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PMTalk Product Manager Community
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PMTalk Product Manager Community

One of China's top product manager communities, gathering 210,000 product managers, operations specialists, designers and other internet professionals; over 800 leading product experts nationwide are signed authors; hosts more than 70 product and growth events each year; all the product manager knowledge you want is right here.

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Recent Articles

Latest from PMTalk Product Manager Community

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PMTalk Product Manager Community
PMTalk Product Manager Community
Sep 10, 2026 · Product Management

MCP vs Skill: A Decision Framework for AI Product Managers

This article defines MCP as atomic tools for deterministic needs and Skill as orchestration workflows for dynamic multi-step tasks, provides a selection framework based on requirement certainty, outlines technical division of labor between business developers and product/AI teams, recommends a phased integration approach, and answers seven common product manager questions about implementation.

AI IntegrationAI Product ManagementMCP
0 likes · 9 min read
MCP vs Skill: A Decision Framework for AI Product Managers
PMTalk Product Manager Community
PMTalk Product Manager Community
Sep 8, 2026 · Product Management

What Is Product Sense? Why Truly Excellent Product Managers Are So Rare

This article defines product sense as the composite judgment ability to make consistently better decisions under uncertainty, breaking it down into five dimensions: perceiving true problem essence, judging under constraints, anticipating trend shifts like AI, continuously evolving cognitive models, and influencing cross-functional execution — explaining why this skill separates great product managers from average ones.

AI TrendsProblem AnalysisProduct Management
0 likes · 7 min read
What Is Product Sense? Why Truly Excellent Product Managers Are So Rare
PMTalk Product Manager Community
PMTalk Product Manager Community
Sep 5, 2026 · Product Management

How AI Product Managers Draw Architecture Diagrams That Align Business and Tech

This article presents a three-layer framework for AI product managers to create architecture diagrams that align executives, R&D, business units, and product teams by mapping functional penetration, scenario aggregation, and capability support layers with concrete examples and maturity ratings.

AI Product ManagementRAGarchitecture diagrams
0 likes · 11 min read
How AI Product Managers Draw Architecture Diagrams That Align Business and Tech
PMTalk Product Manager Community
PMTalk Product Manager Community
Sep 4, 2026 · Artificial Intelligence

Manus AI Agent Teardown: How It Plans, Executes, and Verifies to Deliver Results

This article dissects the Manus AI agent, revealing its three-engine architecture—planning, execution, and verification—that enables end-to-end task automation, delivering tangible outputs like reports and code instead of just conversational responses, while highlighting its reliance on external models and data limitations.

AI AgentAI Product DesignManus
0 likes · 13 min read
Manus AI Agent Teardown: How It Plans, Executes, and Verifies to Deliver Results
PMTalk Product Manager Community
PMTalk Product Manager Community
Sep 3, 2026 · Product Management

Beyond PRDs: 7 Codex Skills Every Product Manager Should Install First

The article introduces seven reusable Codex Skills that structure the product discovery workflow — from cleaning feature requests and designing unbiased interview scripts to building opportunity-solution trees, prioritizing features with evidence, defining measurable dashboards, and generating visual concepts — enabling product managers to embed their methodology into repeatable AI workflows rather than relying on ad-hoc prompts.

AI workflowCodexFeature Analysis
0 likes · 18 min read
Beyond PRDs: 7 Codex Skills Every Product Manager Should Install First
PMTalk Product Manager Community
PMTalk Product Manager Community
Sep 2, 2026 · Product Management

How AI Product Managers Conduct Effective Requirement Research

The article explains why thorough requirement and business research is the first step for product managers, then details distinct strategies for B2C products—questionnaires, data tracking, and competitive analysis—and for B2B products—deep interviews, role‑rotation immersion, and industry analysis.

B2BB2CCompetitive Analysis
0 likes · 5 min read
How AI Product Managers Conduct Effective Requirement Research
PMTalk Product Manager Community
PMTalk Product Manager Community
Aug 31, 2026 · Product Management

Why Traditional PRDs Are Obsolete in the AI Era

The article analyzes how AI shifts the demand‑output interface from humans to machines, compares traditional PRDs, Vibe Coding, and SPEC‑driven workflows, shows SPEC’s efficiency gains and higher information density, and argues that product managers must focus on judgment rather than document expression.

AIDesign by ContractPRD
0 likes · 16 min read
Why Traditional PRDs Are Obsolete in the AI Era
PMTalk Product Manager Community
PMTalk Product Manager Community
Aug 29, 2026 · Product Management

Why Most AI Products Fail: The Missing Product Architecture

The article explains that AI demos often impress, but real‑world B‑side deployments fail because relying solely on large models ignores essential layers—knowledge, rules, system integration, and workflow—so a five‑layer architecture is needed to deliver verifiable, executable business outcomes.

AI productProduct ArchitectureRule Engine
0 likes · 16 min read
Why Most AI Products Fail: The Missing Product Architecture
PMTalk Product Manager Community
PMTalk Product Manager Community
Aug 24, 2026 · Product Management

How AI Product Managers Can Craft Architecture Diagrams that Reveal Real Business Value

The article outlines a step‑by‑step framework for AI product managers to build clear, multi‑layered architecture diagrams that align executives, engineers, and business units, detail functional, scenario, and capability layers, map concrete use cases, and embed feedback loops to turn AI models into tangible business increments.

AILarge Language ModelsProduct Management
0 likes · 10 min read
How AI Product Managers Can Craft Architecture Diagrams that Reveal Real Business Value