Arc Learning: AI Instinct Evolution FAQs

Question 1

Is the generated code ready for production immediately?

Accepted Answer

The generated files are intended as high-quality scaffolds. While they reflect the logic of the source instincts, users should review and refine the prompts before final deployment.

Question 2

Does generating a skill delete my old instincts?

Accepted Answer

No, source instincts are left in place after evolution. The process is logged to prevent re-evolution, but the original context remains available for the AI's reference.

Question 3

How does the clustering algorithm decide what to group?

Accepted Answer

The skill uses a Jaccard similarity index (threshold >= 0.6) to compare trigger fingerprints and groups them by domain. It requires a minimum of 3 related instincts to form a valid cluster candidate.

Question 4

What is the difference between a generated skill and a command?

Accepted Answer

Commands are generated for workflow and automation domains with high confidence, while skills are the default for general behavioral patterns like coding styles or linting preferences.

Question 5

What are 'instincts' in the context of Arc Learning?

Accepted Answer

Instincts are individual behavioral patterns, preferences, or technical nuances that Claude observes and records during coding sessions. Arc Learning treats these as the raw data for building higher-level abstractions.

Arc Learning: AI Instinct Evolution

主要功能

使用场景

Arc Learning: AI Instinct Evolution

主要功能

使用场景