkayal/ultragoal.git","description":"Tell Claude Code what you want once. It works until the job is verifiably done — and gets smarter every time. Self-correcting goal loops with independent verification and growing memory.","language":"JavaScript","stars":15,"topics":["agentic","ai-agents","automation","claude","claude-code","developer-tools","llm","plugin"],"license":"MIT","category":"ai-agents","readme_excerpt":"ultragoal Tell Claude what you want once. It works until the job is verifiably done — and it gets smarter every time. When you prompt, you are the loop In a long agent session you do the real work around the typing: you read each output, catch the false claims, remind it what it forgot, and decide when it's done. The model types — you are the quality control, the memory, and the off switch. That's fine for five minutes; it collapses at five hours. Not because the model isn't capable — Fable 5 one-shots most single tasks — but because you don't scale. You can't review two hundred actions an hour or stay awake overnight, and the moment you stop watching, the system has zero verification left. A days-capable model run this way is capped at the speed of your attention. Loop engineering is the fix. Instead of steering prompt by prompt, you design a small system around the model — a goal, a check, a memory, a stopping rule — and the system does the steering. You build the loop once; the loop does the prompting. The model is the easy part now; writing \"done\" in a form a command can check is the skill. (The full argument, with the research behind it: docs/loop-engineering.md.) ultragoal is that loop, packaged — so a system, not you, does the verifying, remembering, and stopping. You ramble (a messy voice note is fine); it interviews you on the few forks that actually change the outcome, compiles a rubric where every line is checkable by a command, and arms a loop you can walk away fr","default_branch":null,"files":null,"tree":[],"storefront":"/r/shamilkayal","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/shamilkayal/ultragoal/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}