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agent-perf-bench

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AgentPerfBench

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AgentPerfBench 2

Adds the Section 4.4 per-layer operational-intensity/capacity-footprint artifacts: analytical JSONs, NCU CSV/report files, figure PDF, table, and README.

Constraint: Submission evidence needs raw NCU provenance plus lightweight paper-facing artifacts.
Rejected: Folding this into the MSE validation PR | roofline evidence is an independent artifact set and should review separately.
Confidence: high
Scope-risk: narrow
Directive: Keep future per-layer roofline artifacts under per_layer_oi_cf/ with README provenance and exact profiler metadata.
Tested: Inspected branch diff; verified upload scope is per_layer_oi_cf only; confirmed directory size is 176 MB across 9 files.
Not-tested: Did not rerun NCU profiling; this PR packages existing artifacts only.