Published at ai.shakacode.com
How ShakaCode approaches AI-assisted development: our governance model, industry research, and open-source tooling.
- The Executive Chef Model — How we govern AI-assisted development. Every engineer is an executive chef: use whatever AI tools you want, you own what you ship.
- How 10 Companies Are Governing AI-Assisted Development in 2026 — A survey of AI policies across Shopify, Meta, GitLab, Anthropic, Google/DORA, Amazon, and others.
Our AI development toolkit is a separate repo: shakacode/claude-code-commands-skills-agents. It includes the slash commands, agents, templates, and GitHub Actions that implement the philosophy described here.
This is an open-source repo. If you disagree with something, think we're missing something, or want to share how your team handles AI governance — open a PR or start a discussion.
We're especially interested in:
- How other teams are implementing governance frameworks
- Research we should be citing
- Practical tooling and workflow improvements
- Corrections or clarifications
This site is built with Astro and deployed to Cloudflare Pages.
npm install
npm run dev # Local dev server at localhost:4321
npm run build # Build to ./dist
npm run preview # Preview production buildMerging to main triggers an automatic build and deploy to Cloudflare Pages. The site publishes to ai.shakacode.com.
- Go to Cloudflare Dashboard → Workers & Pages → Create → Pages → Connect to Git
- Select the shakacode/ai-strategy repository and authorize access
- Configure the build settings:
- Project name:
ai-strategy - Production branch:
main - Framework preset: Astro
- Build command:
npm run build - Build output directory:
dist
- Project name:
- Under Environment variables, add:
NODE_VERSION=22 - Click Save and Deploy — Cloudflare will build and publish the site
- To use a custom domain (
ai.shakacode.com): go to Custom domains in the Pages project settings, addai.shakacode.com, and create the CNAME record it provides in your DNS
ShakaCode is a consultancy specializing in AI-augmented Ruby on Rails and React development. We're the company behind React on Rails and the ShakaCode open-source ecosystem.
If your team is navigating AI-assisted development and could use experienced partners, reach out.