BestHub
Sign in

All Articles

143663 articles · Page 452 of 7184
Alibaba Cloud Developer
Alibaba Cloud Developer
Apr 23, 2026 · Artificial Intelligence

From Data‑Driven Insights to a Decision Center: Ontological Engineering with PolarDB‑PG

The article explains how Ontology—an abstract model of objects, relationships, and actions—can be built on PolarDB‑PG’s intelligent engine to overcome semantic ambiguity and logical hallucination in enterprise LLM agents, describing a three‑layer architecture, OAG retrieval, automatic modeling, fine‑grained permission control, and real‑world supply‑chain use cases.

AI AgentKnowledge GraphLLM
0 likes · 13 min read
From Data‑Driven Insights to a Decision Center: Ontological Engineering with PolarDB‑PG
Tencent Technical Engineering
Tencent Technical Engineering
Apr 23, 2026 · Artificial Intelligence

Tencent Hunyuan Launches Hy3 Preview: Open‑Source Model Boosts Agent Performance

On April 23, Tencent released the open‑source Hy3 preview, a 295 B‑parameter hybrid expert model with 21 B active parameters and 256K context length, delivering substantial gains in complex reasoning, instruction following, code and agent tasks, achieving 40 % faster inference, lower costs, and strong benchmark results across Tencent’s AI products.

Hy3-previewTencent Hunyuanagent capabilities
0 likes · 9 min read
Tencent Hunyuan Launches Hy3 Preview: Open‑Source Model Boosts Agent Performance
IT Services Circle
IT Services Circle
Apr 23, 2026 · Industry Insights

Is “120W” Just a Trademark? How Fake High‑Wattage Phone Chargers Are Angering Consumers

The article exposes how many low‑priced chargers falsely marketed as “120W” deliver only 18‑22W, lack proper safety features, and often use proprietary protocols that prevent fast charging, urging buyers to verify output specs, choose original or certified accessories, and prefer GaN technology for reliable performance.

GaNconsumer safetyfast charging
0 likes · 7 min read
Is “120W” Just a Trademark? How Fake High‑Wattage Phone Chargers Are Angering Consumers
IT Services Circle
IT Services Circle
Apr 23, 2026 · Industry Insights

Should Veteran Open‑Source Projects Embrace AI‑Generated Code?

The article examines the split in the open‑source community over AI‑generated contributions, detailing strict bans by projects like Vim Classic and Redox, the pragmatic acceptance by major projects such as Linux, a survey of 112 projects, and the implications of recent AI‑driven vulnerability discoveries.

AI contribution surveyAI-generated codeDeveloper Certificate of Origin
0 likes · 12 min read
Should Veteran Open‑Source Projects Embrace AI‑Generated Code?
IT Services Circle
IT Services Circle
Apr 23, 2026 · Backend Development

Why You Can Skip Consistency Checks When Using DB and MinIO Together

The article argues that for typical file‑upload scenarios you should upload to MinIO first and then write to the database without trying to enforce strong distributed consistency, explaining the pitfalls of transaction‑based solutions and offering simple async cleanup strategies.

@TransactionalAsync CleanupConsistency
0 likes · 8 min read
Why You Can Skip Consistency Checks When Using DB and MinIO Together
ByteDance Web Infra
ByteDance Web Infra
Apr 23, 2026 · Frontend Development

Rsbuild 2.0 Released with New Features and Upcoming TanStack Start Support

Rsbuild 2.0 launches with Rspack 2.0 underpinnings, offering React Server Components, enhanced dev‑server communication, custom logging, lighter default dependencies, safer localhost defaults, modern ESM output, updated browser targets, and a migration path for existing projects, while announcing future integration with TanStack Start.

Frontend BuildNode.jsReact Server Components
0 likes · 21 min read
Rsbuild 2.0 Released with New Features and Upcoming TanStack Start Support
Java Tech Enthusiast
Java Tech Enthusiast
Apr 23, 2026 · Industry Insights

Why Is China Replacing Enterprise PCs with Linux? A Technical Perspective

China’s push to replace Windows PCs in state‑owned enterprises with Linux is driven by security concerns after the Huawei sanctions, massive software licensing costs, the need to build a domestic ecosystem, and the strategic goal of achieving autonomous, controllable IT infrastructure.

LinuxNational strategyState‑owned enterprises
0 likes · 6 min read
Why Is China Replacing Enterprise PCs with Linux? A Technical Perspective
Old Zhao – Management Systems Only
Old Zhao – Management Systems Only
Apr 23, 2026 · Operations

Supply Chain vs Logistics vs Procurement: Clear Differences Explained

The article clarifies why many companies confuse procurement, logistics, and supply chain, outlines each function’s specific tasks, shows how fragmented data and unclear boundaries cause order delays, and proposes a linear, data‑driven workflow that links demand, purchasing, inbound, outbound, and delivery for smoother operations.

Operations ManagementSupply Chaindata integration
0 likes · 10 min read
Supply Chain vs Logistics vs Procurement: Clear Differences Explained
ByteDance SE Lab
ByteDance SE Lab
Apr 23, 2026 · Operations

Eliminate OpenClaw Ops Blind Spots with Volcano Engine TLS One‑Click Monitoring

The article explains how Volcano Engine's TLS provides a zero‑intrusion, one‑click plugin for OpenClaw that automatically collects logs, metrics, and traces, generates cost, operations, performance, and security dashboards, and includes authentication options, installation commands, and a SQL‑based token anomaly investigation.

OpenClawTLSVolcano Engine
0 likes · 10 min read
Eliminate OpenClaw Ops Blind Spots with Volcano Engine TLS One‑Click Monitoring
Data Party THU
Data Party THU
Apr 23, 2026 · Artificial Intelligence

The Complete 2026 Agentic AI Engineer Roadmap: A Systematic Learning Path

This guide presents a step‑by‑step roadmap for becoming an Agentic AI engineer in 2026, covering Python fundamentals, LLM concepts, framework selection, advanced memory management, tool integration, production deployment, and interview preparation with concrete examples and best‑practice recommendations.

LLMLangGraphProduction Deployment
0 likes · 10 min read
The Complete 2026 Agentic AI Engineer Roadmap: A Systematic Learning Path
Architect Chen
Architect Chen
Apr 23, 2026 · Databases

The Most Complete Redis Configuration Guide with Illustrated Examples

This article provides a thorough walkthrough of Redis configuration, covering the location of the redis.conf file, how to list all settings with CONFIG GET *, modify parameters via CONFIG SET, and detailed explanations of common options such as bind address, port, timeout, log level, database count, daemonization, log file, client limits, memory limits, persistence settings, replication, and password protection, each illustrated with concrete command examples.

CONFIGConfigurationRedis
0 likes · 6 min read
The Most Complete Redis Configuration Guide with Illustrated Examples
Machine Heart
Machine Heart
Apr 23, 2026 · Artificial Intelligence

UniLS: End-to-End Audio-Driven Framework Eliminates the ‘Poker Face’ in Digital Human Dialogue

UniLS, the first end‑to‑end audio‑driven framework that jointly generates speaking and listening facial motions for digital humans, achieves state‑of‑the‑art speaking accuracy, improves listening naturalness by 44.1 %, and runs at over 500 FPS, as demonstrated on the CVPR 2026‑accepted paper with extensive quantitative and user studies.

CVPR 2026Real-time AIaudio-driven animation
0 likes · 9 min read
UniLS: End-to-End Audio-Driven Framework Eliminates the ‘Poker Face’ in Digital Human Dialogue
Taobao Design
Taobao Design
Apr 23, 2026 · User Experience Design

Designing Flash‑Sale Benefits to Turn Every Claim into an Anticipated Experience

The article reinterprets flash‑sale coupons as a designed touchpoint—using a gold‑egg metaphor, consistent visual anchors, emotional‑numeric feedback, holiday ambience, and brand integration—to make each benefit claim feel expected, memorable, and motivating for repeat participation.

Brand IntegrationDesign Processflash sale
0 likes · 6 min read
Designing Flash‑Sale Benefits to Turn Every Claim into an Anticipated Experience
Architecture Digest
Architecture Digest
Apr 23, 2026 · Artificial Intelligence

Exciting News: IntelliJ IDEA Now Integrated with Codex AI Assistant

JetBrains IDEs from version 2025.3 embed the Codex AI assistant powered by GPT‑5.4, offering faster, context‑aware code generation, project analysis, environment setup, and refactoring, with real‑world demos showing how it can download projects, configure tools, and even build a full mini‑program with minimal manual coding.

AI assistantCodexGPT-5.4
0 likes · 7 min read
Exciting News: IntelliJ IDEA Now Integrated with Codex AI Assistant
Java Architect Handbook
Java Architect Handbook
Apr 23, 2026 · Interview Experience

Meituan Second Interview: Solving High RocketMQ Consumption Latency in Production

During a Meituan second-round interview, the candidate explains how to diagnose and resolve high RocketMQ consumption latency in production, outlining a three‑step approach—stop the bleeding, recover service, and cure the root cause—through consumer scaling, message forwarding, logic optimization, concurrency tuning, queue expansion, and monitoring.

Consumer LagRocketMQinterview preparation
0 likes · 14 min read
Meituan Second Interview: Solving High RocketMQ Consumption Latency in Production
Linux Cloud-Native Ops Stack
Linux Cloud-Native Ops Stack
Apr 23, 2026 · Cloud Native

Kubernetes Interview: What Exactly Happens When You Delete a Pod?

When a pod is deleted in Kubernetes, the API server timestamps the request, services stop routing traffic, kubelet runs any preStop hook, sends SIGTERM followed by a configurable grace period, then SIGKILL if needed, cleans up resources, and finally removes the pod metadata, with controllers optionally recreating a replacement pod.

DeploymentGraceful TerminationKubernetes
0 likes · 7 min read
Kubernetes Interview: What Exactly Happens When You Delete a Pod?
Machine Heart
Machine Heart
Apr 23, 2026 · Artificial Intelligence

Google's TPU 8t and 8i: Training Powerhouse vs. Inference Specialist

Google unveiled its eighth‑generation TPU line at Cloud Next 2026, introducing the training‑focused TPU 8t with a 2.7× performance boost and massive scaling, and the inference‑optimized TPU 8i featuring three‑times more on‑chip SRAM and an 80% performance uplift for agentic AI workloads, while positioning the chips as a complement—not a replacement—to Nvidia's offerings.

AI hardwareGoogle CloudTPU
0 likes · 9 min read
Google's TPU 8t and 8i: Training Powerhouse vs. Inference Specialist