This is a personal space where I write about new use cases, concepts, and technologies as I discover them. Stay tuned for more.
Hardcoding raw LLM APIs creates tight coupling. Just as LSP revolutionized IDE language support, ACP standardizes communication between apps and AI agents — enabling zero-code-change model hot-swapping.
Nobody consistently audits whether code diffs actually satisfy every Jira AC.
story-proof-bot is an open-source GitHub
Action
that does it automatically — using AI to post a structured compliance report on every PR.
Automated GitHub Action that hooks into failed CI/CD pipeline runs, extracts error logs & commit diffs, and streams structured root-cause reports to PR comments via GitHub Copilot ACP.
Enterprise verification bot designed to automate release notes, test verification evidence, and audit trails across Jira and GitHub pull requests.