Software and AI systems for complex operations.

We build backend services, system integrations, and AI workflows with traceable decisions, human review paths, and recovery when automated work fails.


Software and AI systems for operational workflows.

Machine Learning

Predictive Models & Computer Vision

Classification, forecasting, and computer vision pipelines with explicit data, latency, and deployment constraints.

Infrastructure

Model Fine-Tuning & Deployment

Model adaptation and private deployment with versioned artifacts, evaluation gates, and controlled promotion.

Data Pipelines

Unstructured Data & RAG

Document ingestion and retrieval with source attribution, validation, and review paths.

Evaluation

Continuous AI Validation

Evaluation harnesses that compare models, expose regressions, and block releases when evidence is insufficient.


Practical research behind reliable AI systems.

Technical notes from experiments and system work: evaluation harnesses, model-routing tradeoffs, human review paths, and operating patterns for reliable AI systems.


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