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PMTalk Product Manager Community
PMTalk Product Manager Community
Mar 29, 2026 · Product Management

Why AI Product Managers Must Rethink Their Core Logic in the Multi‑Agent Era

The article explains how multi‑agent architectures reshape AI product management by exposing structural bottlenecks of single agents, outlines when and how to decompose tasks, and provides concrete design decisions—including orchestration, context passing, failure handling, and human‑in‑the‑loop—to build reliable, high‑quality AI products.

AI product managementHuman-in-the-LoopMulti-Agent Architecture
0 likes · 16 min read
Why AI Product Managers Must Rethink Their Core Logic in the Multi‑Agent Era
AI Waka
AI Waka
Mar 13, 2026 · Artificial Intelligence

How to Map Enterprise Workflows to Agentic AI Execution Graphs

This article explores the evolution of Agentic AI, outlines a full lifecycle for designing, deploying, and governing AI agents, presents a reference architecture, and demonstrates a practical case study of automating a customer service desk using agentified workflows.

AI ArchitectureAgentic AIEnterprise Automation
0 likes · 15 min read
How to Map Enterprise Workflows to Agentic AI Execution Graphs
JD Tech Talk
JD Tech Talk
Nov 10, 2025 · Artificial Intelligence

Designing an AI-Powered Experiment Analysis Agent: Architecture, Workflow, and Future Enhancements

This article outlines the motivation, design, architecture, engineering implementation, large‑model selection, and future improvement plans for an AI‑driven experiment analysis agent that integrates data aggregation, modular workflow orchestration, and interactive frontend features to streamline AB‑test insights.

AI AgentModel Selectionexperiment analysis
0 likes · 14 min read
Designing an AI-Powered Experiment Analysis Agent: Architecture, Workflow, and Future Enhancements
DaTaobao Tech
DaTaobao Tech
Sep 3, 2025 · Artificial Intelligence

Why a Simple Workflow Beats Complex Agents in AI‑Powered Insurance Audits

A retrospective of an AI‑based insurance claim audit project shows that a well‑designed workflow, precise prompt engineering, and rule‑based pre‑filtering can achieve stable, high‑accuracy results, while overly complex agent architectures often become fragile patchwork solutions.

AI auditPrompt engineeringinsurance claim
0 likes · 24 min read
Why a Simple Workflow Beats Complex Agents in AI‑Powered Insurance Audits
Tencent Cloud Developer
Tencent Cloud Developer
Aug 8, 2025 · Artificial Intelligence

Mastering AI Agents: A Practical Guide to Building Effective Workflows and Tools

This comprehensive guide explains when to use AI agents, presents core design patterns such as prompt chains, routing, parallelization, orchestrator‑worker and eval‑optimize loops, and offers concrete implementation advice and tool‑prompt engineering techniques for building reliable, high‑quality agent systems.

LLMPrompt engineeringtool engineering
0 likes · 24 min read
Mastering AI Agents: A Practical Guide to Building Effective Workflows and Tools
DevOps
DevOps
Aug 7, 2024 · Product Management

Visualizing Product Requirements with a 2D User Story Map

The article explains how a two‑dimensional user story map can help product managers capture, organize, and communicate user requirements more efficiently by visualizing workflows and scenarios, reducing missed details, and fostering clearer collaboration during brainstorming and meetings.

Requirement Visualizationproduct-managementteam collaboration
0 likes · 5 min read
Visualizing Product Requirements with a 2D User Story Map
Xianyu Technology
Xianyu Technology
Jan 10, 2023 · Backend Development

Lightweight State Machine Framework for Order Fulfillment in Xianyu Industry Transactions

The Xianyu team introduced a lightweight, API‑driven state‑machine framework that replaces massive IF‑ELSE order‑fulfillment code with a three‑layer architecture—core topology, glue adapters, and business processors—enabling concise topology definitions, reusable validation/action logic, automatic logging, monitoring, and effortless extension across recycling, consignment, and inspection services.

Backend ArchitectureScalabilityorder fulfillment
0 likes · 10 min read
Lightweight State Machine Framework for Order Fulfillment in Xianyu Industry Transactions