Researcher Micro Research Agent
A safe educational rebuild of GPT Researcher using fictional source packets and a plan, gather, publish research loop.
Goose Action Planner
A safe educational rebuild of Goose as a LiteLLM-native safety-gated action planner for tool selection and review.
Hallucination Detection Agent
An educational demo of an agent that checks AI responses against source context and flags unsupported or contradicted claims.
Browser Use Web Task Planner
A safe educational rebuild of Browser Use as a fictional page-state planner with local action validation.
PentestGPT Authorized Review Agent
A safe educational rebuild of PentestGPT as an authorized scope, review, and evidence planning agent.
Promptfoo Redteam Eval Agent
An educational demo of a LiteLLM-native evaluation harness that tests AI responses with visible assertions and compact verdicts.
Verification and Validation Agent
An educational demo of a LiteLLM-native agent that checks AI-generated claims against trusted data before output is accepted.
Fabric Pattern Runner
An educational demo of the Fabric pattern library idea as a small LiteLLM-native prompt runner.
Pydantic-AI Governance Agent
Educational demo of Pydantic-AI’s core pattern as a LiteLLM-native governance decision agent with structured validation.
LLM Guard: Building an AI Safety Gateway
A safe educational rebuild of the LLM Guard pattern as a small LiteLLM safety gateway that scans inputs, redacts data, and checks outputs.