ainl-failure-learning
Failure recall, FTS-backed search, and prevention snippets for AINL hosts—bounded to ainl-* crates and ainl-contracts at the public API edge.
- Repository: https://github.com/sbhooley/armaraos
- API reference: https://docs.rs/ainl-failure-learning
Pairs with ainl-memory for durable recall of prior mistakes and mitigations.
Structured provenance: FailureRecallHit carries optional source_namespace / source_tool from FailureNode (e.g. AINL MCP tool failures). format_failure_prevention_block appends them to the _ (source: …)_ line when present so prompts are not dependent on parsing the free-text message.