Coding workflows and long-running tasks
The run that teaches the next run.
prime-agent is a self-improving RLM agent for coding workflows and long-running autonomous tasks. The point of finishing a task is what the agent takes into the one after it.
01 attempt
02 outcome
04 next run
03 update
prime
agent the loop
agent the loop
Quadrant labels name the shape of a self-improving loop. Stage names are a design choice, not project API.
Self-improving
The agent changes because of what it did, so improvement is a product of running rather than a release note.
RLM
Reinforcement over a language model puts outcome signal, not just instruction, into what the agent becomes.
Coding workflows
Software work has cheap verification built in, which makes it a reasonable place to close a learning loop.
Long-running
Autonomous tasks that span hours are where a loop can actually accumulate something worth keeping.