Efficiency | BestHub

Tencent Cloud Developer

Apr 8, 2025 · R&D Management

Building an Engineer Culture: Leading Reliable Programmers Amid Uncertainty

The article argues that cultivating a strong engineering culture—through shared values, clear processes, automation, altruistic collaboration, and continuous self‑improvement—empowers programmers to remain reliable and productive despite uncertainty, boosting the odds of sustained success while acknowledging that culture is only one of several critical factors.

Code ReviewEfficiencyEngineering Culture

0 likes · 21 min read

Building an Engineer Culture: Leading Reliable Programmers Amid Uncertainty

Xiaohongshu Tech REDtech

Mar 13, 2025 · Artificial Intelligence

UniCBE: A Unified Multi‑Objective Optimization Framework for Contrastive Based Evaluation

UniCBE introduces a unified multi‑objective optimization framework for contrastive‑based evaluation that mitigates sampling bias, unbalanced uncertainty reduction, and inefficient resource allocation by combining three decoupled probability matrices through a greedy and Hadamard‑product strategy, achieving Pearson correlations above 0.995 with only 83 % of the annotation budget and cutting evaluation costs by more than 50 % across diverse LLM evaluators.

Contrastive EvaluationEfficiencySampling Bias

0 likes · 10 min read

UniCBE: A Unified Multi‑Objective Optimization Framework for Contrastive Based Evaluation

DaTaobao Tech

Jan 10, 2025 · Artificial Intelligence

AI-Driven Efficiency Improvements in a Chatroom Project

The article shows how AI accelerated a chatroom project's development—cutting cycle time, lowering developer skill demands, and delivering over 8% efficiency gains—by auto‑generating boilerplate code, debugging suggestions, and routine components such as API, Redis, MySQL, and WebSocket snippets, while outlining future improvements and a potential additional 10% R&D boost through integrated AI tools.

AIEfficiencyPython

0 likes · 9 min read

AI-Driven Efficiency Improvements in a Chatroom Project

DaTaobao Tech

Jan 3, 2025 · Frontend Development

AI-Powered Front-End Efficiency Framework for B2B Operations Platforms

The article proposes an AI‑driven front‑end efficiency framework for B2B operation platforms that introduces a JSON‑based protocol layer, SDK, and reusable component library, allowing AI‑generated UI schemas to replace manual coding, dramatically cut development effort, and enable zero‑code, perpetual reuse of UI, logic, and data.

AIAutomationEfficiency

0 likes · 24 min read

AI-Powered Front-End Efficiency Framework for B2B Operations Platforms

Model Perspective

Dec 30, 2024 · Fundamentals

Can Busy Schedules Boost Your Efficiency? The Science Behind Productive Hustle

This article explains how moderate busyness can enhance performance by activating the brain's efficiency mode, outlines practical methods like the Eisenhower matrix, Gantt charts, and Pomodoro technique, and emphasizes focus and disciplined planning to turn hectic schedules into growth accelerators.

Efficiencyfocusproductivity

0 likes · 6 min read

Can Busy Schedules Boost Your Efficiency? The Science Behind Productive Hustle

DevOps

Nov 24, 2024 · R&D Management

The Engineer Soul of BYD: Innovation, Competition, and Efficiency

The article examines BYD's engineering culture, highlighting how its leaders emphasize innovation, competition, and efficiency, and how this mindset drives technological breakthroughs, rigorous R&D processes, and a distinctive management style that empowers engineers to shape the company's long‑term success.

BYDEfficiencyEngineering Culture

0 likes · 19 min read

The Engineer Soul of BYD: Innovation, Competition, and Efficiency

Continuous Delivery 2.0

Jul 26, 2024 · R&D Management

Challenges and Essential Requirements for Improving Software Development Efficiency

Software development efficiency faces multiple challenges such as slow business growth versus high technical labor costs, high customer expectations versus limited delivery capacity, excessive product manager demands, and legacy system debt, and improving it requires enhancing team skills, communication, process quality, and management practices.

EfficiencySoftware Developmentlegacy systems

0 likes · 5 min read

Challenges and Essential Requirements for Improving Software Development Efficiency

DataFunSummit

May 9, 2024 · Fundamentals

Technical Evolution and Challenges of Online A/B Testing

This article reviews the two‑decade evolution of online A/B testing, outlines the business and technical challenges enterprises face, and details three core technical challenges—experiment accuracy, analysis & interpretation, and efficiency—along with practical solutions for each.

A/B testingEfficiencyanalysis

0 likes · 6 min read

Technical Evolution and Challenges of Online A/B Testing

Architecture and Beyond

Apr 27, 2024 · Product Management

Improving Efficiency in Domestic SaaS Companies: Product, R&D, Customer Acquisition, and After‑Sales Challenges

The article analyses the low efficiency problems faced by Chinese SaaS firms across product, development, customer acquisition and after‑sales, identifies root causes such as homogenous offerings, poor demand management, weak R&D processes, and proposes strategic, cultural, architectural, procedural and metric‑driven solutions to boost overall performance.

EfficiencyR&DSaaS

0 likes · 22 min read

Improving Efficiency in Domestic SaaS Companies: Product, R&D, Customer Acquisition, and After‑Sales Challenges

Test Development Learning Exchange

Apr 25, 2024 · Fundamentals

Using Python’s enumerate Function to Boost Development Efficiency

This article explains how Python’s built‑in enumerate function can improve coding efficiency and simplify logic by providing intuitive index access, logical simplification, compatibility with various data types, customizable start values, and numerous practical examples for common programming tasks.

EfficiencyIterationcode examples

0 likes · 7 min read

Using Python’s enumerate Function to Boost Development Efficiency

Kuaishou Tech

Apr 17, 2024 · Artificial Intelligence

Towards Efficient and Effective Text-to-Video Retrieval with Coarse-to-Fine Visual Representation Learning

The paper presented at AAAI introduces the EERCF method, a coarse‑to‑fine visual representation and two‑stage recall‑then‑rerank strategy that dramatically reduces cross‑modal matching FLOPs while preserving state‑of‑the‑art retrieval performance on multiple video benchmarks.

AIEfficiencycoarse-to-fine representation

0 likes · 8 min read

Towards Efficient and Effective Text-to-Video Retrieval with Coarse-to-Fine Visual Representation Learning

DataFunSummit

Apr 12, 2024 · Artificial Intelligence

Exploring the Application of AI Large Models in the Automotive Industry

This article provides a comprehensive overview of AI large‑model development, defines what constitutes a large model, discusses current challenges such as cost, privacy and safety, and examines how these models can improve efficiency across automotive marketing, sales, service, data management, infrastructure building, and future automation stages.

AIAutomotiveEfficiency

0 likes · 13 min read

Exploring the Application of AI Large Models in the Automotive Industry

Model Perspective

Mar 13, 2024 · Operations

Evaluating City Efficiency with DEA’s CCR and BCC Models

This article introduces Data Envelopment Analysis (DEA) as a non‑parametric method for assessing relative efficiency of decision‑making units, explains the CCR and BCC models, and demonstrates their application in evaluating and comparing the efficiency of various U.S. cities using real‑world data.

BCCCCRDEA

0 likes · 9 min read

Evaluating City Efficiency with DEA’s CCR and BCC Models

AntTech

Mar 11, 2024 · Artificial Intelligence

Can Small Language Models be Good Reasoners in Recommender Systems?

This article presents SLIM, a knowledge‑distillation framework that transfers the reasoning abilities of large language models to compact models for sequential recommendation, enhancing item representation, user profiling, and bias mitigation while achieving comparable performance with far lower computational resources.

AIEfficiencyLLM

0 likes · 12 min read

Can Small Language Models be Good Reasoners in Recommender Systems?

Ctrip Technology

Feb 22, 2024 · Backend Development

Design and Implementation of a Serverless Data Filling Engine for UnifiedPB in Ctrip Hotel Recommendation System

This article describes how Ctrip's hotel recommendation team built a serverless, configuration‑driven data‑filling engine based on UnifiedPB protobuf schemas to improve development efficiency, reduce cost, ensure data quality, and achieve unified three‑region data delivery across more than twenty recommendation scenarios.

Data EngineeringEfficiencyProtobuf

0 likes · 12 min read

Design and Implementation of a Serverless Data Filling Engine for UnifiedPB in Ctrip Hotel Recommendation System

DevOps

Feb 20, 2024 · R&D Management

Leadership in Project Management: Principles, Elements, Value, and Practices

This article explores the concept of leadership within project management, outlining its definition, the L‑E‑A‑D elements (Listen, Efficiency, Action, Development), the value it brings to team culture, collaboration, innovation and risk management, and practical ways to improve leadership skills.

DevOpsEfficiencyInnovation

0 likes · 12 min read

Leadership in Project Management: Principles, Elements, Value, and Practices

DataFunTalk

Nov 21, 2023 · Artificial Intelligence

Improving Efficiency of Large-Scale Distributed Training for Large Language Models

Recent advances in large language models have dramatically increased model size and training data, leading to soaring computational costs; this article examines the scaling trends, hardware utilization challenges, distributed training techniques, and ethical considerations, highlighting methods to improve efficiency, reduce costs, and mitigate environmental impact.

AI ethicsEfficiencycompute optimization

0 likes · 29 min read

Improving Efficiency of Large-Scale Distributed Training for Large Language Models

Bilibili Tech

Oct 27, 2023 · Game Development

Optimizing Global Game Publishing Efficiency with ONE SDK/API: Architecture, Metrics, and Practices

Bilibili’s ONE SDK/API unifies 22 fragmented game SDK variants across brands, regions, and devices into a single, adapter‑based package with centralized parameter management and automated multi‑channel builds, slashing global integration time from 60 to 15 days, cutting parameter awareness by 90 % and duplicate development effort by at least 75 %.

EfficiencySDKgame development

0 likes · 30 min read

Optimizing Global Game Publishing Efficiency with ONE SDK/API: Architecture, Metrics, and Practices

Kuaishou Tech

Oct 26, 2023 · Artificial Intelligence

SHARK: Efficient Embedding Compression for Large-Scale Recommendation Models

The paper introduces SHARK, a two‑component framework that uses a fast Taylor‑expanded permutation method to prune embedding tables and a frequency‑aware quantization scheme to apply mixed‑precision to embeddings, achieving up to 70% memory reduction and 30% QPS improvement in industrial short‑video and e‑commerce recommendation systems.

Efficiencyembedding compressionlarge-scale AI

0 likes · 8 min read

SHARK: Efficient Embedding Compression for Large-Scale Recommendation Models

DeWu Technology

Jun 28, 2023 · R&D Management

Interpreting R&D Data Metrics: From Collection to Actionable Insights

Effective R&D efficiency improvement requires moving from manual, scattered, and unstandardized data collection to mature, integrated systems, defining metrics aligned with business goals, and applying a three‑layer framework—quantifiable, explainable, and intervenable—through cleaning, baseline setting, statistical analysis, root‑cause identification, and ROI‑focused action planning to turn numbers into actionable insights.

EfficiencyR&D metricsdata analysis

0 likes · 12 min read

Interpreting R&D Data Metrics: From Collection to Actionable Insights