Engineering consultancy

Failure analysis and root cause tracing across distributed systems. Evidence-first investigations that convert uncertainty into design decisions.

Systems design for reliability, deployability, and maintainability. Clear interfaces, controlled change, and operational clarity.

Pragmatic AI engineering: evaluation pipelines, safe rollout strategies, and secure integration into production systems.