Architecture / Operating systems for intelligence

Make the
whole system
think.

AI runtimes, model operations, identity, and APIs designed as one production architecture.

Live architecture

One mind.
Three operating planes.

Select a system and watch the active path redraw around the engineering intent.

RUN / 01 SYSTEM ONLINE

Orchestrate judgment.

Planner, specialists, scoped tools, eval gate.

Selected systems

Proprietary details stay private. The decisions and their consequences do not.

Applied AI / Multi-agent systems

Problem: Recurring analysis and content workflows needed multi-step decisions, not another brittle scheduled script.
Decision: Planner and specialist agent topologies with scoped MCP tools, n8n orchestration, and an evaluation gate before external action.
Impact: Auditable systems that plan, act, critique, and revise their own work on schedule.

MLOps / Model operations

Problem: Production models degrade quietly as live data moves away from the distributions they learned.
Decision: PSI and KS drift monitoring, automated retraining in CI, versioned models, and explicit promotion gates.
Impact: Model updates become evidence-led engineering events instead of emergency fixes.

Enterprise / Identity

Problem: Fragmented login flows made every channel inconsistent and every migration risky.
Decision: A phased move to a central Okta platform using OAuth 2.0 and OIDC without interrupting daily traffic.
Impact: A shared trust layer across web, mobile, and partner channels.

Enterprise / API platforms

Problem: Tightly coupled services turned every profile change into a shared deployment bottleneck.
Decision: NestJS and TypeScript microservices behind GraphQL, with Couchbase and deliberate caching tiers.
Impact: Independent teams, predictable contracts, and low-latency reads at enterprise scale.

Capabilities / In order of focus

Multi-agent systems with MCP. Claude, GPT, Gemini, and OpenRouter integration. RAG, tool use, prompt engineering, evals, and n8n orchestration.

Training, model versioning, drift monitoring, automated retraining, Docker, CI/CD, GitHub Actions, observability, AWS, and Vercel.

Okta, OAuth/OIDC, NestJS, TypeScript, GraphQL, REST, Couchbase, microservices, and high-traffic identity and profile platforms.

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