unstuck-scaling
✓Use when AI agents frequently hit dead ends, when reliability is the main constraint on scaling utility, or when general model improvements don't solve specific blockers
Installation
SKILL.md
A systematic approach to improving AI reliability by treating "getting stuck" as the primary bottleneck. Instead of broad improvements, painstakingly identify specific failure modes and create tight feedback loops.
Core principle: Address specific bottlenecks, not general intelligence.
| Specific blockers | Identify exact points where AI fails | | Quantitative tuning | Measure stuck rates, not vibes | | Fast feedback | Rapid iteration on fixes | | Bottleneck focus | Specific roadblocks > general intelligence |
Use when AI agents frequently hit dead ends, when reliability is the main constraint on scaling utility, or when general model improvements don't solve specific blockers Source: coowoolf/insighthunt-skills.
Facts (cite-ready)
Stable fields and commands for AI/search citations.
- Install command
npx skills add https://github.com/coowoolf/insighthunt-skills --skill unstuck-scaling- Category
- </>Dev Tools
- Verified
- ✓
- First Seen
- 2026-02-02
- Updated
- 2026-02-18
Quick answers
What is unstuck-scaling?
Use when AI agents frequently hit dead ends, when reliability is the main constraint on scaling utility, or when general model improvements don't solve specific blockers Source: coowoolf/insighthunt-skills.
How do I install unstuck-scaling?
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/coowoolf/insighthunt-skills --skill unstuck-scaling Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor
Where is the source repository?
https://github.com/coowoolf/insighthunt-skills
Details
- Category
- </>Dev Tools
- Source
- skills.sh
- First Seen
- 2026-02-02