{"repo":"Nimrobo/superdense","free":true,"listed":false,"github":"https://github.com/Nimrobo/superdense","clone":"git clone https://github.com/Nimrobo/superdense.git","description":"Local outcome-loop + reward layer for coding agents — remember what worked, ship the next move, measure how it landed. Docs at nimroboai.com","language":"TypeScript","stars":85,"topics":["agent-memory","agent-tooling","ai-agents","cli","coding-agents","developer-tools","llm-agents","llmops","reward-modeling","typescript"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Superdense Website & docs: nimroboai.com · npm Make your agents loop on a real-world goal and keep getting better at hitting it, every run. Define the goal in a folder, and your agents run an outcome loop toward it: remember what already worked, ship the next move, measure how it landed. Superdense is the layer that powers it: it ships the skills, feeds each run the evidence of what worked, and keeps the record of every outcome. No cloud. Try it now Then create a folder for each outcome you want to improve, open your agent there, and run /outcome-setup to define the goal. A goal is one real-world result you can measure, for example: - growth/signups/ — \"Lift signup conversion on the pricing page\" - growth/x-reach/ — \"Grow qualified followers on our X account\" - perf/checkout/ — \"Cut p95 latency on the checkout API\" From there, /outcome-run starts the loop and /outcome-update sharpens it over time. Everything stays on your machine. How it works Agents start every task cold, so good work never compounds. Superdense fixes that with one loop your agents run, aimed at a goal you set once. 1. Set the goal — /outcome-setup Make a folder for one real-world outcome (say, landing-page signups), open your coding agent there, and run /outcome-setup . It inspects your target surfaces, then asks only what it can't discover: your north-star metric, audience, guardrails, and analytics access. It writes three files you own: goal.md (the outcome and its boundaries, protected), run.md (the work","default_branch":null,"files":null,"tree":[],"storefront":"/r/Nimrobo","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Nimrobo/superdense/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."}