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Want to learn more about AI-augmented development?

Want to learn more about AI-augmented development?
MarsBased
[Protocol]

Rails & agents.md

Rails AI

While the main AI development landscape is mainly adopting Python and TypeScript as the leading programming languages, Rails is working hard to adapt to the era of AI-augmented development. This kind of file is becoming standard practice as AI-assisted development matures. The idea is that an agent dropping into a large unfamiliar codebase can read this first and immediately know where things live, how to run tests, and what conventions to follow without having to reverse-engineer all of that.

Read the spec on GitHub →
[Guide]

Ai-augmented development guide

If you're starting out with AI-augmented development, you will find our guide helpful. We have published our workflow on our public employee handbook. Check it out!

Visit the handbook →
[Code review]

Anthropic's code-review plugin

Anthropic's code-review plugin is proving to be very useful in some of our projects. You run it locally against a PR (current branch by default), it checks if the PR is eligible (not a draft, etc.), spins up several agents in parallel to review it, and returns the issues scoring above 80. You can then post as comments on the PR.

Explore plugin →
[Tool]

Claude-powerline

We're testing claude-powerline, an enhancer with extra info (git, usage...) that is placed below the prompt area. It has an online editor to customise how it looks / what it shows.

Github
 
[Tool]

Caveman plugin

The caveman plugin is also spreading like wildfire. By compressing Claude's outputs, turning its verbose language into much simpler structures (caveman talk), you're able to save more tokens per request.

Github
[Context]

Mastering context management

We know that context management is key when developing using AI. In this article on X, a Claude engineer shares advice on how to manage context and sessions to find the balance between benefiting from bigger context windows while avoiding context pollution.

Read thread on X →

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