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Portfolio polish: validate agent orchestration, reliability, safety, and quickstart #36

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@CoreyLeath-code

Implement the senior-review recommendations: document the end-to-end agent planning, tool, memory, and response flow; add reproducible task evaluations, latency/cost measurements, and failure-case tests; verify tests and CI coverage; expose security-scan evidence; validate a clean-clone quickstart; surface verified metrics near the README top; add project-specific trade-offs around tool errors, loops, context limits, prompt injection, and observability; and fix stale pending items and typos. Acceptance: no invented capabilities or metrics and all commands reproducible.

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