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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

100 recent articles max
PMTalk Product Manager Community
PMTalk Product Manager Community
May 31, 2026 · Product Management

Reverse‑Engineering AI Products: Why Features Aren’t Enough

The article proposes a six‑layer reverse‑engineering framework for AI products, urging analysts to move beyond surface‑level feature lists and examine market trends, user scenarios, product experience, business model, technical architecture, model strategy, and infrastructure to determine long‑term viability.

AI product analysisBusiness ModelReverse Engineering
0 likes · 14 min read
Reverse‑Engineering AI Products: Why Features Aren’t Enough
PMTalk Product Manager Community
PMTalk Product Manager Community
May 30, 2026 · Operations

Three Essential Steps to Build a Data Analysis Logic Chain for Operators

The article presents a three‑step framework—using the “people‑product‑place” exhaustive method to fully describe reality, establishing evaluation standards (historical, benchmark, industry), and constructing logical chains through inductive and deductive reasoning—to turn raw metrics into actionable insights for live‑stream operations.

Operationsdata analysisdeductive reasoning
0 likes · 13 min read
Three Essential Steps to Build a Data Analysis Logic Chain for Operators
PMTalk Product Manager Community
PMTalk Product Manager Community
May 30, 2026 · Product Management

5 Skills to Double an AI Product Manager’s Efficiency

The article explains why AI product managers must focus on turning AI into problem‑solving products rather than reciting jargon, outlines three development stages—from basic language understanding to retrieval‑augmented generation and autonomous agents—and shares a real‑world customer‑support case that achieved over 80% automation and a 45% boost in efficiency.

AI agentsAI product managementRAG
0 likes · 8 min read
5 Skills to Double an AI Product Manager’s Efficiency
PMTalk Product Manager Community
PMTalk Product Manager Community
May 5, 2026 · Product Management

What Kind of Product Manager Drives Algorithm Engineers Crazy?

The article explains why algorithm engineers resent product managers who treat models as black‑boxes, make vague data‑blind demands, and ignore experimental cycles, and it offers three concrete practices—feature‑focused communication, metric quantification, and respecting experiment timelines—to become a trusted teammate.

algorithm collaborationcross‑functional communicationdata‑driven requirements
0 likes · 8 min read
What Kind of Product Manager Drives Algorithm Engineers Crazy?
PMTalk Product Manager Community
PMTalk Product Manager Community
May 4, 2026 · Artificial Intelligence

7‑Step Architecture Framework for AI Product Managers to Build Scalable Solutions

This article walks through a real‑world AI product case study where a cross‑border e‑commerce photo‑generation system was built from scratch, cutting per‑image cost from ¥65 to under ¥0.5, shrinking turnaround from days to minutes, and achieving 65% business adoption through a disciplined seven‑step process.

AI product managementCross-border E-commerceMVP
0 likes · 14 min read
7‑Step Architecture Framework for AI Product Managers to Build Scalable Solutions
PMTalk Product Manager Community
PMTalk Product Manager Community
May 4, 2026 · Product Management

2026 AI Product Manager: The Essential Capability Model

By 2026, AI product managers must shift from merely using models to delivering stable, valuable results, mastering seven core abilities—demand judgment, evaluation-driven iteration, context design, RAG strategy, agent orchestration, solution planning, and rapid Vibe Coding—to close the loop between business needs and AI capabilities.

AI product managementAgent designEvaluation
0 likes · 13 min read
2026 AI Product Manager: The Essential Capability Model
PMTalk Product Manager Community
PMTalk Product Manager Community
May 3, 2026 · Product Management

Why Every AI Product Manager Must Master Agent Architecture

Product managers are increasingly anxious about how AI Agents will reshape product logic, prompting a shift from button‑driven apps to intent‑driven assistants; this article breaks down the four core modules of an Agent, illustrates a market‑analysis workflow, and outlines design trade‑offs and common pitfalls.

AI AgentActorProduct Architecture
0 likes · 11 min read
Why Every AI Product Manager Must Master Agent Architecture
PMTalk Product Manager Community
PMTalk Product Manager Community
May 3, 2026 · Product Management

A Practical Guide to Uncovering Hidden Requirements in B2B Systems

This article shares a step‑by‑step framework for systematically discovering hidden user requirements in rule‑intensive B2B applications, using real‑world case studies, the McGovern iceberg model, four investigative dimensions, and funnel‑style questioning to turn vague requests into concrete, auditable features.

B2B product managementFMEARequirement Analysis
0 likes · 20 min read
A Practical Guide to Uncovering Hidden Requirements in B2B Systems
PMTalk Product Manager Community
PMTalk Product Manager Community
May 2, 2026 · Artificial Intelligence

Why Codex Beats Claude Code: Not the Model, but the Trust to Hand Over Work

The article analyzes how Codex App surpasses Claude Code by offering a sandboxed environment, permission controls, task‑list UI, planning and steering modes, Git rollback, worktree isolation, cloud integration, plugins, skills and MCP, turning the AI coding assistant into a controllable engineering workbench for a broader range of users.

AI coding assistantPermission controlWorktree
0 likes · 12 min read
Why Codex Beats Claude Code: Not the Model, but the Trust to Hand Over Work