Tell me what you’re trying to build.
Bring a specific problem, or describe the frontier workflow you want to unlock. I’ll map the multi-agent system, RAG/data pipeline, automation layer, product design and DevOps path to ship it.
Operating model
Systems-first AI engineering, from brief to production.
The portfolio is built around frontier AI work: senior multi-agent orchestration, dreaming/simulation loops, RAG and data pipelines, agentic automations, product interfaces and production operations that can be inspected directly. The leverage comes from a swarm of agents that researches, codes, reviews and ships in parallel, so a single AI Engineer can move with the cadence of a compact studio.
See the methodWhat I do
Five ways I turn frontier AI into shipped systems
From senior-level multi-agent systems and dreaming loops to full multi-cloud products — AI engineering first, with data engineering, design and ops under one roof.
Frontier Multi-Agent Systems
Senior-level orchestration for agents that plan, dream, act and self-review.
I work at a senior level in multi-agent architecture: orchestrators, specialist sub-agents, tools, memory, state, evals, dreaming/simulation loops and auditable decision logic. Not a chatbot — a frontier AI system that does the work.
- Orchestrator + specialized sub-agents (LangGraph)
- Tool calling, memory and state management
- Dreaming/simulation loops, self-review and evals
- Parallel execution tuned for cost and latency
RAG & Data Engineering
Pipelines that make your data usable for AI.
Retrieval and data pipelines that turn messy sources into trustworthy AI systems: ingestion, modeling, chunking, embeddings, hybrid search, re-ranking and citations — so the model stops guessing.
- Ingestion, modeling and quality checks
- Chunking + embedding pipelines
- Hybrid (vector + keyword) retrieval & re-ranking
- Cited, grounded answers with eval harness
- Vector DB and Postgres setup (pgvector, Pinecone, Qdrant)
Multi-Cloud & DevOps
Shipped, scaled and observable.
I deploy and operate AI workloads across GCP, AWS and Azure: containers, serverless, CI/CD, infra-as-code and observability. The system runs reliably and you can see exactly what it’s doing.
- Containerized deploys (Docker, Cloud Run, ECS, AKS)
- CI/CD pipelines and infra-as-code
- Secrets, cost guards and rate limiting
- Logging, tracing and alerting for LLM apps
Frontier Automations & Skills
Agentic workflows that replace manual drag with self-running systems.
I turn repetitive operations into frontier automations: event-driven workflows, agentic skills, tool-calling systems, triggers, monitors and escalation paths that plug into the tools you already use.
- Reproducible, versioned agentic skills
- Scheduled & event-driven automations
- Integrations with tools, APIs, monitors and alerts
- Docs and handoff so it lives in your stack
Full AI Product Design & Build
The whole thing — UX, code and the AI inside.
When you need the complete product: I design the interface, build the full-stack app and embed the AI so it feels like one coherent thing. Design taste and engineering depth from the same person.
- Product & UX design (Figma → shipped)
- Full-stack build (Next.js, TypeScript, APIs)
- AI features embedded natively in the UX
- From prototype to deployed, polished product
Selected work
Systems, agents and products I’ve built
A selection of frontier AI systems I designed and engineered end-to-end — from RAG knowledge engines to autonomous agent swarms, simulations and automations.
Personal Agent Swarm
My own frontier agent system: an orchestrator delegates research, coding, review, publishing and dreaming/simulation loops to specialized sub-agents running in parallel. It’s how I ship like a studio of one.
RAG Knowledge Engine
A retrieval engine over large, messy document sets. Hybrid search and re-ranking return grounded, cited answers — with an eval harness that catches regressions before they ship.
Inbox Spend Tracker
An agent that scans an inbox daily, detects every purchase and recurring charge, normalizes currency and pushes spending into a personal dashboard. Read-only, zero spreadsheets.
By the numbers
A track record, not just a title
Let’s build
Have an idea that needs AI to actually work?
Tell me what frontier workflow you want to build. I’ll bring multi-agent architecture, automations, data pipelines, product design, DevOps and a swarm of agents to ship it.