stale-data

Your agent's expensive failure is not forgetting. It is confidently remembering the old answer. inspeximus supersedes a corrected fact by key, reverts it on command, and proves GDPR erasure with a tamper-evident audit receipt. Long-term memory for AI agents: a zero-dependency Python file, MCP server for Claude Code, Cursor, Windsurf, Codex, 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 Rust.

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 TypeScript.

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

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

A benchmark for outdated retrieval in LLM memory under temporal drift, with a recency-reranking baseline.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

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 C#.

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