I work at the intersection of language, perception, and systems.
I analyze outputs beyond surface correctness — focusing on structure, coherence, intent alignment, and failure modes.
I am not optimizing for volume.
I am optimizing for signal.
— Detect hallucination patterns
— Identify semantic drift
— Evaluate instruction adherence
— Rank outputs by signal strength
— Analyze tone / intent mismatch
Fragment 01
Fails progressive abstraction → user cannot retain concept
Signal: weak
Fragment 02
Emotion missing → persuasion objective collapses
Signal: partial
Fragment 03
Over-compressed → destroys clarity
Signal: distorted