AI PM Playbook

AI PM Workflows & Practices

• 🔥 Claude Code as PM: Details 12 workflows from 4 months using Claude Code as a PM, including dropping transcripts...

Harvard study reveals AI systems outperform human doctors in emergency room diagnosis, with higher accuracy in identifying patients. Sets key benchmark for AI health product metrics and validation.

Offline AI empowers founders to build lean systems privately—no data shared, no internet required.

• Privacy first: Local LLMs handle content...

Proven steps to confirm demand signals before AI MVP builds:

• Validate problem: Interview 10-15 real users for repeated pain points and willingness...

• Ditch vibecoding pitfalls: Quick AI ships hit walls and require rewrites—opt for structured AI Code Agency approaches instead.
• Avoid AI slop in...

• POWER Framework structures AI-native PM workflows: Possibilities, Opportunities, Workflow, Engineering, Reflection—starting from discovery phase...

Trend alert: Recent AI products highlight engineering philosophy, product instincts, and rapid deployment as growth drivers for PMs.

• Granola's...

Long-term AI strategy lesson from TDK Ventures' Nicolas Sauvage: Spot bottlenecks 4 years out for sustainable edges.

• Early Groq win: Backed...

Founder-PM warning: AI trends reveal execution traps beyond building.

• TCO Blowups: MVPs cost $50-100K, production systems 3-5x more—enterprise TCO...

Founder-PM playbook from Aestim.ai's Dylan Hughes on leveraging AI agents for massive impact with a tiny team:

• Lean scaling: 3 co-founders build...

AI Native PM Masterclass

• 🔥 HelloPM Day 1: The AI Native Product Manager masterclass covers the product development cycle, POWER Framework for...

Early MVP preview of Horrazon AI, a scalable business intelligence platform:

• Analyzes large-scale data to generate actionable insights and automate...

Key trend in production-ready agentic systems:

• 52 Weeks roadmap transforms beginners into builders of autonomous agents, emphasizing RAG,...

• Become AI-native: Use POWER Framework (Possibilities, Opportunities, Workflow, Engineering, Reflection) to rebuild PM workflows around AI.
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Essential guide for AI PMs scaling products:

• Separate prefill/decode: Prefill is compute-bound; decode memory-bound—mismatch tanks performance.
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Hands-on 50-min live coding session for building production chatbots – ideal for AI SaaS founders:

• Architecture: Frontend + backend setup
• AI...

Disciplined AI Agent Engineering

• 🔥 Engineering Standards as Code: Article describes building an operating system around AI agents with approval...

Claude Code's product chief warns of serious FOMO as rapid AI releases put people on a 'treadmill' – critical for AI PMs managing team pace and roadmaps amid tool frenzy.

Context engineering, not models, bottlenecks reliable AI code gen. Emerging practices channel agents via repo rules and workflows:

• Harness...

Trend alert for AI founders: Models like Claude Mythos and GPT-5.5-Cyber are unearthing decades-old bugs at scale, sparking a patch tsunami.

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