Technical Blog

This is Comet’s technical blog. Here we will clearly explain the reasons behind each design decision, the thinking behind version evolution, and practical experience in advanced usage.

Table of Contents of the Article

Version evolution

Article	Theme
Comet: More than just Skill	From Skill orchestration to Runtime, Eval, Native and design trade-offs
Comet 0.4.0: Runtime and Product Entry Points	Runtime refactoring, routing context, Skill Creator, Eval, Dashboard
0.4.0-rc.1: Let experience, Project Knowledge and parallel collaboration work together	rc1’s plugin center, Personal Memory, project rules, and Native collaboration

”Native In-depth

Article	Theme
Supervisor Change: Complete a large Native target with multiple sessions	child split, independent session, Codex, Claude Code, integration and final verification

Methodology compared with industry standards

Article	Theme
Comet Compared with Industry practice	Evaluation methodology, runtime and workflow, Skill creation and distribution, with paper-level references attached

Evaluation Methodology (In-depth)

Article	Theme
Why Evaluate Skills	What rubric, pass@k, and pass^k measure and how evaluation guides Skill changes
How does Comet use evaluation to drive Skill evolution	The characteristics of Spec Coding Skill evaluation, the differences from SWE-bench, and open challenges

Video materials

Videos are archived by version. Old videos retain their historical context, while new videos will be placed in the corresponding versions to prevent early demonstrations from being misinterpreted as current version descriptions.

0.4.x
0.3.x
Short video

Comet 0.4.x video overview.

Open it on Bilibili

If the in-site player is unavailable, you can directly open the original video.

Read the 0.4.0 design article

Read the 0.4.0-beta.1 architecture background and feature scope.

Douyin short video entry

Check out the short video introduction. The Douyin page may restrict the playback of iframes within the site, so this area is reserved as an external entry point.

Hope to see more demonstrations?

If you wish to see demonstrations of /comet-any creating skills, comet eval running evaluations or Dashboard troubleshooting, you can raise an issue in the GitHub repository.

Changelog

View the complete itemized changes for each version.

Understand Comet

Start understanding Comet from its core concepts and workflow mechanisms.

Combine Any Skill

Learn how /comet-any generates reusable skills from ideas.

Evaluate any Skill

Quantify the Skill quality with comet eval.

入门

理解 Comet Native

进阶

实践场景

Table of Contents of the Article

Version evolution

”Native In-depth

Methodology compared with industry standards

Evaluation Methodology (In-depth)

Video materials

Open it on Bilibili

Read the 0.4.0 design article

Open it on Bilibili

Douyin short video entry

Hope to see more demonstrations?

More content

Changelog

Understand Comet

Combine Any Skill

Evaluate any Skill

​Table of Contents of the Article

​Version evolution

​”Native In-depth

​Methodology compared with industry standards

​Evaluation Methodology (In-depth)

​Video materials

Open it on Bilibili

Read the 0.4.0 design article

Open it on Bilibili

Douyin short video entry

Hope to see more demonstrations?

​More content

Changelog

Understand Comet

Combine Any Skill

Evaluate any Skill

Table of Contents of the Article

Version evolution

”Native In-depth

Methodology compared with industry standards

Evaluation Methodology (In-depth)

Video materials

More content