Recover Exactly The Omitted Original Bytes Via Receipts

Local-first Context Assurance layer that selects budgeted, query-relevant context for AI agents and compresses it reversibly. Every reduction ships an auditable receipt plus a handle to recover the exact original bytes. Integrates via MCP, proxy, SDK, or agent wrapper.

AI Tools | Python · context-compression · token-optimization