I work with stakeholders to turn ambiguous business problems into useful products and stay involved through architecture, code, evaluation, and production acceptance.
01 / Practice
CONTEXT
I find useful business problems with stakeholders, shape the product, build it, and stay involved through acceptance.
Useful model output depends on context, tool boundaries, state, evidence, and clear interfaces.
The implementation covers retrieval, ranking, agent workflows, evaluation, observability, privacy, and production verification.
02 / Systems
I take product work through production verification.
That includes product framing, architecture, code, evaluation, and commercial constraints.
Role
Chief AI Engineer
Mode
Builder + seller
Span
Product to runtime
03 / Record
Selected evidence
Product launchPublic / linked
Seld
Launched Seld, a local-first, open-source AI chief of staff that keeps open work, decisions, evidence references, and next actions in plain files so agent sessions can be replaced without losing the outcome. I built the product architecture, deterministic continuity layer, public site, and evidence-led release process.
Released codex-multiprovider 0.1.0 alpha, which lets Codex use Kimi K3 and experimental Claude routes through an external CLI bridge. It includes fail-closed routing, a gated continuity preview for provider exhaustion, Fable review, and private ChatGPT Pro handoffs without changing the signed app.
Python / Codex CLI / Provider routing / Local continuity
Diagnosed a Claude Code 2.1.0 release crash, traced it to semver parsing of a dated changelog header, and submitted a minimal repair. Anthropic confirmed the fix and closed the report.