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feat: add What Would Chuck Norris Do? (WWCND) anchor at Tier 3 (#438)#445

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raifdmueller:add-wwcnd-anchor
Apr 20, 2026
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feat: add What Would Chuck Norris Do? (WWCND) anchor at Tier 3 (#438)#445
rdmueller merged 2 commits into
LLM-Coding:mainfrom
raifdmueller:add-wwcnd-anchor

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Summary

Accepts @cornelius's re-proposal (#438) of WWCND, which was originally rejected in #426. The re-proposal came with a 16-page empirical validation that genuinely moves the needle — this PR gives that evidence the response it earned.

Tier 3 (★★☆), Category: problem-solving. Scope explicitly marked as a disposition activator (commit to the most direct, effective solution; refuse hedging, premature optimisation, unnecessary ceremony), not a methodology.

Why accept

  • Cross-model convergence is objective and strong: 3 models (Claude Sonnet 4.6, Gemini 3.1 Pro, GPT-5.3 Codex) × 4 scenarios = 12/12 agreement on primary recommendation, with 5 named architectural patterns (Strangler Fig, modular monolith/packwerk, team expertise, regression-for-specific-bug, CI gate) appearing unprompted across all three models.
  • Plain-instruction control rules out "just generic directness": WWCND exceeds a "Be direct. Don't hedge." control condition on engagement (12/12) and insight quality (12/12). Self-scored, but the direction holds consistently.
  • Catalog precedent is strong: Hemingway Bridge is attributed to a single interview; Story Circle to a sitcom creator; MBTI is scientifically contested but reliably activated. WWCND has stronger documented attribution (co-authored book with Chuck Norris himself) and stronger empirical evidence of reliable activation than all three.

Honestly documented limitations

  • Self-scoring: Cornelius was not blind to condition; Engagement/Insight Quality scores carry that risk. The 12/12 recommendation agreement is independent of his scoring and is the strongest signal.
  • Codex non-differentiation: GPT-5.3 Codex activates the decisiveness signal but not the character voice, applying a uniform pragmatic style to all persona anchors. Documented in the anchor text.
  • Bias-for-action overshoot: In Gemini S4, the baseline (no anchor) produced a more nuanced answer than WWCND. The anchor collapses on commitment — useful for paralysis, risky for genuinely calibrated trade-offs. Documented in "Avoid in situations that require calibrated judgment."

Meta-note

WWCND itself was applied to this acceptance decision. Rejecting rigorous empirical evidence while demanding it from future proposers would be the kind of hedge the anchor exists to collapse. Commit, then let Devil's Advocate stress-test it.

Closes #438.

Test plan

🤖 Generated with Claude Code

raifdmueller and others added 2 commits April 20, 2026 12:52
Re-proposal of LLM-Coding#426 by @cornelius, accepted at Tier 3 (★★☆) on the
strength of Protocol v3: 3 models × 19 prompts × N=2 = 114 manually
scored responses demonstrating 12/12 cross-model recommendation
convergence and engagement exceeding a "be direct, don't hedge"
control condition.

Scope explicitly marked as a *disposition* activator (commit to the
most direct, effective solution; refuse hedging, premature
optimisation, and unnecessary ceremony), not a methodology.
Category: problem-solving. Codex persona non-differentiation
documented as a known limitation.

Meta-note: WWCND itself was applied to the acceptance decision —
rejecting rigorous empirical evidence while demanding it from
future proposers would be the kind of hedge the anchor exists to
collapse. Commit, then let Devil's Advocate stress-test it.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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📒 Files selected for processing (8)
  • docs/anchors/what-would-chuck-norris-do.adoc
  • docs/anchors/what-would-chuck-norris-do.de.adoc
  • docs/changelog.adoc
  • skill/semantic-anchor-translator/references/catalog.md
  • website/public/data/anchors.json
  • website/public/data/categories.json
  • website/public/data/metadata.json
  • website/public/data/roles.json
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@rdmueller rdmueller merged commit 8956814 into LLM-Coding:main Apr 20, 2026
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rdmueller pushed a commit that referenced this pull request Apr 21, 2026
Picks up the 4 anchors merged in #444 and #445 that the previous PRs
did not regenerate (SLAP, Occam's Razor, Code Smells, WWCND).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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[Anchor Proposal]: What would Chuck Norris do? (WWCND) — resubmission of #426 with additional empirical validation

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