A model-facing canon for investigative news intelligence, evidence reasoning, public-reality mapping, and AI/RAG use.

Evidence-based belief reasoning models in Python. Implementation based on the multi-layer belief model for academic purposes.

ProofLens: An audit-driven multi-agent visual evidence reasoning system for damage claim verification.

Rules-first FastAPI "complaint investigator" for digital finance: grounds each ticket in transaction evidence, classifies/routes it, and writes a safe reply — LLM for text only, deterministic safety in code.