AI Automation
RAG/workflow systems, ingestion, retrieval, summaries, scoring, routing, approvals, CRM handoff, auditability, and operator control.
I am strongest where a messy business process needs to become a working system: FastAPI/PostgreSQL backend, AI/RAG workflow, integration adapter, admin/operator surface, Docker/CI path, logs, docs, and runbook.
RAG/workflow systems, ingestion, retrieval, summaries, scoring, routing, approvals, CRM handoff, auditability, and operator control.
FastAPI/PostgreSQL systems, records, roles, workflow state, OpenAPI, tests, Docker, CI, docs, audit/outbox, and adapters.
CRM/ERP/1C/bank/API boundaries, mapping, validation, retries, logs, deployment, health checks, recovery, and runbooks.