Architecture
Enterprise Cognitive Runtime Platform (ECRP): models propose; FINURA plans, reasons, validates, and records — with optional ML risk scoring and SHAP explanations on financial decisions.
Ten governed stages
Planner · Executor · Critic
Closed loop with policy pause and human-in-the-loop when risk is high.
Refund runtime
/v1/financial-decisions for pilots; public browsers use /demo/refunds only.
refund_risk_v1 + SHAP
Feature-flagged scoring with explainability bars. Demo marks synthetic / illustrative models clearly.
From the ECRP architecture doc
Canonical detail lives in the ECRP repo: docs/architecture/ai-ml-architecture.md (agentic core, ML risk, feature flags, Cloud Run path). This page is the public summary for enterprise buyers.
LangGraph-style stage orchestration behind flags; LiteLLM / Gemini for generation; LlamaIndex + pgvector hooks for retrieval — all fail closed when flags are off.
Scoped bearer tokens, CORS allow-list, rate limits, optional Turnstile, and production docs hiding when FINURA_ENV=production.