Outcome-grounded learning (v1.23): immutable episodes connect agent work to the final gate, metric, deploy, and rollback result. Only trusted episodic memories reach prompts; every recall is scored, ...

Potato is a free, self-hosted annotation platform for NLP, Agentic, GenAI, and qualitative research. Annotate text, audio, video, images, documents, agent traces, and more — or run a full qualitative ...