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MUNEEB SHAFIQ

SKILLS · 36 · EVIDENCE-LINKED

Nothing here that I can't open the file for.

Each skill links to the projects that use it. Counts come from the case studies, not from me.

Lime = core· ×N = projects, open to list

Orchestration & agent control

Seven skills across five projects. Five are core.

Retrieval & grounding

Seven skills across five projects. One is core.

Gates, provenance & audit

Six skills across four projects. None are core.

Data & pipelines

Eleven skills across eight projects. One is core.

Interfaces & delivery

Five skills across four projects. One is core.

NOT YET

No LLM-output evaluation, no GPU serving, no managed vector index at scale, no distributed tracing. The nearest one is measuring my own verifier. The harness is designed, answer keys anchored to verbatim source strings so a hallucinated location dies to a failed string search, a human adjudicator so an LLM never grades its own output, a held-out split touched once, and building it is what I'm doing next.