AI Automation
RAG, transcript/document workflows, scoring, routing, approvals, human review, Telegram, n8n, and CRM actions.
I build working business systems: FastAPI/PostgreSQL backends, AI/RAG workflows, transcript and call analysis, approval flows, integration adapters, Docker/CI release paths, health checks, docs, runbooks, and recovery procedures.
RAG, transcript/document workflows, scoring, routing, approvals, human review, Telegram, n8n, and CRM actions.
Python, FastAPI, PostgreSQL, workflow state, OpenAPI, tests, Docker, audit/outbox, and adapter boundaries.
Explicit contracts, mapping, validation, retries, idempotency, logs, rollout notes, and recovery paths.