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strands

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The Audited Context Generation (ACG) Protocol prevents AI hallucinations with a dual-layer system. The UGVP layer links every fact to a precise source for verification. The RSVP layer audits the AI's logical reasoning when combining facts. This creates a fully transparent, machine-auditable trail for both source and logical integrity.

  • Updated Jun 13, 2026
  • Python

Production-ready, AI-native agency OS with multi-tenant FastAPI backend, React frontend, Strands-style agent workflows, Sentinel policy scanning, JWT auth, RBAC, project/lead/invoice management, and AWS-ready Docker/Terraform deployment.

  • Updated Jul 29, 2026
  • Python

This package provides a Strands-native “cost guard” layer for AI agents, focused on controlling and attributing LLM and tool spend within Strands-based workflows. It enforces budgets and policies at run time while emitting persistent, OpenTelemetry-style metrics so teams can monitor and optimize cost across tenants, strands, and workflows.

  • Updated Dec 10, 2025
  • Python

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