The open-source contextual learning layer for your agents.
Our tracing SDK seamlessly integrates into your agent.
3c2a574b-ca03-44a4-ba72…{
"goal": "Read the latest email and reply with 'chicken' in it",
"iteration": 1,
"context": {
"lastAction": null,
"authenticated": false
}
}{
"action": "authenticate",
"reasoning": "The agent is not authenticated, so it needs to authenticate first."
}Rubrics score the trace end-to-end. Spolm pinpoints what broke and exactly where.
Lessons from graded runs feed back as context before the next run starts.
authenticate before fetch_emailSpolm surfaces what your agent already knows from past runs, so it stops re-deriving context from scratch every time. Token costs fall as the knowledge base grows.
Warnings and lessons from failed runs are stored and injected as context before the next run. Your agent learns what to avoid without any code changes.
Seamless integration into LangChain, OpenAI ADK, or custom agents, with more adapters coming soon. No architecture changes, no new infrastructure to manage on your end.