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ailee

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AILEE Trust Layer is a deterministic trust and safety middleware for AI systems. It mediates uncertainty using confidence thresholds, contextual grace, peer consensus, and fail-safe fallback—transforming raw model outputs into auditable, reliable decisions.

  • Updated May 10, 2026
  • Python

Unified runtime environment for the AILEE Finance engine, featuring deterministic decision processing, REST API evaluation, WebSocket streaming, real‑time telemetry, metrics collection, advisory endpoints, and hotpath simulation. Built for compliant, high‑integrity financial AI systems.

  • Updated Jul 17, 2026
  • C++

ARP is a system that uses Bitcoin Main Net for orchestration delivering deterministic off‑chain computation, verifiable state transitions, federated learning coordination, and Bitcoin‑anchored recovery guarantees, all operating under explicit and auditable trust assumptions, to help sync architectures with Governance.

  • Updated Jul 18, 2026
  • C++

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