Collective Intelligence Consensus Engine
A LiteLLM rebuild that turns one model call into a small debate board with proposal, critique, adversarial review, and synthesis.
Governance Frameworks
Educational research notes on AI governance, compliance concepts, and risk management. For general information only, not legal, regulatory, compliance, or enterprise advisory guidance.
AI System Governance Intake Agent: Practical Review Desk for AI Systems
An Educationla demo of AI governance intake agent that flags review areas, gathers evidence, and avoids pretending to give legal advice.
Verification and Validation Agent
An educational demo of a LiteLLM-native agent that checks AI-generated claims against trusted data before output is accepted.
Pydantic-AI Governance Agent
Educational demo of Pydantic-AI’s core pattern as a LiteLLM-native governance decision agent with structured validation.
Griptape Governance Pipeline
An educational demo of the Griptape pattern as a LiteLLM-native governance pipeline with policy matching, task memory, and JSON decision checks.
GDPR and CCPA Compliance Agent – Educational Demo
An educational demo of a small privacy screening agent that flags GDPR and CCPA concerns from fictional data activity examples.
Compliance-Driven Agent for AI Code
AI coding agent that plans, tests, writes, and reviews generated code through visible compliance rules.
Explainable AI Agent: Show Your Work
AI agent that scores loan applications and explains exactly why it made each decision, using SHAP, LIME, and counterfactual analysis in pure Python.