kimsanguine/AI_PM

# Technical Summary Structures Claude Code (AI agent via CLI) as a complete PM workflow transformation framework—moving PMs from document-heavy processes to problem validation, strategy, and execution orchestration across Discovery → Definition → Delivery → Growth cycles. Uses human-in-the-loop architecture with MCP integrations (Notion, Linear, Slack, GitHub) for cross-tool automation, custom subagents, and reusable skill templates (CLAUDE.md, SKILL.md) to enable PMs to prototype directly and drive data-informed decisions. Targets product managers 0–7+ years experience across Junior/Practitioner/Lead pathways with progressive complexity—from CLI basics to advanced multi-agent parallelization, observability (Helicone/LangSmith), and AI-native product strategy.