𝗘𝗨 𝗔𝗜 𝗔𝗰𝘁 via Example!

The 𝗘𝗨 𝗔𝗜 𝗔𝗰𝘁 is no longer something to “prepare for someday.” Key provisions have already started applying, including the transparency rules from 2 𝗔𝘂𝗴𝘂𝘀𝘁 𝟮𝟬𝟮𝟲. And one point is especially important for 𝘀𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝘀: 𝗬𝗼𝘂 𝗱𝗼 𝗻𝗼𝘁 𝗻𝗲𝗲𝗱 𝘁𝗼 𝘁𝗿𝗮𝗶𝗻 𝗼𝗿 𝗯𝘂𝗶𝗹𝗱 𝗮𝗻 𝗔𝗜 𝗺𝗼𝗱𝗲𝗹 𝘁𝗼 𝗯𝗲 𝗮𝗳𝗳𝗲𝗰𝘁𝗲𝗱 𝗯𝘆 𝘁𝗵𝗲 𝗔𝗜 𝗔𝗰𝘁. 𝗜𝗳 𝘆𝗼𝘂𝗿 … Read more

The Compiler Should Be Part of the AI Context, Not Just the Build Pipeline

For a while, when we talked about making developer tools “AI-native,” we mostly meant making them easier for an agent to call. Expose an API. Add an MCP server. Give the agent access to the repository. Let it run tests, execute commands, inspect logs, call external tools. All of that is useful. But it’s still … Read more

From Skill Generation to Skill Qualification: An Overview on Waza and skill-validator

Skill Review Is the New Code Review We’ve normalized code review. Most teams won’t merge a PR without at least one pair of eyes on it. But here’s what many teams haven’t caught up to yet: today it’s not just code that shapes what ends up in production. It’s the skills, prompts, and instructions that … Read more