Production AI & Architecture Review
A focused 2-week deep dive into your prototype or running system: isolating hallucination vectors, rate-limit bottlenecks, state corruption risks, and token cost leakages.
Explore AI Diagnostic SprintAI systems & software architecture
Turn ambitious AI ideas into operable systems.
I help founders, CTOs, and product teams design and deliver AI agents, RAG platforms, intelligent workflows, and cloud-native backends that can survive real traffic, real failures, and real business expectations.
14+ years across enterprise systems, backend architecture, Python and FastAPI, AWS, and production AI delivery.
14+Years designing enterprise systems
AI → CloudArchitecture across the full delivery path
ProductionReliability, security, cost, and observability built in
Structured Engagements
High-leverage architecture services for founders and CTOs.
Every engagement produces concrete technical decisions, code boundaries, and an operating model your engineering team can own long after the engagement ends.
Multi-Agent Runtimes & State Architecture
Designing fault-isolated agent coordination with LangGraph, structured memory contracts, dead-letter retry queues, deterministic guardrails, and human review gates.
Explore Multi-Agent RuntimesHigh-Throughput Backends & Concurrency Safety
Engineering distributed cloud backends with Redis Redlock mutexes, async Celery/SQS workers, ACID database isolation, and Stripe automated ledgers.
Explore SaaS ArchitectureFractional AI Systems Architect & Governance
Senior architectural leadership for funded startups and enterprises: model failover paths via AWS Bedrock, cost governance, observability, and team handoff.
Book Advisory CallA focused engagement
From unclear problem to executable system plan.
Clarify the outcome
Map the workflow, users, constraints, existing systems, and the business result worth measuring.
Design the architecture
Define service boundaries, agent responsibilities, data flows, evaluation, failure paths, and security controls.
Build the critical path
Deliver the smallest production-worthy slice that proves technical feasibility and business value.
Harden and hand over
Add observability, testing, cost controls, documentation, and a roadmap your team can operate after launch.
Start with clarity
Bring me the workflow that should work better.
In 30 minutes, we will identify the strongest solution direction, the risks that matter, and the next practical step.