
Forward Deployed AI Engineer
San Francisco
I build developer platforms and agentic systems.
Python · PyTorch · TypeScript · React · Next.js · Node · Claude API · OpenRouter · MCP · Claude Code · LangGraph · Postgres · Docker · Kubernetes · Vercel · Modal · Solana
Sections
Solutions
17 solutionsWhat I have built and the problem each one solves: APIs, SDKs, MCP servers, production LLM applications and client products, each set out as problem, solution, analysis and result.
Verafy Swarm ExplorerLineage
Verafy Harness
Prompt Guard
DevRadar
Looper
SVMLLMVerafy
Writing
Notes from building and shipping AI systems: agents, evals, LLM-as-judge and production rollout.
Latest: The Rise of the Forward Deployed Engineer
17 essays
Experience
- VerafyFounding Engineer. Built and run the public API, the TypeScript SDK and MCP server, and the production LLM apps behind them, including Swarm Explorer, which routes a claim to 250+ models.
- AnzaCore Engineering Developer Relations. Operator-facing work on the Agave validator client for Solana, turning validator feedback into engineering priorities.
- SagaHead of Developer Relations and Ecosystem. Built the function from the first hire. Founded the Saga Innovator Program: 224 projects onboarded in under 12 months.
- NVIDIADevRel Engineer, Edge Computing. Embedded with 50+ edge AI startups, taking MLOps and computer vision workloads into production on Fleet Command. Shipped 50+ Helm chart templates for self-serve deployment.
- ArmDirector, Developer Relations and Ecosystem. Founded the Arm Innovator Program. Designed an Arm-based autonomous vehicle reference architecture with ADLINK.
- IntelDevRel Engineer and Technical Evangelist. Built the AWS IoT, Google IoT and Azure IoT developer kits with sample code, and shaped Intel Joule from 50+ CTO interviews.
Highlights
- Forward-deployed deliveryScoping and integration inside customer engineering teams, production rollout, runbooks, debugging someone else's stack, onboarding and enablement, executive and stakeholder communication
- Developer platformAPI design and versioning, SDK development, MCP servers, developer documentation and reference implementations, sample code, self-serve onboarding, sandboxes, CI for developer releases
- Production LLM applicationsMulti-model routing and fallbacks, cost and latency control, caching, rate limiting and metering, credit systems, prompt-injection defense
- Agentic systemsAgent orchestration, tool use, multi-model juries and consensus, commit-and-reveal protocols, failure handling, harness engineering
- Evaluation and measurementLLM-as-judge juries, eval harness design, scoring and calibration, regression suites, reproducibility and provenance, benchmark construction, red teaming
- AI securityPrompt-injection defense with published benchmarks, untrusted-input normalization, tool-access locks for agent juries, commit-and-reveal voting, security fuzzing, red teaming
- Languages and frontendPython, PyTorch, TypeScript, React, Next.js, Node.js, Swift, React Native, iOS, Android
- Infrastructure and DevOpsVercel, GitHub Actions, Hetzner, Coolify, DigitalOcean, Docker, Neon, Postgres and Prisma, Inngest, Modal, Ansible, Helm, Kubernetes, validator operations
Selected writing
All writingThe Rise of the Forward Deployed Engineer
Forward deployed engineer postings are up 729% year over year. The interesting word in the title is not deployed. It is forward: the work arrives before the customer asks for it.
Verafy Harness Is an AI Validator Anyone Can Run
Verafy Harness wraps one AI model in everything a validator does, for Verafy Chain, a concept chain where contracts are written in words and there is no token. Five labs' models have already sealed a block together.
Constructing Your Own Agent Host
Building a secure environment to host multiple agents, and making it simpler to manage security and access to all the APIs they need.
EVMLLM and SVMLLM Run Smart Contracts on Transformer Weights
Two Verafy research demos. SVMLLM puts a small Solana VM inside hand-set transformer weights. EVMLLM runs a small Ethereum VM on a computer compiled into transformer layers. Both match their reference VMs on every test so far.
Introducing Lineage: A Family Wikipedia Built by AI Agents
How a 3.5-hour interview with my dad turned into a 236-page book, and then into an open-source platform for mapping your own family history.
