organism-conversion-loop
✓Use when building AI-native products where user data can fine-tune performance, when static software fails to improve with usage, or when designing products that learn from interaction
Installation
SKILL.md
A shift from treating product as a static "artifact" to a living "organism" that improves with usage. The core mechanism is a metabolism that ingests data and digests rewards to autonomously improve outcomes.
Core principle: What is the metabolism of a product team to ingest data and improve output?
| Living entity | Product is organism, not artifact | | Metabolism design | Rate of data ingestion matters | | Rewards model | RLHF/Fine-tuning steers outcomes | | Loop focus | Ingestion → Improvement → Deployment |
Use when building AI-native products where user data can fine-tune performance, when static software fails to improve with usage, or when designing products that learn from interaction 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 organism-conversion-loop- Category
- {}Data Analysis
- Verified
- ✓
- First Seen
- 2026-02-02
- Updated
- 2026-02-18
Quick answers
What is organism-conversion-loop?
Use when building AI-native products where user data can fine-tune performance, when static software fails to improve with usage, or when designing products that learn from interaction Source: coowoolf/insighthunt-skills.
How do I install organism-conversion-loop?
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 organism-conversion-loop 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
- {}Data Analysis
- Source
- skills.sh
- First Seen
- 2026-02-02