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Architect
Architect
Apr 18, 2026 · Artificial Intelligence

Why Multi‑Agent Systems Need More Than Role‑Playing: 5 Coordination Patterns Explained

Anthropic’s recent analysis reveals five multi‑agent coordination patterns—Generator‑Verifier, Orchestrator‑Subagent, Agent Teams, Message Bus, and Shared State—highlighting that the real challenges lie in context boundaries, information flow, verification standards, and termination conditions rather than merely assigning roles.

AI ArchitectureAgent orchestrationCoordination Patterns
0 likes · 30 min read
Why Multi‑Agent Systems Need More Than Role‑Playing: 5 Coordination Patterns Explained
AI Large-Model Wave and Transformation Guide
AI Large-Model Wave and Transformation Guide
Apr 17, 2026 · Industry Insights

Can AI Replace Hierarchies? Inside Block’s AI‑Native Organizational Model

The article analyses how AI accelerates execution, exposing coordination as the new bottleneck, reinterprets hierarchy as an information‑routing protocol, evaluates Block’s four‑layer AI‑Native architecture, examines its preconditions and challenges, and proposes a step‑by‑step roadmap for small teams to transition toward AI‑native operations.

AIAI-nativeBlock
0 likes · 23 min read
Can AI Replace Hierarchies? Inside Block’s AI‑Native Organizational Model
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Jul 7, 2025 · Operations

Mastering the Four Key Flows in Supply Chain Management

This article explains the four essential flows—commercial, logistics, cash, and information—within a supply chain, detailing their definitions, management practices, common pitfalls, and key performance indicators to help organizations achieve coordinated and resilient operations.

Information FlowLogisticscash flow
0 likes · 12 min read
Mastering the Four Key Flows in Supply Chain Management
DataFunTalk
DataFunTalk
Dec 21, 2023 · Artificial Intelligence

Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning – Best Long Paper at EMNLP 2023

At EMNLP 2023, the joint WeChat AI and Peking University paper 'Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning' won the Best Long Paper award, revealing that label tokens act as anchors driving information aggregation in shallow layers and prediction flow in deep layers, and proposing methods to improve and diagnose in‑context learning.

AI researchIn-Context LearningInformation Flow
0 likes · 13 min read
Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning – Best Long Paper at EMNLP 2023
DaTaobao Tech
DaTaobao Tech
Jun 9, 2023 · Artificial Intelligence

Generator-Evaluator Architecture for End-to-End Re-ranking in Information Flow

The paper introduces a Generator‑Evaluator (GE) architecture that end‑to‑end re‑ranks information‑flow items using a pointer‑network seq2seq generator and a reward‑estimating evaluator, jointly optimizing relevance and business utilities such as diversity, traffic control, inter‑group ordering, and fixed‑slot insertion, achieving over 70% better‑percentage and significant online gains on Taobao.

Information Flowgenerator-evaluatorranking
0 likes · 19 min read
Generator-Evaluator Architecture for End-to-End Re-ranking in Information Flow
vivo Internet Technology
vivo Internet Technology
Dec 7, 2022 · Artificial Intelligence

Mixing Heterogeneous Queues in Vivo's Information Flow and App Store: Challenges, Practices, and RL/Deep Learning Solutions

Vivo tackles the complex problem of mixing heterogeneous content queues—ads, games, and organic items—in its information‑flow and app‑store by evolving from rule‑based weighting to Q‑learning and deep‑learning position models that respect product constraints, preserve ordering, and balance short‑term revenue with long‑term user experience, while planning deeper personalization and on‑device solutions.

AdvertisingApp StoreDeep Learning
0 likes · 14 min read
Mixing Heterogeneous Queues in Vivo's Information Flow and App Store: Challenges, Practices, and RL/Deep Learning Solutions
DataFunSummit
DataFunSummit
Jun 25, 2022 · Artificial Intelligence

Image and Text Pretraining: Methods, Practices, and Business Applications in Information Flow

This article reviews large‑scale image and multimodal pre‑training techniques—including contrastive learning, self‑supervised reconstruction, and multimodal alignment—explains data acquisition, model construction, evaluation metrics, and demonstrates how these methods are applied and optimized for real‑world information‑flow services.

AIInformation Flowcontrastive learning
0 likes · 17 min read
Image and Text Pretraining: Methods, Practices, and Business Applications in Information Flow
DataFunSummit
DataFunSummit
Apr 10, 2022 · Artificial Intelligence

Algorithmic Optimization of Information‑Flow Advertising for Hallo Mobility

This presentation details how Hallo Mobility tackles the challenges of information‑flow ad modeling by describing the ad ecosystem, the company’s business evolution, and the advertiser‑side algorithmic solutions—including plan‑level quality detection, creative‑level uplift modeling, feature‑cross engineering, and pre‑bid user screening—while outlining future directions for automated, data‑driven ad delivery.

AIInformation FlowUplift Modeling
0 likes · 18 min read
Algorithmic Optimization of Information‑Flow Advertising for Hallo Mobility
YunZhu Net Technology Team
YunZhu Net Technology Team
Jan 12, 2022 · Operations

Understanding Supply Chain and Supply Chain Management: Concepts, Models, and Challenges

This article explains the fundamental concepts of supply chains, distinguishes them from logistics, outlines the roles of various participants, describes the flow of products, information, and funds, and discusses major challenges such as the bullwhip effect and the trade‑off between cost, speed, and flexibility.

Bullwhip EffectInformation FlowLogistics
0 likes · 17 min read
Understanding Supply Chain and Supply Chain Management: Concepts, Models, and Challenges
DataFunSummit
DataFunSummit
Nov 7, 2021 · Artificial Intelligence

How Information‑Flow Recommendation Systems Upgrade Drives User Growth

The article examines how low‑level recommendation‑algorithm improvements in information‑flow feeds can boost user retention, LTV and overall growth by addressing cold‑start challenges, survivor bias, and causal inference through personalized ranking, ecosystem construction, and multi‑task learning.

Information Flowalgorithmcausal inference
0 likes · 14 min read
How Information‑Flow Recommendation Systems Upgrade Drives User Growth
Meituan Technology Team
Meituan Technology Team
Mar 14, 2019 · Artificial Intelligence

Beauty Guide: How Meituan's Information Flow Content Team Uses Text Generation Technology for Creative Optimization

Meituan’s information flow content team leverages advanced text‑generation techniques—including extractive and generative models, context‑aware representations, and Seq2Seq with attention—to overcome creative constraints, improve evaluation, and boost business metrics such as click‑through rates and user engagement through optimized titles and merchant copywriting.

AIInformation FlowMeituan
0 likes · 32 min read
Beauty Guide: How Meituan's Information Flow Content Team Uses Text Generation Technology for Creative Optimization
ITFLY8 Architecture Home
ITFLY8 Architecture Home
Jul 11, 2018 · Fundamentals

Why System Context Is the First Building Block of Software Architecture

Understanding and documenting the system context—its external users, roles, channels, and interacting systems—provides a foundational view that links business context to architecture, guides information flow modeling, and ensures traceability throughout the software development lifecycle.

DocumentationInformation FlowSoftware Architecture
0 likes · 12 min read
Why System Context Is the First Building Block of Software Architecture
21CTO
21CTO
Mar 23, 2018 · Artificial Intelligence

How TikTok’s Founder Merges AI Innovation with Social Responsibility

During a candid March 20 dialogue at Tsinghua University, TikTok founder Zhang Yiming discusses his academic background, the evolution of his entrepreneurial ventures, the pivotal role of information flow and AI in shaping product strategy, and emphasizes the necessity of aligning technological leverage with broader social responsibility.

AIEntrepreneurshipInformation Flow
0 likes · 15 min read
How TikTok’s Founder Merges AI Innovation with Social Responsibility