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View all →Governance for the AI Agent Ecosystem on Mobiles
AI agents will soon run on our phones the way apps do today, powered by cloud LLMs and on-device micro models. A marketplace will follow. This whitepaper lays out the skeleton, template, and nine building blocks of the governance framework that ecosystem will need: manifests, trust certificates, runtime gates, risk tiers, audit, and liability.
AI Governance: A Visual Field Guide
How organizations keep powerful, fast-moving AI systems accountable, compliant, and worthy of trust - from first principles to the agentic frontier. A visual guide to frameworks, lifecycle controls, operating models, and governing AI agents.
15 Product Strategy Concepts Every Senior PM Should Master
Two-way doors, the local maximum trap, Goodhart's Law, the strategy kernel, trust debt — fifteen mental models that separate senior product managers from feature-shippers, with the senior move for each.
Product Prototypes
Product Manager's Assistant
21 consulting skills on speed dial - from a raw PM query to a stakeholder-ready deliverable in seconds
How I turned 21 consulting-discipline Claude skills into a web portal any PM can use: each SKILL.md becomes a system prompt, Groq streams the answer, and the output of one skill is designed to be the input of the next.
Product Discovery Toolkit
From raw problem to validated opportunity - in your browser
A structured, PM-first discovery workflow that walks you through Ideation, Value Proposition, and Feasibility - then exports a complete evidence-backed dossier. No account needed. All data stays local.
Simple AI Agent
An AI agent in ~100 lines of Python — no LangChain, no CrewAI, just the four primitives.
How I approached a from-scratch AI agent like a product manager: framing the real problem (frameworks hide the fundamentals), running discovery, scoping a measurable MVP, and building the brain, memory, tools, and agent loop on the raw Anthropic SDK.
Smart Shop
Three AI agents. Seventeen retailers. The best price in under five seconds.
How I built an AI price comparison engine for Australian shoppers — covering the full PM journey from the fake-search problem to a parallel multi-agent architecture deployed on Vercel.
Brand Guard
AI domain intelligence that finds every brand gap before a squatter does
How I built a 7-agent AI scanner that maps a brand's global domain exposure in under 5 minutes — covering the full PM journey from problem discovery to shipped product.