Contact Muhammad Ahmad
Open to: remote junior/associate agentic-AI or AI-platform engineering, and contract work on agent systems, automation, or evaluation pipelines. I answer within a day, timezone-wise, because client work trained that reflex.
- hiring? tell me the failure mode you're worried about; my answer is already linked above.
- client work? rrrtx-systems.com has the shop front, pricing shapes, and the calculator tooling.
- WhatsApp/voice? via email first — keeps scrapers off the number and context in writing.
Engineering notes, occasionally — the newsletter.