Machine Learning Algorithms & Natural Language Processing

Sep 8, 2026 · R&D Management

Anthropic Labs: 20 People, 2-Week Cycles, 80% Failure Rate — How Claude Code Emerged

Anthropic's 20-person Labs team uses two-week evaluation cycles to incubate products like Claude Code and MCP, accepting a 20-30% success rate while graduating viable projects to independent teams once they exceed four members, creating a Bell Labs-style engine for turning frontier model capabilities into commercial tools.