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resource allocation

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Model Perspective
Model Perspective
Apr 10, 2025 · Fundamentals

How to Use Corporate Financial Metrics to Manage Your Life

This article explains five core corporate financial ratios—debt‑to‑asset, ROE, current ratio, asset turnover, and cash‑to‑profit—and shows how to translate them into personal indicators for risk assessment, value creation, emergency buffering, resource efficiency, and outcome realization.

financial metricspersonal developmentresource allocation
0 likes · 14 min read
How to Use Corporate Financial Metrics to Manage Your Life
JD Retail Technology
JD Retail Technology
Mar 18, 2025 · Artificial Intelligence

Multi‑Agent Reinforcement Learning Based Full‑Chain Computation Allocation (MaRCA) for Advertising Systems

MaRCA, a multi‑agent reinforcement‑learning framework, allocates compute across JD’s advertising playback chain by jointly estimating user value, resource consumption, and action outcomes while dynamically adjusting to real‑time load, achieving roughly 15 % higher ad revenue without extra compute resources.

advertisingcompute schedulingdeep learning
0 likes · 18 min read
Multi‑Agent Reinforcement Learning Based Full‑Chain Computation Allocation (MaRCA) for Advertising Systems
Model Perspective
Model Perspective
Feb 18, 2025 · Fundamentals

How the Kelly Criterion Can Guide Your All‑In Decisions

The article explains the Kelly Criterion—a formula originally from gambling now used in investing and entrepreneurship—to quantify optimal resource allocation based on win probability, payoff, and loss risk, and discusses its applications, benefits, limitations, and practical adjustments for personal decision‑making.

Kelly Criteriondecision makinginvestment strategy
0 likes · 6 min read
How the Kelly Criterion Can Guide Your All‑In Decisions
DevOps
DevOps
Nov 14, 2024 · R&D Management

Analysis of XiaoHongShu's Organizational Restructuring and Its Impact on R&D Management

The article examines XiaoHongShu's recent organizational overhaul—cancelling the professional R‑sequence, removing the L0 team‑lead role, and shifting to direct appointment by senior management—while discussing the underlying issues of “big‑company disease,” the concept of an upward career channel, and proposing systematic solutions to restore effective talent evaluation and resource allocation.

R&D managementcareer laddercompany culture
0 likes · 30 min read
Analysis of XiaoHongShu's Organizational Restructuring and Its Impact on R&D Management
Efficient Ops
Efficient Ops
Nov 9, 2024 · Operations

How to Fairly Split 8 Swiss Rolls? Solving the Allocation Puzzle with Linear Programming

This article treats the popular "8 Swiss rolls" dilemma as an optimization problem, explains how to model it with linear programming, and presents several algorithmic strategies—including equal division, remainder handling, priority‑based rules, and load‑balancing analogies—along with example Python code.

Linear ProgrammingPythonalgorithm
0 likes · 6 min read
How to Fairly Split 8 Swiss Rolls? Solving the Allocation Puzzle with Linear Programming
AntTech
AntTech
Nov 5, 2024 · Operations

Green Computing Resource Allocation and Task Scheduling Algorithm Wins ORSC 2024 Operations Application Award

The Zhejiang University and Ant Group collaborative project on green‑computing resource allocation and task scheduling received the Operations Application Award at ORSC 2024, highlighting its multi‑stage optimization, significant CPU and carbon savings, and related publications in top conferences.

AwardGreen computingcloud optimization
0 likes · 4 min read
Green Computing Resource Allocation and Task Scheduling Algorithm Wins ORSC 2024 Operations Application Award
Model Perspective
Model Perspective
Oct 3, 2024 · Operations

When Winning Tactics Undermine Strategy: A Mathematical Perspective

The article examines why short‑term tactical victories can paradoxically lead to strategic failure, using definitions, local‑versus‑global optimum analysis, Nash equilibrium examples, and resource‑allocation trade‑offs to illustrate the hidden costs of over‑optimizing tactics.

Strategygame theoryoptimization
0 likes · 9 min read
When Winning Tactics Undermine Strategy: A Mathematical Perspective
Model Perspective
Model Perspective
Sep 16, 2024 · Operations

Can 0‑1 Knapsack Modeling Turn You Into a Time‑Management Master?

This article applies 0‑1 knapsack and multi‑objective optimization models to illustrate how students and professionals can allocate limited daily hours among competing tasks, using weighted importance and urgency to devise optimal schedules illustrated with real‑world case studies.

0-1 knapsackmulti-objectiveoptimization
0 likes · 7 min read
Can 0‑1 Knapsack Modeling Turn You Into a Time‑Management Master?
iQIYI Technical Product Team
iQIYI Technical Product Team
Sep 12, 2024 · Artificial Intelligence

Intelligent Compute Allocation in Advertising: Value Quantification, Elastic Elimination, and Dynamic Optimization

iQIYI’s ad engine team introduced an intelligent compute allocation system that quantifies traffic value and unified compute cost, uses elastic elimination and a dynamic allocation framework to maximize revenue under fixed compute limits, delivering over 30% inventory growth, modest consumption rise, and near‑perfect availability.

Intelligent ComputePID controladvertising
0 likes · 11 min read
Intelligent Compute Allocation in Advertising: Value Quantification, Elastic Elimination, and Dynamic Optimization
DevOps
DevOps
Aug 27, 2024 · Fundamentals

Management Common Sense: Key Concepts, Dimensions, and Effective Practices

The article explores the origins and core principles of management, presenting eight essential concepts, five management dimensions, and practical guidance on performance, problem‑solving, resource allocation, and system thinking to help managers become more effective in today’s changing environment.

leadershipmanagementorganizational efficiency
0 likes · 18 min read
Management Common Sense: Key Concepts, Dimensions, and Effective Practices
Continuous Delivery 2.0
Continuous Delivery 2.0
Jul 23, 2024 · Operations

Breaking Through Complex Problems: Understanding the Core Issue and Effective Strategies

This article explains how to identify the true nature of complex problems by recognizing the gap between reality and expectations, finding the underlying "meta‑problem," learning from successful examples, and allocating sufficient resources to achieve breakthrough solutions in business and life.

Strategybreakthroughbusiness management
0 likes · 7 min read
Breaking Through Complex Problems: Understanding the Core Issue and Effective Strategies
DevOps
DevOps
Jun 2, 2024 · R&D Management

Strategic Leadership Framework: Balancing Adaptability and Evolvability in Corporate Transformation

The article presents a comprehensive strategic leadership analysis framework that helps CEOs diagnose and evolve their organization’s leadership system by integrating top‑down and bottom‑up processes, aligning strategy with culture, and balancing adaptability and evolvability through optimal resource allocation.

adaptabilityculture alignmentevolvability
0 likes · 14 min read
Strategic Leadership Framework: Balancing Adaptability and Evolvability in Corporate Transformation
Model Perspective
Model Perspective
Feb 3, 2024 · Fundamentals

Pareto Optimality vs Nash Equilibrium: When Is a State Truly Optimal?

This article explains the concepts of Pareto optimality and Nash equilibrium, compares their core characteristics, illustrates them with resource‑allocation and public‑goods examples, discusses their limitations, and shows how they differ in efficiency versus strategic stability in economic and social decision‑making.

Pareto optimalityeconomic theorygame theory
0 likes · 15 min read
Pareto Optimality vs Nash Equilibrium: When Is a State Truly Optimal?
Architecture and Beyond
Architecture and Beyond
Oct 28, 2023 · Operations

Project Initiation: Importance, Process, and Common Issues

The article explains why proper project initiation is essential, defines its meaning, outlines its six key benefits, describes the three‑phase initiation workflow (preparation, decision, alignment), and highlights typical problems that can arise at each stage.

decision makingprocess improvementproject initiation
0 likes · 18 min read
Project Initiation: Importance, Process, and Common Issues
Model Perspective
Model Perspective
Sep 8, 2023 · Operations

Optimizing Lake Sheep Farm Space and Boosting Annual Lamb Production

This article presents an operations‑research model for a Lake Sheep farm, detailing how to determine ram and ewe numbers, estimate annual lamb output, address space‑utilization gaps, and incorporate uncertainty through Monte‑Carlo simulation to devise flexible, loss‑minimizing production plans.

Monte Carlo simulationlivestock managementoptimization
0 likes · 14 min read
Optimizing Lake Sheep Farm Space and Boosting Annual Lamb Production
Architect
Architect
Jul 22, 2023 · Backend Development

Design and Implementation of a Unified Push Notification Platform

The article presents a comprehensive design and implementation of a unified push notification platform that abstracts variable configurations, systematizes immutable logic, and employs asynchronous processing, sharding, rate limiting, and resource allocation strategies to achieve scalable, reliable, and maintainable multi‑business push services.

asynchronous processingbackend architecturepush notifications
0 likes · 11 min read
Design and Implementation of a Unified Push Notification Platform
Zhuanzhuan Tech
Zhuanzhuan Tech
Jul 19, 2023 · Backend Development

Design and Implementation of an Integrated Push Notification Platform

This article describes the background, design principles, implementation details, performance optimizations, and operational results of a unified push notification platform that abstracts variable configurations, systematizes invariant logic, and supports high‑throughput, reliable messaging across multiple business lines.

asynchronous processingbackend architecturepush notifications
0 likes · 11 min read
Design and Implementation of an Integrated Push Notification Platform
NetEase Cloud Music Tech Team
NetEase Cloud Music Tech Team
Jun 29, 2023 · Cloud Native

KubeCost: Kubernetes-Based Resource Cost Analysis and Allocation System

KubeCost, developed by NetEase Cloud Music, is a low‑intrusion, scalable Kubernetes cost analysis system that allocates resource expenses using peak‑or‑usage billing models, supports hybrid‑multi‑cloud pricing, aggregates per‑pod CPU/memory/GPU costs, and stores data efficiently in ClickHouse for reliable, business‑oriented financial insight.

ClickHouseCloud Cost ManagementFinOps
0 likes · 10 min read
KubeCost: Kubernetes-Based Resource Cost Analysis and Allocation System
Continuous Delivery 2.0
Continuous Delivery 2.0
Jun 21, 2023 · R&D Management

China's IT Industry Overcapacity and the Shift from Production to Allocation

The article argues that China's IT sector suffers from severe overcapacity driven by policy and capital, leading to a situation where the core challenge is not production but the allocation of abundant resources, turning most industry activities into performance-oriented behaviors.

IT industryR&D managementovercapacity
0 likes · 8 min read
China's IT Industry Overcapacity and the Shift from Production to Allocation
DataFunSummit
DataFunSummit
Apr 22, 2023 · Artificial Intelligence

Applying Causal Inference to Limited‑Resource Decision‑Making

This article explains the fundamentals of causal inference, illustrates its distinction from correlation modeling, and demonstrates how causal techniques can be applied to limited‑resource decision problems such as knapsack optimization, ride‑hailing subsidies, and flight pricing, while also covering experimental design, popular models, evaluation metrics, and open challenges.

Experimental designcausal inferencedecision optimization
0 likes · 15 min read
Applying Causal Inference to Limited‑Resource Decision‑Making