AI Engineer

Production LLM Systems, Agents, and Evals

Paid delivery: Acuity Real Estate (January to March 2026), bilingual SMS qualification, 500+ inbound leads. Public proof: DocExtract at 95.5% weighted field-level accuracy on a 28-case offline replay; llm-reviewer-path (clone and pytest, no API key); mcp-server-toolkit on GitHub (617 collected tests).

Python and FastAPI Human handoff Offline evaluation Adversarial fixtures GitHub Proof

Why Teams Hire Me

Production Delivery

Public Proof With Real Systems Depth

The reviewer path begins with paid Acuity delivery, then DocExtract evaluation evidence, a no-key clone-and-pytest path, and supporting MCP backend work on GitHub.

Start With Flagship Repos →
AI Infrastructure

LLM Application Systems and Evaluation

Strongest technical areas are Python and FastAPI services, retrieval, structured outputs, tool use, evaluation fixtures, and human handoff.

View public proof →
Reliability

Evaluation and Testing Discipline

Golden evals, adversarial cases, CI gates, prompt versioning, and an 80% DocExtract CI coverage gate make the AI work easier to inspect.

DocExtract on GitHub →

Recruiter Proof

Paid Engagement

Acuity Real Estate

Bilingual SMS qualification for 500+ inbound leads, delivered January to March 2026 with CRM integration and handoff workflows.

GitHub →
Public Proof

DocExtract

95.5% weighted field-level accuracy on a 28-case offline replay, with a 202-case corpus (151 golden, 51 adversarial) and an 80% CI coverage gate.

GitHub →
Public Proof

llm-reviewer-path

Clone, install, and run pytest with no API key. Review eval gates, action boundaries, retrieval failures, and scoping receipts.

pytest No API key
GitHub →
Supported GitHub Repository

mcp-server-toolkit

Python MCP server framework with 617 collected tests, a 30-case adversarial corpus, and support for Python 3.10 to 3.12.

Python MCP 617 tests
GitHub →

Open to Remote Opportunities

AI Engineer, production LLM systems, agents, and evals. Paid Acuity delivery first, then public proof on GitHub (DocExtract, llm-reviewer-path, mcp-server-toolkit). Contract-first, remote, US-based.

Cathedral City, CA · Remote nationwide · Contract-first; also open to remote AI Engineer roles