6 projects
ferpa-haystack
FERPA-compliant document filter for Haystack RAG pipelines — enforces identity-scoped access control before documents reach the LLM
confidence-escalation
Framework-agnostic confidence-gated escalation middleware for LLM agents: multi-signal scoring (logprob, verbalized, tool risk), threshold policies, and escalation handlers for LangChain, CrewAI, AutoGen, and Google ADK.
voice-ai-governance
Compliance enforcement middleware for voice and SMS AI pipelines: warm transfer state management, TCPA/A2P 10DLC SMS compliance, PII scrubbing, confidence-gated escalation, and HIPAA/FERPA/EU AI Act enforcement for Pipecat, LiveKit, and Twilio deployments.
integration-automation-patterns
Reference patterns for reliable enterprise integration, workflow automation, and system-of-record synchronization.
regulated-ai-governance
Comprehensive governance framework for AI agents operating in FERPA, HIPAA, GDPR, GLBA, ISO 42001, and 10+ regulated environments
enterprise-rag-patterns
Cross-industry compliance patterns for RAG pipelines: FERPA, HIPAA, GDPR, NIST AI RMF, OWASP LLM Top 10, and more. Vector store adapters, framework integrations, and audit logging.