We build software for complex work.
Services
Web Applications & Internal Tools
Purpose-built web applications, administrative interfaces, workflow tools, and operator dashboards.
APIs, Integrations & Backend Systems
Reliable APIs, service integrations, data flows, and backend systems.
Model Fine-Tuning & Deployment
Model adaptation and private deployment with versioned artifacts, evaluation gates, and controlled promotion.
Unstructured Data & RAG
Document ingestion and retrieval with source attribution, validation, and review paths.
Continuous AI Validation
Evaluation harnesses that compare models, expose regressions, and block releases when evidence is insufficient.
Technical Notes
Air-Gapped Model Deployment
Running AI models without internet access: container packaging, offline dependencies, local evaluation, updates, and operational overhead.
AI RiskFailure Budgets for AI Systems
How to define acceptable failure rates for AI components, measure them in production, and communicate risk to the people who approve releases and contracts.
RetrievalRAG Pipeline Design and Debugging
Most RAG failures happen in ingestion, chunking, and retrieval, here's how to find them and what to fix first.