Production LLM systems
Multi-agent workflows, RAG with explicit grounding and hallucination guards, structured tool-use — built with the operational discipline that keeps them working past the first demo.
Senior engineer · LLM applications
Engineering judgment for LLM applications, agentic systems, and backend platforms that need to hold up in production.
I design and ship multi-agent LLM workflows, governed AI collaboration systems, and the backend platforms underneath them — with the operational discipline that keeps real systems working past the demo.
Multi-agent LLM workflowsGoverned AI collaborationBackend architecture and platformsModernization in messy environments
Focus areas
- Production LLM applications and RAG systems
- Multi-agent orchestration and tool-use design
- Backend platforms and system modernization
- Operational discipline for AI-adjacent software
Positioning
Strongest where AI ambition meets the engineering discipline to ship it.
Governed AI collaboration
Memory and context discipline, human approval gates, structured handoffs between specialist agents, auditable batch protocols. The opposite of autonomy theater.
Backend depth that compounds
Seventeen years of payments, messaging, and platform modernization underneath the AI work — so the system underneath the model actually holds up.
Selected work
Featured case studies and recent project work.
FeaturedNext.js 16React 19TypeScript
Draft Foundry
Role: Architect & Builder
System: Multi-tenant content product for B2B hospitality · object-model law, tenant and property isolation
A multi-tenant content product for B2B hospitality, built behind a governed multi-agent operating system, with a hard ob…
FeaturedPHPLaravelRedis
WhatsApp Messaging Orchestration System
Role: Architecture / Backend Lead
System: Lifecycle messaging workflow orchestration system · idempotency, concurrency control
A flow-based backend system for CRM-driven WhatsApp lifecycle messaging, built with queues, scheduling, tracking, idempo…
FeaturedPHPLaravelNext.js
Outgoing Payments System
Role: Architecture / Backend Lead
System: Outgoing payments reporting and operations platform · idempotency, locks
A business-critical outgoing payments and reporting system that unified multiple payment sources behind one admin surfac…
Writing
Recent writing that reinforces depth, clarity, and judgment.
EngineeringMay 27, 202610 min read
Building AI Tools That Refuse
An AI job-triage tool I open-sourced this week, and the case for designing AI tools around what they refuse to…
EngineeringJun 16, 202610 min read
Not All Nondeterminism Is Temperature
My classifier flickered on identical input — so I voted harder, like the last post taught me. It kept flickeri…