Let's talk.
If you are building LLM systems that have to hold up in production, or the evaluation and platform work underneath them, I would like to hear about it. Email is the fastest way to reach me.
What I'm looking for
- Role
- Lead or Principal — production LLM systems, evaluation and reliability, and the distributed platforms they run on
- Work model
- Remote (US), or hybrid in Dallas–Fort Worth
- Based
- Fort Worth, TX · US Central
- Overlap
- A full workday with US Eastern and Pacific; mornings with UTC+0 to +2
- Reply window
- One business day
Good reasons to email me
- You have an LLM feature that works in a demo and you need it to survive regulated production: data classification, model risk, an on-call rotation.
- You cannot tell whether a model, prompt or schema change made your system better or worse, and you want the harness that answers it.
- You want to talk about agent tooling and MCP, or about anything in boost.
What happens after you email
- You send anything from one line to a full role brief. No form, no template, no screening questionnaire.
- I reply within one business day. Usually with a direct answer rather than a request to schedule a call.
- A 20-minute call if there is a fit. I will have read the job description and whatever your team has published.
Questions people ask
What have you actually run in production, versus explored?
In production: the document-intelligence pipeline and its evaluations, MCP integrations across Jira, Confluence and GitHub, and eleven years of distributed systems behind them.
Not production: no vector database, and no LangChain or LangGraph beyond a hackathon prototype. The guides in the Library label reference designs as reference designs, and Cerebro is an independent research project, not employer work.
Can I see code?
boost is open source: a from-scratch BM25 retrieval engine in standard-library Python, an MCP server, and a CI gate that scores retrieval on recall@k, MRR and nDCG@k against a graded golden set. The committed baseline is at evals/baseline.json.
Are you open to contract or advisory work?
My focus is a full-time lead or principal role. Ask anyway if the problem is interesting — the worst outcome is that I point you at someone better suited.
Do you need visa sponsorship?
No. I am authorised to work in the United States without sponsorship.
Not ready to email?
Reasonable. Here is the work itself — each of these answers a different question about how I build.
How I explain a system to the engineers who have to run it. Start with the pgvector guide, written twice: plain English and engineering.
Open source boostA CLI and MCP server whose retrieval engine is gated in CI on recall@k, MRR and nDCG@k. The evidence that I ship evaluation, not just talk about it.
Independent project CerebroPromotion gates for an autonomous trading system. No strategy reaches capital until it clears four of them, including a human sign-off.
Either way, thanks for reading this far. — Jonathan