Buried in a recent Anthropic research note is one of the more honest sentences a major AI vendor has published this year:
What We Lose When Coding Becomes Reviewing
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I kill -9'd a running AI agent mid-task. It resumed without re-spending a cent.
What crash-resumable budget enforcement looks like when the enforcement state lives in a ledger, not in memory. A walkthrough of the kill-9 -> resume demo.
Your MCP Server Passes Every Test — and Claude Still Rejects the Tool
Our MCP tool passed every server-side test, then Claude refused to call it. A debugging story about outputSchema and what E2E testing MCP actually means.
Why everyone is talking about loop-engineering and how is it changing agentic ai workflows? Claude Code and Web Scraping examples
A couple of weeks ago I published a walkthrough of my agentic coding setup, the plan-first...