GitHub AES: the work after the agent finishes
Faster agents can leave slower handoffs. A practical take on GitHub AES: review capacity, enforced stopping points, and evidence from production.
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Faster agents can leave slower handoffs. A practical take on GitHub AES: review capacity, enforced stopping points, and evidence from production.
Faster agents can leave slower handoffs. A practical take on GitHub AES: review capacity, enforced stopping points, and evidence from production.
A practical 10-check, 20-point scorecard for AI coding agents: test your repository's setup, context, validation, CI, and security guardrails.
Agent Plugins 1.0 removes duplicate packaging when the same skills and MCP servers must work across compatible clients. Here is when that helps and what remains client-specific.
I counted the skill folders across Claude Code, a shared agents catalog, and Copilot on my own machine. 98 total, including seven Google ADK Agents CLI folders pointing at nothing. Here's what a real audit finds and the checklist to run it yourself.
Spec-driven development fixes the 70% problem, but it also adds planning tax, review bottlenecks, and process overhead. Here is how to know when full specs are worth it and when to use a lighter path.
MCP's Enterprise-Managed Authorization extension just went stable. VS Code 1.123 shipped it in Preview with Entra ID support. One OAuth prompt per server is now a policy problem, not a user problem.