Research, Infrastructure & Open Source
Where we experiment with local LLM quantization, zero-hallucination citation algorithms, and lightweight rust/typescript toolchains.
Experimental AI & Local Runtimes
Research Paper: Zero-Hallucination Boundaries in B2B Document Extraction
A technical benchmark evaluating structured JSON extraction precision across local Llama 3 models versus proprietary cloud APIs.
Evidence Score Matrix: Mathematical Provenance for LLM Outputs
Algorithmic framework for real-time verification of generated marketing release claims against git commit histories and pull requests.
MCP SolarBridge: Model Context Protocol Server for Enterprise Databases
An open-source Model Context Protocol (MCP) server enabling safe, schema-aware AI agent queries over Postgres and MySQL databases.
Ollama Sidecar Container Orchestrator for Air-Gapped Cloud Clusters
Automated Kubernetes sidecar operator for deploying and warm-booting local GGUF models inside private Kubernetes VPCs.
Local LLM Evidence Verifier CLI
A fast Rust-based CLI tool to cross-validate generated markdown changelogs against git commit history.
Apple Light Design System UI Tokens for Tailwind CSS v4
Curated design token set and component library implementing Apple 2026 crisp light aesthetics for Next.js applications.