Narrow the authority
Models interpret and generate; deterministic software decides what may execute.
MUHAMMAD ATASHI
I engineer the boundary between model capability and software authority.
AI infrastructure and AI systems engineering are the primary identity. ML platform and LLM engineering are the supporting depth.
The work concentrates on inference economics, behavioral evaluation, agent authority, runtime execution integrity, evidence governance, and operational reliability.
OPERATING MODEL
Engineering discipline around probabilistic systems.
Design the failure state
Retries, unknown outcomes, stale policy, missing evidence, and partial execution are first-class architecture.
Make claims falsifiable
Evaluation gates must be able to reject the preferred result.
Keep boundaries visible
Private source, client IP, synthetic evidence, and unsupported generalizations stay explicit.
CONTACT