Why we should start a conversation
If you're building the agentic layer that resolves enquiries end-to-end instead of spitting out chat tokens, my work with TypeScript, Antigravity, and tool-calling runtimes is a perfect fit
Goldlabel NX Monorepo
The complete production workspace repository showcasing modular TypeScript architecture, rigorous CI, and full-stack ownership.
@goldlabelapps/agent-layer
Published npm library powering structured tool-calling schemas, deterministic agent runtimes, and observable workflow execution.
At home working shoulder-to-shoulder with founders and founding engineers.
With 20+ years building and shipping software, I don't need hand-holding or spec tickets handed down from product committees. I think in complete systems: from prompt evaluation harnesses and structured tool schemas, to Postgres persistence, audit trails, and WhatsApp/email webhook workers.
What Total Ops needs vs. what I deliver
A 1:1 mapping of your job requirements against concrete senior experience.
Agentic Systems, Not Chat Widgets
Total Ops Requirement
“Tool-using agents that read an enquiry, plan the work, call the right systems and verify the result before anything reaches a customer.”
My Delivery
Actively building autonomous multi-step agent runtimes that compose prompts, validate inputs with schemas, execute tool-calls across APIs, and enforce verification before output delivery.
Full Stack, Real Ownership
Total Ops Requirement
“TypeScript end to end — React and TanStack on the front, server functions, Postgres and queues behind. You ship the feature and you own it in production.”
My Delivery
20+ years of end-to-end software delivery. Complete fluency with TypeScript across React frontends, edge server functions, Postgres relational backends, and background event queues.
Evaluation as a First-Class Job
Total Ops Requirement
“Every action type gets an eval set, confidence thresholds and regression checks. Accuracy work matters here as much as feature work.”
My Delivery
Disciplined testing culture where deterministic eval datasets, confidence thresholds, and automated regression suites prevent hallucinations and ensure safe customer interactions.
Third Engineer Reporting to Founder
Total Ops Requirement
“Direct reporting to the founder with real say over architecture and roadmap. Experience in early-stage teams where scope is decided, not handed over.”
My Delivery
Seasoned independence and founder-level empathy. Able to translate loose requirements into rock-solid technical architectures, communicate directly with clients, and ship daily.
Delivers directly to goldlabel.apps@gmail.com with notification logging.
Open a direct WhatsApp conversation with me on +44 (0)7745 763122.