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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Apr 18, 2026 · Artificial Intelligence

From Passive Exposure to Active Decision Assistant: Deep Research Framework for Recommenders

The paper introduces the Deep Research paradigm and the RecPilot multi‑agent framework, which transform traditional list‑based recommender systems into proactive decision‑support assistants that simulate user exploration, generate structured reports, and demonstrably outperform existing baselines on TMALL data.

Deep ResearchLLMMulti-Agent
0 likes · 10 min read
From Passive Exposure to Active Decision Assistant: Deep Research Framework for Recommenders
PMTalk Product Manager Community
PMTalk Product Manager Community
Feb 18, 2026 · Product Management

How Traditional Product Managers Can Find Their AI‑Era Role as Business‑AI Translators

The article examines the anxiety and hype surrounding AI, argues that product managers should shift from building AI‑native apps to embedding AI capabilities, defines the "business‑AI translator" role, and provides concrete frameworks, scenarios, and step‑by‑step methods for discovering and validating AI‑enabled opportunities in everyday product work.

AI product managementAI workflowbusiness AI translator
0 likes · 14 min read
How Traditional Product Managers Can Find Their AI‑Era Role as Business‑AI Translators
Model Perspective
Model Perspective
Nov 3, 2025 · Fundamentals

Why Mathematical Modeling Can’t Always Cure, But It Always Helps and Comforts

Mathematical modeling, like medicine, occasionally provides perfect solutions, frequently offers valuable insights and improvements, and consistently comforts us by fostering rational thinking, order, and a shared language, reminding us that while flawless cures are rare, useful, pragmatic models are essential in navigating an uncertain world.

decision supportmathematical modelingmodeling philosophy
0 likes · 7 min read
Why Mathematical Modeling Can’t Always Cure, But It Always Helps and Comforts
AI2ML AI to Machine Learning
AI2ML AI to Machine Learning
Sep 22, 2025 · Big Data

Why AI‑Native Big Data Platforms Are About to Explode

The article examines how large‑model limitations in accuracy, explainability, and stability have stalled decision‑support use, prompting industry leaders to champion AI‑Ready data infrastructures, Data 4.0 concepts, and AI‑generated service code as the next wave of AI‑native big data platforms.

AI-nativeBig DataData 4.0
0 likes · 6 min read
Why AI‑Native Big Data Platforms Are About to Explode
JD Tech
JD Tech
May 22, 2024 · Artificial Intelligence

AI Multi‑Agent System for E‑commerce Merchant Assistance: Design, ReAct Architecture, and Implementation

The article describes JD Retail's AI‑driven multi‑agent platform that models real‑world merchant decision‑making with ReAct‑based LLM agents, detailing the system architecture, agent roles, reasoning loops, workflow examples, training pipelines, monitoring, and future directions for e‑commerce support.

LLMMulti-Agentai
0 likes · 21 min read
AI Multi‑Agent System for E‑commerce Merchant Assistance: Design, ReAct Architecture, and Implementation
Model Perspective
Model Perspective
Apr 21, 2024 · Fundamentals

Unlocking Grey Theory: Predicting with Incomplete Data

Grey Theory, introduced by Deng Julong in 1982, offers a mathematical framework for analyzing systems with incomplete or uncertain data, using techniques like generated series and the GM(1,1) model to enable reliable forecasting and decision‑making across fields such as economics, environment, and product lifecycle analysis.

Grey TheoryLimited Datadata modeling
0 likes · 8 min read
Unlocking Grey Theory: Predicting with Incomplete Data
Model Perspective
Model Perspective
May 30, 2022 · Fundamentals

Mastering Grey Relational Analysis: Step-by-Step Guide for Multi-Criteria Evaluation

This article outlines the complete procedure of Grey Relational Analysis, from preprocessing evaluation indicators and constructing the evaluation matrix to calculating relational coefficients, grey relational degrees, and ranking objects based on their relational scores, providing a clear framework for multi‑criteria decision making.

Evaluation MethodMulti-Criteria Decision Makingdata analysis
0 likes · 3 min read
Mastering Grey Relational Analysis: Step-by-Step Guide for Multi-Criteria Evaluation
AntTech
AntTech
Mar 22, 2018 · Operations

ConnectedInsight: From Data to Business Insight – A Case Study of Data‑Driven Operations

This article examines the gap between raw data analysis and actionable insight, describes the ConnectedInsight project that turns scattered reporting into a unified data‑product covering business description, diagnosis, forecasting and decision support, and demonstrates how productizing analytics drives efficient, data‑driven operations.

Business IntelligenceData Productdata insight
0 likes · 13 min read
ConnectedInsight: From Data to Business Insight – A Case Study of Data‑Driven Operations