# #skills-improvement-karpathy Summary

## Overview
Assaf Dagan requested a comprehensive audit of Curious Endeavor's visual skills to identify improvement opportunities. Kitt provided a full skill inventory across Design & UI, Animation & Motion, and Visual Research & Strategy categories, then ran autoresearch to improve the **visual-research** skill—a process for building brand direction boards that translate strategy into visual references.

## Key Decisions & Outcomes

- **Visual Skills Audit Completed:** 15 visual skills mapped across 3 categories; identified `slide-layout`, `frontend-design`, and `responsive-design` as highest-priority improvements
- **Autoresearch Run on visual-research:** 70% → 100% score in 4 experiments with 3 critical fixes:
  - Added mandatory HTML output format (was 0%, now 100%)
  - Hardened Test Question definition to express real tensions (was 80%, now 100%)
  - Applied naming formula to direction names (was 80%, now 100%)
- **Live Proof Built:** v2 skill tested against a real premium children's education brief, producing 3 branded direction boards (Curious Laboratory, Wandering Naturalist, Rebel Workshop) with positioning DNA, test questions, and brand references
- **Before/After Comparison Published:** Side-by-side HTML comparison at `curiousendeavor.com/visual-research/comparison/` showing v1 (text-based, incomplete) vs. v2 (visual, client-ready)

## Active/Open Items

- **Visual Weight Concern:** Assaf flagged that the output is "very heavy, non-visual work" and asked how to improve it further—conversation paused mid-resolution
- **v2 Promotion Pending:** Kitt awaiting final approval to promote `visual-research-v2.md` as the new standard skill

## Key Links & References

- **Comparison Page:** https://curiousendeavor.com/visual-research/comparison/
- **Proof of Concept:** https://curiousendeavor.com/visual-research/proof-of-concept/
- **Improved Skill File:** `skills/visual-research/autoresearch-visual-research/visual-research-v2.md`