Engineering post by **Addy Osmani**, **Morgan Westlee Lunt**, and **Qing Wang** (the **Claude Code** team, **Anthropic**) on the *claude.dev* blog, published **October 15, 2026**; ~3,200 words. It describes the team's code review flow, in which Claude writes roughly **90%** of the code for Claude Code. From June to September, merged PRs **more than doubled** and the reverted share dropped by **more than 40%**; in Anthropic's monorepo, daily changes rose from **~2,500** (May) to **more than 30,000** (September).
#code review#code review#agentic code review
Addy Osmani · Morgan Westlee Lunt · Qing Wang — équipe Claude Code (Anthropic) ; blog *claude.dev* · catégorie Engineering.
Guide by Augment Code (Paula Hingel) describing how AI agents are restructuring the software development lifecycle (SDLC), stage by stage. Thesis: AI produces **higher throughput at some stages and higher instability risk at others** — a symptom of uneven adoption without redrawing review boundaries. Draws on **DORA 2025**: AI adoption correlates positively with delivery throughput and product performance, but **negatively with stability**. Six stages revisited (Requirements, Design/Architecture, Implementation, Testing/QA, Deployment, Maintenance), three major risks (erosion of the junior pipeline, **circular validation** of AI-generated tests, governance gaps at scale) and three emerging roles (**Intent Engineering**, Agentic DevOps, AI Governance/Assurance). Actionable recommendations: audit one stage before scaling, stress-test governance, make the **specification** central, define explicit rollback policies, redesign the junior role around review.
#SDLC#software development lifecycle#coding agents