I’m a senior software engineer focused on production AI systems, where I connect LLM APIs to retrieval pipelines, structured CRM data, and workflow tooling so the output is grounded and dependable for real GTM use. What makes me unique is how I build the full loop: agent orchestration and tool calling, production chat/email interfaces, and evaluation/monitoring on real customer interactions to reduce failure modes over time. I enjoy translating business intent into safe tool schemas and workflow steps, then hardening the backend (retries, idempotency, structured logging) so teams can trust the automation day to day.
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