Independent AI and Data Engineering Projects Lisimad Consulting Ltd. —
Building independent AI and data engineering projects, including SIGMA-AETL: a contract-first ingestion workflow using Kafka, n8n, FastAPI/Pydantic, MongoDB, and Docker. Applying specification-driven development, deterministic validation, workflow automation, and optional advisory local LLM diagnostics.