Scaling Anthropic's AI-native SDLC playbook into an agentic software factory
Pavan_Belagatti · x · 2026-10-09
Pavan Belagatti explores turning Anthropic's AI-native SDLC playbook into a scalable "software factory." Key points:
- Agents write code fast, but shipping it is a different problem — delivery needs to be redesigned around agents, with clear artifacts, context, and automated handoffs.
- Anthropic's playbook reframes delivery as an agent-led loop instead of human handoff sequences.
- Operating it across hundreds of repos, multiple tools, and varied approval policies requires a platform layer that serves agents what they need while keeping humans in the loop where it matters.
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