Tagged agentic coding · show all articles
System cards show resolve rates climbing fast on SWE-bench Verified and Terminal-Bench, but scaffold, effort, and test-oracle strength move a score as much as weights do. The one reproduction holding harness fixed separates OpenAI and Claude by under a point.
Claude Code ships its own permission system, hooks, subagents, and memory files. Each is documented, each has already failed in a specific and traceable way, and each failure is distinct from a generic "AI agent risk."
Claude Code is not a chatbot with a code icon. It is an agentic harness: a loop that calls a model, executes real shell and filesystem operations behind a permission gate, and manages a shrinking context budget one turn at a time.
Crossing whether verification capacity keeps pace with code generation against whether permission and trust models converge on shared standards yields four falsifiable futures for Claude Code and agentic coding tools generally.