Applied AI

We don't just advise on AI — we build it. From clinical decision support systems with 7-layer safety pipelines to multi-agent manufacturing schedulers where AI agents negotiate production capacity, we engineer AI solutions that work in regulated, high-stakes environments. Our work spans healthcare, defense, manufacturing, and enterprise software.

What We Build

Clinical AI Systems

Defense-in-depth safety architectures for regulated medical devices and clinical decision support. HIPAA-compliant data pipelines, pseudonymization, and multi-layer validation for AI outputs that influence patient care.

Multi-Agent Systems

Autonomous AI agents that coordinate through structured negotiation — production scheduling, resource allocation, and workflow optimization. Event-sourced architectures that double as digital twins for what-if analysis.

MCP Servers & Developer Tooling

Custom Model Context Protocol servers that extend AI capabilities — knowledge graphs for codebase understanding, automated PR review with security scanning, and AI-first development workflows.

AI-Assisted Legacy Modernization

Using AI to systematically maintain and modernize complex codebases. Defensive engineering approaches that eliminate failure modes when root causes are unclear — turning unmaintainable systems into manageable ones.

Enterprise AI Integration

Claims processing, fraud detection, underwriting, and member services AI for healthcare. Production optimization and DCAA-compliant audit trails for defense manufacturing. AI-powered analytics and automation for enterprise operations.

AI Safety & Observability

Hallucination detection, bias monitoring, scope boundary enforcement, and consent management. We build the safety layers that let AI systems operate autonomously in environments where errors have real consequences.

Who This Is For

Organizations that need AI systems built, not just planned. Healthcare companies deploying clinical AI. Defense manufacturers implementing AI-powered scheduling. Enterprises modernizing legacy systems with AI assistance. Any organization where AI decisions carry regulatory weight, safety requirements, or compliance obligations.

What You Get

Working AI systems with production-ready safety layers, architecture documentation, observability dashboards, compliance documentation, and the code itself. We deliver implementations, not slide decks.

Ready to get started?

Whether you're starting an AI initiative, navigating compliance requirements, or modernizing legacy systems — we'd like to hear what you're working on.

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