stale-data

Your agent's most expensive failure is not forgetting. It is confidently remembering the old answer. inspeximus retires a corrected fact by key, takes the correction back on command, and leaves a receipt you can verify. Long-term memory for AI agents: one zero-dependency Python file, MCP server for Claude Code, Cursor, Windsurf, Codex and Cline.

Soft expiry cache plugin

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for F#.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for Haskell.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for OCaml.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for Rust.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for TypeScript.

A benchmark for outdated retrieval in LLM memory under temporal drift, with a recency-reranking baseline.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for Swift.

React demo showcasing resilient async UI patterns: loading, error, empty states, refresh failures, and stale data handling with reducers.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for Kotlin.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for C#.

Typed validated values, explicit trust transitions, exhaustive confidence levels, and per-value TTL freshness for Scala 3.