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Work / Engineering evidence

Systems explained by outcomes, constraints and architecture.

Each report shows the decision path behind delivered programs, active work, research labs and open-source systems. Generalized client context stays explicit; evidence comes before stack labels.

LLM Systems

01 systems
active / LLM Systems / 2025 -> now

Career Survey Intelligence & Compensation Consistency Engine

Structured extraction and grounded consistency checks made compensation and leveling review explainable.

Constraint Accuracy and auditability matter more than cleverness.

Select a signal node to inspect its operating principle.

  1. ExtractionNormalize free text into structured signals.
  2. GroundingCombine models, rules, and domain constraints.
  3. ConsistencySurface leveling and compensation conflicts.
  4. Human reviewAttach rationales and traceable evidence.
LLM pipeline, consistency detection, optimization, and evaluation engineeringPython / LLM pipelines / Optimization