AnnouncementsFeb 5, 2026Introducing Claude Opus 4.6We’re upgrading our smartest model. Across agentic coding, computer use, tool use, search, and finance, Opus 4.6 is an industry-leading model, often

Build an 'agent reflection' framework that forces LLMs to log their reasoning steps in a human-readable, auditable format before triggering tool calls. This addresses the 'black box' problem by forcing modular step-by-step thinking.

Suggested repo: reflect-chain

"Force your AI to think before it acts, then audit every step."

Estimated effort: 50h