Set the goal. Run the loop. Sharpen the strategy. Superdense gives your AI agents memory and a feedback loop tied to real outcomes — so every run compounds toward a metric that matters.
Don't scaffold a goal from scratch. Outcome packs come with a north star, guardrails, and a lever map your agent can start running today.
Superdense is a single install that turns your agent's scattered runs into a durable, searchable feedback loop — running entirely on your machine.
Your sessions, artifacts, and reward snapshots live in SQLite on your machine. Nothing leaves it.
A local browser dashboard to browse sessions, compare cohorts, and surface insights — no infrastructure to stand up.
Fully open source. Read it, fork it, run it in your own loop — no lock-in.
Adapters read sessions from Claude Code, Codex, Cursor, and OpenCode out of the box.
Run the outcome loop continuously, across goals and agents, without babysitting it. Join the waitlist to get early access.