slide-research-proofreader-evolver

name	slide-research-proofreader-evolver
description	Use this skill when you need to proofread research-focused slides, validate claims against primary-source links, avoid hallucinated metrics, and persist repeatable evidence-check history for future cycles.

Slide Research Proofreader Evolver

Overview

Run repeatable evidence-audit cycles for research slides in web/app/slides/SlidesDeck.tsx. Each cycle verifies source-link coverage, emits pass/warn diagnostics per slide, and persists artifacts so later runs can detect regressions or recovery.

Run Cycle

1. Run one cycle:

• python .claude/skills/slide-research-proofreader-evolver/scripts/evolve_slide_research_proofread.py

2. Useful options:

• --min-primary-sources 2 (minimum primary links required per target slide)
• --strict (exit non-zero if any target slide is warned)
• --no-publish (skip mirror output in web/public/docs)

What It Checks

• Target research slides:
  • SlideThreeApproaches
  • SlideMetahumanHow
  • SlideMetahumanIdentityResponse
  • SlideGenerativeHow
  • SlideGenerativeIdentityResponse
  • SlideGenerativeMechanism
  • SlideGenerativeResearch
  • SlideGaussianHow
  • SlideGaussianIdentityResponse
  • SlideGaussianMechanism
  • SlideGaussianCovariance
  • SlideSignalsInteraction
  • SlideCapabilityMatrix
  • SlideAudio2FaceBuildingBlocks
  • SlideWhereIntelligenceLives
  • SlideResearchFrontier
  • SlideConvergenceUpdated
• Presence of SlideEvidenceStrip.
• Count of links from primary-source domains:
  • arxiv.org
  • dev.epicgames.com
  • github.com
  • docs.nvidia.com
  • developer.nvidia.com

Outputs

Local skill outputs:

• .claude/skills/slide-research-proofreader-evolver/references/latest-claim-check.json
• .claude/skills/slide-research-proofreader-evolver/references/latest-report.md
• .claude/skills/slide-research-proofreader-evolver/references/progress.md
• .claude/skills/slide-research-proofreader-evolver/references/history/claim-check-*.json
• .claude/skills/slide-research-proofreader-evolver/references/history/report-*.md
• .claude/skills/slide-research-proofreader-evolver/state.json
• .claude/skills/slide-research-proofreader-evolver/events.jsonl

Published mirrors (unless --no-publish):

• web/public/docs/slide-proofread-latest.json
• web/public/docs/slide-proofread-latest.md

Self-Evolving Contract

Each cycle must:

• Load previous state and previous claim-check result.
• Compute delta (newly_warned, recovered) at slide level.
• Persist updated state, event log, and history snapshots.
• Preserve prior events/history unless explicitly asked to clean them.