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feat: add migration benchmarking + terminal-forward README#3

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forkadarshp merged 1 commit into
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feat/benchmarking
May 28, 2026
Merged

feat: add migration benchmarking + terminal-forward README#3
forkadarshp merged 1 commit into
mainfrom
feat/benchmarking

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Add an optional, opt-in benchmarking capability that quantifies a migration with measured evidence instead of assertions.

Skill changes:

  • Ask once in Phase 0 whether the user wants pre/post benchmark stats in the evidence report; capturing the baseline later is impossible, so it is gated up front.
  • Three-arm methodology wired into the existing phase boundaries:
    • Arm A (baseline: old model + old prompts) captured in Phase 0, pre-edit
    • Arm B (naive swap: new model + old prompts) captured mid Phase 4, after runtime edits but before prompt tuning -- the honest raw-model control
    • Arm C (new model + enhanced system) captured in Phase 5
  • New references/benchmarking.md: dimensions (quality, output-contract, tool calling, latency, cost, safety, robustness), composite scoring, honesty rules, and leaderboard format.
  • Phase 6 report gains an optional Benchmark Results section; anti-patterns and the validation checklist updated; validate_skill.py now requires the new doc.
  • examples/example-output.md shows a filled three-arm leaderboard (clearly labelled illustrative).

README:

  • Replace the bland Problem/Solution prose with a terminal-style hero session contrasting the naive find/replace swap with the ModelPort migration.
  • New "Benchmark your migration" section with an illustrative leaderboard and a link to the methodology; benchmark added to the feature table, why-teams list, expected-output list, repo structure, and roadmap.

All benchmark numbers in docs are illustrative and labelled as such; latency and cost are described as measured-not-assumed. validate_skill.py passes and markdownlint is clean across all 25 markdown files.

Pull Request

Summary

Describe what changed and why.

Type of change

  • Bug fix
  • New feature
  • Docs update
  • Refactor

Migration relevance

  • API/runtime compatibility
  • Prompt behavior
  • Agent/tool behavior
  • Tests/docs sync
  • Open-source packaging or discoverability
  • Breaking changes

Validation

  • python3 scripts/validate_skill.py .
  • Local checks completed
  • Relevant examples/docs updated
  • No unrelated changes included

Notes for reviewers

Anything reviewers should focus on.

Add an optional, opt-in benchmarking capability that quantifies a migration
with measured evidence instead of assertions.

Skill changes:
- Ask once in Phase 0 whether the user wants pre/post benchmark stats in the
  evidence report; capturing the baseline later is impossible, so it is gated
  up front.
- Three-arm methodology wired into the existing phase boundaries:
  - Arm A (baseline: old model + old prompts) captured in Phase 0, pre-edit
  - Arm B (naive swap: new model + old prompts) captured mid Phase 4, after
    runtime edits but before prompt tuning -- the honest raw-model control
  - Arm C (new model + enhanced system) captured in Phase 5
- New references/benchmarking.md: dimensions (quality, output-contract, tool
  calling, latency, cost, safety, robustness), composite scoring, honesty
  rules, and leaderboard format.
- Phase 6 report gains an optional Benchmark Results section; anti-patterns and
  the validation checklist updated; validate_skill.py now requires the new doc.
- examples/example-output.md shows a filled three-arm leaderboard (clearly
  labelled illustrative).

README:
- Replace the bland Problem/Solution prose with a terminal-style hero session
  contrasting the naive find/replace swap with the ModelPort migration.
- New "Benchmark your migration" section with an illustrative leaderboard and a
  link to the methodology; benchmark added to the feature table, why-teams
  list, expected-output list, repo structure, and roadmap.

All benchmark numbers in docs are illustrative and labelled as such; latency and
cost are described as measured-not-assumed. validate_skill.py passes and
markdownlint is clean across all 25 markdown files.
@forkadarshp forkadarshp merged commit a630a30 into main May 28, 2026
1 of 2 checks passed
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