Research

Engineering insights, conference talks, and benchmark results.

Blog Beyond Prompt and Pray: The GMS Methodology, End to End

A methodology walkthrough for model risk and engineering teams — why prompt and pray isn't reliable, the three pillars that replace it and a governed banking-complaint agent built one layer at a time.

workshop gms methodology governed-agents model-risk

Blog Knowlytix 1.0: The Geometric Memory System Is Now Stable

The whole family is live on PyPI at 1.0 — a stable release with a settled API. One command installs it all.

release gms pypi stable geometric-memory-system

Blog Forge and Proof: Putting AI Agents Into Production You Can Defend

A half-day, hands-on workshop for model risk and compliance leaders. ForgeLoop builds governed agents; ProofLoop proves them — both on the Geometric Memory System.

workshop model-risk compliance forgeloop proofloop gms

Paper KAL: Connecting Knowledge Graphs to Geometric Memory Systems

knowledge-graph geometric-memory-systems federated-retrieval agentic-ai model-risk

Paper GPU-Accelerated Gradient-Based Space-Filling Design with an Application to Systematic Evaluation of Large Language Models on Financial-Regulatory Documents

space-filling-design design-of-experiments gpu llm-evaluation financial-documents

Blog How to Test an AI Agent Without Writing a Single Test

If the document already has the answers, why is a human grading the agent? Essay 2 in the series on validating agentic AI systems.

agent-evaluation knowledge-graph design-of-experiments verification LLM-as-judge

Paper When the Judge is Wrong: Measuring LLM-as-Judge Reliability Against Graph-Verified Ground Truth in Financial Documents

llm-as-judge evaluation knowledge-graph financial-documents model-risk

Paper FinStructBench: A Benchmark for Structured Information Retrieval from Financial Documents Using Graph-Verifiable Questions

benchmark knowledge-graph financial-documents structured-retrieval regulatory-compliance

Blog The Missing Layer Between RAG and Production

RAG solved retrieval. Guardrails solved safety. What's missing is a governed harness — and regulated industries can't ship without it.

verification RAG compliance LLM regulated-industries