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workflow design

13 articles · Page 1 of 1
PMTalk Product Manager Community
PMTalk Product Manager Community
Jun 7, 2026 · Product Management

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

The article explains that multi‑agent architectures solve three structural bottlenecks of single‑agent AI—context length, mixed expertise, and latency—by narrowing each agent’s scope, and then guides AI product managers through four essential design decisions, from task decomposition to human‑in‑the‑loop handling, to determine when and how to adopt multi‑agents.

AI product managementhuman-in-the-loopmulti‑agent
0 likes · 16 min read
Why AI Product Managers Must Rethink Their Core Logic in the Multi‑Agent Era
IT Services Circle
IT Services Circle
May 23, 2026 · Artificial Intelligence

Why Most People Can’t Benefit from AI Agents – They Don’t Even Know Their Daily Tasks

The author argues that despite the hype around AI agents like OpenClaw, most users fail to improve efficiency because they cannot clearly define their daily work, and proposes an open‑source “Agent Workflow Designer” skill that guides users to map, analyze, and gradually automate their tasks through structured questioning and phased implementation.

AI AgentsAutomationOpenClaw
0 likes · 10 min read
Why Most People Can’t Benefit from AI Agents – They Don’t Even Know Their Daily Tasks
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 AgentLarge Language Modelexperiment 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
Smart Era Software Development
Smart Era Software Development
Jun 12, 2025 · Artificial Intelligence

Anthropic’s Practical Guide to AI Agents: From Selection to Efficient Implementation

This article offers a detailed, Anthropic‑based guide on building effective AI agents and workflows, covering selection criteria, design patterns such as prompt chains, routing, parallelization, orchestrator‑worker and evaluation‑optimization, real‑world case studies, and concrete implementation recommendations that stress simplicity and composability.

AI AgentsAnthropicLLM
0 likes · 26 min read
Anthropic’s Practical Guide to AI Agents: From Selection to Efficient Implementation
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.

State Machinebackend-architectureorder fulfillment
0 likes · 10 min read
Lightweight State Machine Framework for Order Fulfillment in Xianyu Industry Transactions