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IT Services Circle
IT Services Circle
Jul 21, 2026 · Artificial Intelligence

How Claude Fable 5 Disproved a 142‑Year‑Old Jacobian Conjecture with Three Simple Formulas

A mathematician named Levent Alpöge announced on X that Claude Fable 5 generated a three‑dimensional counterexample to the 142‑year‑old Jacobian Conjecture, which was instantly verified with Mathematica, updating the Wikipedia entry and highlighting AI’s growing role in solving deep mathematical problems.

AIClaude Fable 5Jacobian conjecture
0 likes · 9 min read
How Claude Fable 5 Disproved a 142‑Year‑Old Jacobian Conjecture with Three Simple Formulas
Old Zhang's AI Learning
Old Zhang's AI Learning
Jul 21, 2026 · Artificial Intelligence

How I Used Three AI Skills to Create Elementary Lesson Plans at Home

During the summer I used three AI-powered skills—PDF parsing, lesson‑plan generation, and PPT creation—to turn open‑source PDF textbooks into editable Word lesson plans, student worksheets, observation templates, and classroom slides, demonstrating a practical workflow for home‑based teaching material production.

AIEducation techLesson planning
0 likes · 4 min read
How I Used Three AI Skills to Create Elementary Lesson Plans at Home
AndroidPub
AndroidPub
Jul 21, 2026 · Mobile Development

2026 Android + AI Development Trends: From Mobile OS to an Agent‑Powered Ecosystem

The article analyzes how Android evolves in 2026 from a simple app platform into a full‑blown intelligence system, covering on‑device AI via AICore and Gemini Nano, hybrid inference, intent‑based computing, the new AppFunctions framework, AI‑enhanced Chrome, and a transformed developer workflow.

AIAndroidAppFunctions
0 likes · 16 min read
2026 Android + AI Development Trends: From Mobile OS to an Agent‑Powered Ecosystem
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 20, 2026 · Artificial Intelligence

Why Multimodal AI Is the Next Battlefield After Coding – Insights from SenseTime’s Lin Dahua

In a WAIC interview, SenseTime’s chief scientist Lin Dahua explains why multimodal AI, embodied in the native‑unified NEO‑unify architecture and the commercial‑grade SenseNova U1 Pro, is poised to surpass coding as the next competitive frontier, highlighting technical challenges, data efficiency, design‑focused benchmarks, and a 70% delivery‑rate claim.

AILarge Language ModelsMultimodal
0 likes · 18 min read
Why Multimodal AI Is the Next Battlefield After Coding – Insights from SenseTime’s Lin Dahua
21CTO
21CTO
Jul 20, 2026 · Databases

Database Legend Mike Stonebraker: The Birth of Postgres and Challenges in the AI Era

In a candid interview, database pioneer Mike Stonebraker recounts the academic and commercial journeys of Ingres and Postgres, critiques industry giants, explores his DebOS project that reimagines OS kernels as databases, and shares hard‑won insights on AI‑driven Text‑to‑SQL and career advice for the next generation.

AIDatabase SystemsDebOS
0 likes · 11 min read
Database Legend Mike Stonebraker: The Birth of Postgres and Challenges in the AI Era
Smart Workplace Lab
Smart Workplace Lab
Jul 20, 2026 · Industry Insights

From 5 to 50 Items a Day: How AI Fuels Workload Inflation

The article argues that AI’s near‑zero marginal cost for content and code creation raises the benchmark for “perfect” output, turning a modest workload into a relentless churn where dozens of drafts must be produced and refined each day.

AIProductivityautomation
0 likes · 2 min read
From 5 to 50 Items a Day: How AI Fuels Workload Inflation
Machine Heart
Machine Heart
Jul 20, 2026 · Industry Insights

Why This WAIC Booth Skips Stunts to Become the Android of Robotics

At WAIC 2026, Openmind's low‑key booth showcases a universal robot platform and three real‑world demos that expose industry bottlenecks, explain how a full‑stack OS, data pipeline, low‑code IDE and HumanGPT model aim to turn robotics into an Android‑like ecosystem.

AIEmbodied IntelligenceHumanGPT
0 likes · 12 min read
Why This WAIC Booth Skips Stunts to Become the Android of Robotics
SpringMeng
SpringMeng
Jul 20, 2026 · Fundamentals

A Game-Changing Open-Source Diagramming Skill That Beats draw.io

The open‑source architecture‑diagram‑generator skill lets you describe a system to Claude or other AI tools and instantly produces high‑quality, dark‑theme architecture diagrams, with zero design effort, fast iteration, built‑in export, and simple installation via a GitHub release, offering a modern alternative to draw.io.

AIArchitecture DiagramClaude
0 likes · 5 min read
A Game-Changing Open-Source Diagramming Skill That Beats draw.io
Chen Tian Universe
Chen Tian Universe
Jul 20, 2026 · Industry Insights

AI‑Driven Global B2B Payments: Sunrate and Mastercard’s Game‑Changing Whitepaper

The article breaks down Sunrate and Mastercard’s new whitepaper, defining AI‑agent‑driven global B2B payments through five core features, a three‑stage evolution, market data showing rapid AI adoption, 16 enterprise pain points, 13 concrete AI agent use cases, and practical steps for enterprises to implement this transformation.

AIB2B paymentsFinTech
0 likes · 30 min read
AI‑Driven Global B2B Payments: Sunrate and Mastercard’s Game‑Changing Whitepaper
TonyBai
TonyBai
Jul 20, 2026 · Industry Insights

From a Failed Handheld Project to AI’s Cornerstone: Inside Java’s 30‑Year Survival Gamble

The article analyzes the official documentary “The Java Story,” tracing Java’s origins from a failed embedded‑device project, its pivotal moments—including the Mosaic‑driven HotJava launch, the Servlet breakthrough, the Sun‑Microsoft lawsuit, the OpenJDK open‑source shift, and the recent Loom, Valhalla, and Panama initiatives—showing how technical choices and community strength kept the language alive for three decades.

AIJavaenterprise
0 likes · 16 min read
From a Failed Handheld Project to AI’s Cornerstone: Inside Java’s 30‑Year Survival Gamble
dbaplus Community
dbaplus Community
Jul 19, 2026 · Databases

Why PostgreSQL’s Creator Criticizes Oracle and Google – AI‑Generated SQL Still Falls Short

In a candid interview, PostgreSQL founder Michael Stonebraker recounts his journey from Ingres to Postgres, critiques Oracle’s sales tactics, denounces Google’s and Amazon’s database strategies, explains Postgres’s extensible type system, explores the DBOS research project, and highlights why current large‑language‑model‑to‑SQL solutions remain far from production‑ready.

AIDBOSDatabase Architecture
0 likes · 25 min read
Why PostgreSQL’s Creator Criticizes Oracle and Google – AI‑Generated SQL Still Falls Short
TechVision Expert Circle
TechVision Expert Circle
Jul 19, 2026 · Industry Insights

How AI Is Reshaping Every Stage of Software Development

Over the past three years, AI has transformed software engineering—from code generation and architecture to testing and team roles—shifting bottlenecks from writing code to making decisions, introducing AI‑native architectures, redefining engineer skill sets, and prompting both over‑hyped expectations and under‑appreciated opportunities.

AIAI-native architectureTesting automation
0 likes · 14 min read
How AI Is Reshaping Every Stage of Software Development
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 19, 2026 · Artificial Intelligence

AI Goes Physical: Robots Racing to Gain Real‑World Experience at WAIC

At this year’s WAIC, JD showcased a suite of embodied AI models—including JoyAI‑Image‑Edit, JoyAI‑Video‑Edit, JoyAI‑Voice, and JoyAI‑RA—demonstrating how AI is moving from screen‑based perception to real‑world sensing, decision‑making, and actuation, backed by massive first‑person data collection and a closed‑loop training pipeline.

AIData CollectionEmbodied AI
0 likes · 14 min read
AI Goes Physical: Robots Racing to Gain Real‑World Experience at WAIC
Data Party THU
Data Party THU
Jul 19, 2026 · Artificial Intelligence

Biomni Integrates 105 Tools and 59 Databases to Enable AI‑Driven End‑to‑End Life‑Science Discovery

Biomni is a general biomedical AI agent that unifies 105 bioinformatics software packages and 59 curated databases, dynamically selects resources, uses code as a universal action language, and plans experiments, achieving 57% average accuracy on a 443‑question benchmark and dramatically speeding up expert‑level analyses.

AIBioinformaticsBiomedical
0 likes · 8 min read
Biomni Integrates 105 Tools and 59 Databases to Enable AI‑Driven End‑to‑End Life‑Science Discovery
21CTO
21CTO
Jul 19, 2026 · Databases

Can Rust Replace PostgreSQL? pgrust Passes All Official Tests

The pgrust project rewrites PostgreSQL's core in Rust, passes all 46,066 official regression tests, supports standard SQL and the psql client, but remains experimental, exploring a thread‑per‑connection model and showcasing how AI‑driven coding can lower the cost of large‑scale infrastructure rewrites.

AIDatabasePostgreSQL
0 likes · 15 min read
Can Rust Replace PostgreSQL? pgrust Passes All Official Tests
Tech Ocean
Tech Ocean
Jul 18, 2026 · R&D Management

Why Teams Remain Slow Even When AI Accelerates Code Writing

Although AI can generate code at lightning speed, many software teams see little improvement in delivery time because the bottlenecks shift to testing, review, approvals, and deployment, requiring a holistic process overhaul rather than just faster coding.

AIDevOpsautomation
0 likes · 7 min read
Why Teams Remain Slow Even When AI Accelerates Code Writing
Yunqi AI+
Yunqi AI+
Jul 18, 2026 · Artificial Intelligence

Building a Trustworthy Data Query Skill for Enterprise AI: Architecture and Best Practices

The article analyzes why directly connecting large language models to a data warehouse often fails to deliver reliable analytics, outlines common failure modes, and presents a structured Skill‑based architecture—including intent routing, parameter compilation, metric‑first querying, review, and governance—to ensure trustworthy enterprise data queries.

AIDataWarehouseEnterpriseAnalytics
0 likes · 20 min read
Building a Trustworthy Data Query Skill for Enterprise AI: Architecture and Best Practices
Advanced AI Application Practice
Advanced AI Application Practice
Jul 18, 2026 · Operations

How an AI‑Powered Defect Analyzer Eliminates Confirmation Bias in Bug Investigation

The article recounts a costly misdiagnosis caused by confirmation bias, then introduces the defect‑analyzer skill that enforces an 11‑step, evidence‑driven workflow—covering phenomenon description, impact assessment, fact collection, multiple hypotheses, verification methods, prioritised troubleshooting, and post‑fix validation—to help teams locate and resolve bugs accurately and efficiently.

AIbug investigationconfirmation bias
0 likes · 17 min read
How an AI‑Powered Defect Analyzer Eliminates Confirmation Bias in Bug Investigation
Liangxu Linux
Liangxu Linux
Jul 18, 2026 · Industry Insights

When Does RTOS Fall Short? Scenarios That Require Switching to Embedded Linux

The article analyzes the limitations of RTOS—such as weak file‑system support, constrained networking, and lack of process isolation—and explains why complex UI, multimedia, AI, and multi‑process requirements force developers to adopt embedded Linux, often in a hybrid architecture.

AIRTOSembedded Linux
0 likes · 7 min read
When Does RTOS Fall Short? Scenarios That Require Switching to Embedded Linux
Old Zhang's AI Learning
Old Zhang's AI Learning
Jul 17, 2026 · Artificial Intelligence

Why AI & Skills Are Now Essential for Real-World Work

The article explains how AI has moved from chat interfaces to full‑workflow automation, outlines a formula for building valuable AI agents, reviews emerging Chinese AI‑agent products, and provides five practical tips and a step‑by‑step framework for turning everyday tasks into repeatable, testable Skills.

AIProduct ReviewPrompt Engineering
0 likes · 19 min read
Why AI & Skills Are Now Essential for Real-World Work
Su San Talks Tech
Su San Talks Tech
Jul 17, 2026 · Frontend Development

How to Create and Sell Custom Codex Themes – A Step‑by‑Step Guide

This article walks through using the open‑source Codex‑Dream‑Skin project and GPT‑5.6 to customize Codex’s UI—changing backgrounds, colors, and widgets—while explaining the underlying Electron‑based injection technique and showing how the process can be turned into a small business.

AICDPCodex
0 likes · 7 min read
How to Create and Sell Custom Codex Themes – A Step‑by‑Step Guide
DataFunTalk
DataFunTalk
Jul 17, 2026 · Artificial Intelligence

How the US Navy’s AI‑Native Ship OS Cuts Shipbuilding Decisions from Days to Minutes

At Palantir AIPCon 9, the U.S. Navy unveiled Ship OS, an AI‑native operating system that embeds autonomous agents into submarine construction, automating change‑order processing, providing real‑time supply‑chain visibility, and enabling dynamic production planning that reduces decision cycles from days to minutes.

AINaval shipbuildingReal-time decision making
0 likes · 10 min read
How the US Navy’s AI‑Native Ship OS Cuts Shipbuilding Decisions from Days to Minutes
Java Backend Technology
Java Backend Technology
Jul 17, 2026 · Backend Development

How RocketMQ 5.5.0 Enables Asynchronous AI Agent Workloads with LiteTopic

The article explains why traditional synchronous calls block AI agents, introduces RocketMQ 5.5.0's LiteTopic designed for AI workloads, and demonstrates with Java code how to build a non‑blocking multi‑agent system, manage distributed session state, and intelligently schedule GPU resources.

AIDistributed Session ManagementLiteTopic
0 likes · 16 min read
How RocketMQ 5.5.0 Enables Asynchronous AI Agent Workloads with LiteTopic
LuTiao Programming
LuTiao Programming
Jul 16, 2026 · Industry Insights

Why AI’s Biggest Shift Is Moving From Chat Boxes to Your Desktop

The article argues that the most significant recent AI development is not improved model performance but the transition of AI from isolated web chat windows to integrated desktop and mobile workspaces, turning it into a proactive task assistant that reshapes workflows, entry points, and the nature of human‑AI collaboration.

AIAI AgentsDesktop Integration
0 likes · 12 min read
Why AI’s Biggest Shift Is Moving From Chat Boxes to Your Desktop
dbaplus Community
dbaplus Community
Jul 16, 2026 · Artificial Intelligence

Comprehensive Guide to Agent Skills: Standards, Build Process, and Design Patterns

This article provides an in‑depth technical analysis of Agent Skills, detailing the official specification, three‑layer progressive loading mechanism, engineering workflow of Skill‑Creator, naming and description rules, evaluation agents, practical advantages, known limitations, and five reusable design patterns for building robust AI agent capabilities.

AIAgent SkillsDesign Patterns
0 likes · 34 min read
Comprehensive Guide to Agent Skills: Standards, Build Process, and Design Patterns
TechVision Expert Circle
TechVision Expert Circle
Jul 16, 2026 · Artificial Intelligence

How to Make Your System Anticipate Crashes with AI‑Powered Predictive Maintenance

The article explains how to build an AI‑driven predictive‑maintenance pipeline that collects multi‑dimensional metrics, engineers features, trains a two‑stage anomaly‑detection and failure‑probability model, and automates alerting and remediation to warn of impending system crashes before they happen.

AIModel deploymentanomaly detection
0 likes · 12 min read
How to Make Your System Anticipate Crashes with AI‑Powered Predictive Maintenance
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 16, 2026 · Industry Insights

10 Cutting‑Edge AI Trends Revealed by Front‑line Researchers at ICML 2026

At ICML 2026, ten closed‑door sessions with leading researchers uncovered emerging signals—from next‑generation diffusion language models and data‑centric AI to AI‑driven finance, autonomous agents, AI as an operating system, and AI for science—highlighting the directions that will shape AI research and deployment over the next few years.

AIAI for ScienceAI safety
0 likes · 19 min read
10 Cutting‑Edge AI Trends Revealed by Front‑line Researchers at ICML 2026
AI Architecture Hub
AI Architecture Hub
Jul 16, 2026 · Artificial Intelligence

How Marvis’s Six AI Agents Replace 80% of Your PC Tasks

Tencent’s free Marvis AI assistant, launched May 2026, operates at the OS level to read and write files, adjust system settings, perform remote Android control, and build searchable knowledge bases, promising to automate up to 80% of everyday computer work.

AIKnowledgeBaseProductivity
0 likes · 14 min read
How Marvis’s Six AI Agents Replace 80% of Your PC Tasks
AI Programming Lab
AI Programming Lab
Jul 16, 2026 · Artificial Intelligence

Claude Code Artifacts: Instantly Deliver and Share Result Pages

The article explains how Claude Code now integrates the artifacts feature, letting users create private, URL‑accessible result pages that update automatically, use natural‑language prompts or commands, support MCP connectors with per‑viewer permissions, and outlines both practical use cases and technical limitations.

AIArtifactsClaude
0 likes · 7 min read
Claude Code Artifacts: Instantly Deliver and Share Result Pages
JD Cloud Developers
JD Cloud Developers
Jul 16, 2026 · Artificial Intelligence

Building an AI Development Ecosystem: From Code Hosting to AI Capability Platform with Coding

The article explains how Coding is evolving from a traditional code‑hosting platform to a comprehensive AI‑powered development ecosystem, detailing a three‑layer AI infrastructure, remote agent frameworks, front‑end integration points, and multiple real‑world cases that showcase AI‑driven code understanding, automated fixes, release checks, alert remediation, SQL review, knowledge consolidation, and testing automation.

AIAgent FrameworkKnowledge Graph
0 likes · 29 min read
Building an AI Development Ecosystem: From Code Hosting to AI Capability Platform with Coding
Machine Heart
Machine Heart
Jul 16, 2026 · Industry Insights

Special‑Force‑Style City Walk at WAIC Pudong: Uncovering Future AI “Easter Eggs” in Zhangjiang

The article reports on a WAIC City Walk in Zhangjiang, detailing four stops that showcase PPIO’s Agentic Cloud token factory with ten‑fold inference gains and massive cost savings, the MetAI Hub AI application store, AI‑driven art, medical imaging and brain‑development tools, and a science hall where AI powers sports, entertainment and industrial demos, all backed by concrete usage statistics and company highlights.

AIAI Application StoreAgentic Cloud
0 likes · 9 min read
Special‑Force‑Style City Walk at WAIC Pudong: Uncovering Future AI “Easter Eggs” in Zhangjiang
Machine Heart
Machine Heart
Jul 16, 2026 · Artificial Intelligence

WebRetriever Global Challenge Opens – $15,000 Prize for Web Agent Benchmark

Today the WebRetriever Global Challenge, co‑organized by Mingluo Technology, Peking University, and leading AI institutes, opens for individuals and teams worldwide, offering a $15,000 prize pool and inviting participants to evaluate their web agents on an 800‑site, 1,550‑task benchmark that measures both navigation success and full‑task completion.

AICompetitionEvaluation
0 likes · 4 min read
WebRetriever Global Challenge Opens – $15,000 Prize for Web Agent Benchmark
Black & White Path
Black & White Path
Jul 16, 2026 · Information Security

How an AI “Second Brain” Boosts Penetration Testing Efficiency

ClaudeBrain, an open‑source AI‑powered assistant, equips penetration testers and bug‑bounty hunters with a persistent, searchable knowledge base and automated hunting skills, dramatically reducing the time spent mapping attack surfaces and handling unfamiliar vulnerabilities.

AIBug BountyLLM Wiki
0 likes · 9 min read
How an AI “Second Brain” Boosts Penetration Testing Efficiency
Yunqi AI+
Yunqi AI+
Jul 15, 2026 · Artificial Intelligence

How to Build Enterprise AI Management Agents: Path, Design, and Governance

The article analyzes how to construct enterprise AI management agents by distinguishing them from personal efficiency agents, defining data semantics and governance, designing two capability chains for query and analysis, and outlining a step‑by‑step implementation roadmap with security, evaluation, and ownership practices.

AIAgentEnterprise Management
0 likes · 18 min read
How to Build Enterprise AI Management Agents: Path, Design, and Governance
Machine Heart
Machine Heart
Jul 15, 2026 · Artificial Intelligence

LAVE: Constrained Decoding for Diffusion Language Models (ISSTA 2026)

LAVE introduces a lookahead‑then‑verify constrained decoding technique that dramatically raises syntax correctness for diffusion language models across code, JSON, and SMILES generation, improves functional correctness, and adds only minimal inference overhead.

AIcode generationconstrained decoding
0 likes · 8 min read
LAVE: Constrained Decoding for Diffusion Language Models (ISSTA 2026)
Java Companion
Java Companion
Jul 15, 2026 · Industry Insights

2026 AI Job Market Booms: Positions Up 12×, Salaries 26% Higher – RAG + Agent Skills Are the New Hiring Edge

Data from 脉脉 shows AI positions in 2026 have grown about twelve‑fold year‑over‑year, now accounting for 26.23% of new‑economy jobs with average monthly salaries 26% above peers, while traditional software demand falls 25% and large‑model application roles surge, prompting a training push on RAG and Agent technologies.

AIAgentRAG
0 likes · 3 min read
2026 AI Job Market Booms: Positions Up 12×, Salaries 26% Higher – RAG + Agent Skills Are the New Hiring Edge
TonyBai
TonyBai
Jul 15, 2026 · Artificial Intelligence

Why Engineers Must Guard the Outer Loop in AI Loop Engineering

The article argues that while AI agents can run thousands of autonomous loops, human engineers must retain control of the outer loop—making decisions, validating evidence, and assuming accountability—to ensure safety, explainability, and trust in large‑scale software factories.

AIAccountabilityAgent
0 likes · 24 min read
Why Engineers Must Guard the Outer Loop in AI Loop Engineering
LuTiao Programming
LuTiao Programming
Jul 14, 2026 · Backend Development

Stop Writing Ad‑hoc Reports for Your Boss: Build a One‑sentence Data Query Assistant with GPT + Spring Boot

The article explains why Java developers waste time on repetitive ad‑hoc reports, proposes using GPT as a natural‑language front‑end to call secure Spring Boot metric tools, and walks through a step‑by‑step implementation that includes tool definition, permission checks, audit logging, and safe prompt engineering.

AIData QueryGPT
0 likes · 16 min read
Stop Writing Ad‑hoc Reports for Your Boss: Build a One‑sentence Data Query Assistant with GPT + Spring Boot
Tencent Advertising Technology
Tencent Advertising Technology
Jul 14, 2026 · Industry Insights

In‑Depth Interview: HKU Vice President and Tencent Advertising Tech Lead Discuss the Future of AI Talent

A comprehensive dialogue between Hong Kong Chinese University’s vice president and Tencent’s advertising AI experts explores AI frontiers, trustworthy and embodied AI, the four‑generation evolution of recommendation systems, the role of the Tencent Advertising Algorithm Competition in talent development, and practical advice for young professionals navigating the AI‑driven advertising industry.

AIAdvertisingAlgorithm Competition
0 likes · 21 min read
In‑Depth Interview: HKU Vice President and Tencent Advertising Tech Lead Discuss the Future of AI Talent
DataFunSummit
DataFunSummit
Jul 14, 2026 · Artificial Intelligence

Memory‑Guided Hard Data Augmentation: Turning Model Errors into Targeted Multimodal NER Improvements

The paper proposes Memory‑Guided Hard Data Augmentation (MGHDA), a closed‑loop pipeline that diagnoses model‑specific hard instances in multimodal named entity recognition, abstracts their error patterns into a Memory Tree, and generates targeted augmentation samples, achieving consistent F1 gains across several backbones while highlighting cost and scalability trade‑offs.

AIData AugmentationLLM
0 likes · 15 min read
Memory‑Guided Hard Data Augmentation: Turning Model Errors into Targeted Multimodal NER Improvements
Machine Heart
Machine Heart
Jul 14, 2026 · Artificial Intelligence

Why RL Pioneer Richard Sutton Is Launching a Startup to Escape the Large‑Model Paradigm

At nearly 70, Turing‑award‑winning reinforcement‑learning pioneer Richard Sutton co‑founded Oak Lab to develop the OaK architecture, aiming for AI agents that learn continuously from experience, critiquing the static data reliance of current large language models and targeting low‑energy trillion‑parameter AGI.

AGIAIOaK architecture
0 likes · 6 min read
Why RL Pioneer Richard Sutton Is Launching a Startup to Escape the Large‑Model Paradigm
Insight Construct
Insight Construct
Jul 14, 2026 · Industry Insights

How Far Can One Person Go with AI? $1M Game in 3 Hours, Paper in 17 Hours

The article examines how individuals leverage AI as an on‑demand team to launch high‑earning products—from a $1 million game built in three hours to a conference paper in seventeen—while highlighting both the massive opportunities, ethical pitfalls, and the importance of precise problem definition.

AIAI toolsEntrepreneurship
0 likes · 15 min read
How Far Can One Person Go with AI? $1M Game in 3 Hours, Paper in 17 Hours
Niu Liu
Niu Liu
Jul 14, 2026 · Artificial Intelligence

SmartCall: Building an AI‑Powered Voice Customer Service Center

SmartCall is an open‑source AI‑driven call‑center platform that combines large language models, Asterisk telephony, IVR orchestration, ASR/TTS, and a knowledge‑base agent to deliver scalable, emotion‑aware voice customer service across industries.

AIAsteriskIVR
0 likes · 13 min read
SmartCall: Building an AI‑Powered Voice Customer Service Center
Mike Chen Rui
Mike Chen Rui
Jul 13, 2026 · Artificial Intelligence

What Is the Transformer Architecture Behind Modern AI Large Models?

The article explains that the Transformer, introduced by Google in the 2017 "Attention Is All You Need" paper, replaces RNN/CNN with self‑attention, enabling full parallel computation, solving sequential bottlenecks and long‑range dependency issues that power today’s large AI models.

AIAttention Is All You NeedGPT
0 likes · 3 min read
What Is the Transformer Architecture Behind Modern AI Large Models?
Java Architect Handbook
Java Architect Handbook
Jul 13, 2026 · Artificial Intelligence

Why the “Large Model Post‑Processing Engineer” Is the Most Ironic New Role in AI

The article argues that while large‑model AI can quickly deliver an 80‑point prototype, the remaining 20 points needed for a reliable, secure, and performant product require human engineers—coined as “post‑processing engineers”—to handle boundary cases, errors, security, and performance, making this role essential in the AI era.

AIAgentLarge Models
0 likes · 11 min read
Why the “Large Model Post‑Processing Engineer” Is the Most Ironic New Role in AI
JavaGuide
JavaGuide
Jul 13, 2026 · Artificial Intelligence

When AI Can Write Code, How Programmers Can Add Value by Designing and Evaluating Tasks

The article examines TalentsAI, a platform that lets programmers earn by creating expert data, evaluation tasks, and benchmarks for large language models, outlining required skills, application steps, income considerations, strict anti‑AI‑generation rules, and why this side‑gig suits developers.

AIDataLabelingLargeModels
0 likes · 9 min read
When AI Can Write Code, How Programmers Can Add Value by Designing and Evaluating Tasks
SpringMeng
SpringMeng
Jul 13, 2026 · Backend Development

Add AI to a Spring Boot Project in a Few Lines with Spring AI 2.0

This guide walks through integrating Spring AI 2.0 into a Spring Boot application, covering Maven dependency setup, model configuration, ChatClient usage for synchronous and streaming calls, Redis‑backed chat memory for multi‑turn conversations, and testing with Postman and a UI component.

AIJavaOpenAI
0 likes · 14 min read
Add AI to a Spring Boot Project in a Few Lines with Spring AI 2.0
AI Engineering
AI Engineering
Jul 13, 2026 · Artificial Intelligence

Satya Nadella’s New Essay Introduces the ‘Reverse Information Paradox’ – Is It a New ‘Convenience Theory’?

The article explains how AI flips Arrow’s classic information paradox, turning enterprises into both customers and unwitting data suppliers, and outlines five strategic steps—Control, Capability, Choice, Cost, and Compound—to protect proprietary knowledge while still leveraging large models.

AIdata ownershipenterprise strategy
0 likes · 8 min read
Satya Nadella’s New Essay Introduces the ‘Reverse Information Paradox’ – Is It a New ‘Convenience Theory’?
Geek Labs
Geek Labs
Jul 12, 2026 · Operations

Top Ops & Security Tools: AI Alert Triage, Anti-Detection Browser, and K8s Visualization

The article reviews three open‑source solutions—OpenSRE for AI‑assisted incident investigation, CloakBrowser that patches Chromium to evade fingerprinting, and Radar, a lightweight Kubernetes dashboard that runs without cluster installation—detailing their problems, workflows, commands, and key features.

AIKubernetesbrowser automation
0 likes · 6 min read
Top Ops & Security Tools: AI Alert Triage, Anti-Detection Browser, and K8s Visualization
webdream
webdream
Jul 12, 2026 · Industry Insights

From 6,000 Daily Thoughts to Real Products: How AI Accelerates Idea Execution

The article examines how humans generate roughly 6,000 thoughts each day, categorizes them into three layers, and outlines a four‑stage AI‑augmented workflow—capture, expansion, rapid prototyping, and iteration—plus practical lessons and a six‑step process for turning scarce, valuable ideas into tangible products faster than ever before.

AICognitive ScienceIdea Management
0 likes · 12 min read
From 6,000 Daily Thoughts to Real Products: How AI Accelerates Idea Execution
AI Architecture Path
AI Architecture Path
Jul 12, 2026 · Artificial Intelligence

Archify v2.10: Open‑Source AI Drawing Skill Generates Diagrams in One Sentence

Archify v2.10, an open‑source AI drawing skill, lets developers describe system architecture, workflows, sequence or data‑flow diagrams in plain language and instantly produces high‑resolution, dual‑theme SVG/HTML outputs, while offering auto‑validation, zero‑dependency sharing, and detailed comparisons with Mermaid, Draw.io and Excalidraw.

AIDevOpsLLM
0 likes · 15 min read
Archify v2.10: Open‑Source AI Drawing Skill Generates Diagrams in One Sentence
LuTiao Programming
LuTiao Programming
Jul 11, 2026 · Backend Development

Stop Manually Scanning Maven Red Logs: Why Java Teams Should Adopt Cursor Automations

The article explains how Java teams can replace time‑consuming manual inspection of Maven CI failures with Cursor Automations, detailing concrete use cases, rule definitions, safe‑fix scopes, and sample prompts that let AI locate, summarize, and suggest actions for CI and PR review issues while keeping developers in control.

AICIGitHub Actions
0 likes · 18 min read
Stop Manually Scanning Maven Red Logs: Why Java Teams Should Adopt Cursor Automations
DataFunTalk
DataFunTalk
Jul 11, 2026 · Big Data

How Xiaohongshu’s Data Architecture Evolved for the Big AI Data Era

The article details Xiaohongshu’s journey from a simple ClickHouse‑based ad‑hoc analytics stack to a Lambda‑style architecture and finally to a lakehouse with generic incremental compute, cutting architecture complexity, resource cost and development effort each to roughly one‑third while achieving sub‑10‑second query latency on petabyte‑scale data.

AIBig DataClickHouse
0 likes · 21 min read
How Xiaohongshu’s Data Architecture Evolved for the Big AI Data Era
AI Architecture Path
AI Architecture Path
Jul 11, 2026 · Artificial Intelligence

How a GitHub Repo Gained 5,000 Stars in a Week by Uncovering System Prompts from 30 AI Models

The article analyzes the system‑prompt leaks repository that collected over 140 prompt files from more than 30 AI providers, compares token counts and safety constraints of models like Claude, ChatGPT, Gemini and Cursor, and explains how this transparency reshapes prompt engineering, compliance research, and AI development.

AIChatGPTClaude
0 likes · 13 min read
How a GitHub Repo Gained 5,000 Stars in a Week by Uncovering System Prompts from 30 AI Models
AI Architecture Hub
AI Architecture Hub
Jul 11, 2026 · Product Management

Reshaping Instagram for the AI Era: Insights from Head Mosseri

In an interview, Instagram head Adam Mosseri explains how AI is reshaping team structures, talent requirements, platform strategy, algorithm design, and content governance, emphasizing the continued importance of human judgment, taste, and transparent sourcing in a rapidly automated social ecosystem.

AIContent GovernanceInstagram
0 likes · 9 min read
Reshaping Instagram for the AI Era: Insights from Head Mosseri
Xiaomi Tech
Xiaomi Tech
Jul 10, 2026 · Operations

From Vibe Coding to Harness Engineering: Controlling AI‑Assisted JDK Upgrades

The article explains how AI‑assisted coding, once limited to new feature development, can be harnessed for complex maintenance tasks such as JDK 21 upgrades by imposing systematic execution constraints, structuring knowledge into reusable skills, orchestrating tools, and establishing feedback loops that turn each upgrade into a repeatable, measurable engineering process.

AIEngineering ProcessJDK Upgrade
0 likes · 17 min read
From Vibe Coding to Harness Engineering: Controlling AI‑Assisted JDK Upgrades
ByteDance SYS Tech
ByteDance SYS Tech
Jul 10, 2026 · Operations

ByteDance STE Firmware at OCP China 2026: From Standardization to Intelligent Data‑Center Firmware

Amid the explosive growth of AI compute, ByteDance's STE firmware team presented three technical advances at OCP China 2026—standardized XPU management interfaces, an OpenBMC Agent framework that cuts configuration time to under a minute, and a unified RAS API—to build a next‑generation, reliable and scalable data‑center firmware infrastructure.

AIData CenterFirmware
0 likes · 16 min read
ByteDance STE Firmware at OCP China 2026: From Standardization to Intelligent Data‑Center Firmware
Machine Heart
Machine Heart
Jul 10, 2026 · Artificial Intelligence

Introducing HOI-Edit: A New Benchmark and Self‑Correcting Framework for Interactive Image Editing

The paper presents HOI-Edit, the first hierarchical cognitive benchmark for human‑object interaction image editing, proposes the HOI‑Eval automatic metric based on paired‑region grounding, and introduces the SCPE self‑correcting framework that leverages I2V video feedback to markedly improve interaction accuracy, identity preservation, and physical reasoning.

AIHOI-EditHuman-Object Interaction
0 likes · 16 min read
Introducing HOI-Edit: A New Benchmark and Self‑Correcting Framework for Interactive Image Editing
21CTO
21CTO
Jul 10, 2026 · Industry Insights

Fei-Fei Li Says Only Two Worker Types Will Remain in a Decade

In a candid interview, AI pioneer Fei‑Fei Li and MasterClass CEO David Rogier argue that rapid AI advances will collapse the job market into just two roles—entrepreneurial and agency‑type workers—while emphasizing the need for autonomy, balanced education reforms, and the emerging field of spatial intelligence.

AIFei-Fei Liautonomy
0 likes · 26 min read
Fei-Fei Li Says Only Two Worker Types Will Remain in a Decade
Huajiao Technology
Huajiao Technology
Jul 10, 2026 · Backend Development

Six Real‑World Skill Templates Unveiled: Full Code, Structure, and Design Rationale

The article publishes six de‑identified Skill examples—covering Go server standards, a shared ranking service, Archery‑compliant DDL, interface‑contract generation, test/review workflows, and a frontend D2C standard—showing their directory layouts, complete SKILL.md files, and the concrete design decisions that keep AI‑generated code aligned with project rules.

AIGoInterface Contract
0 likes · 25 min read
Six Real‑World Skill Templates Unveiled: Full Code, Structure, and Design Rationale
TonyBai
TonyBai
Jul 10, 2026 · Artificial Intelligence

The New AI Stack: Models, Harnesses, Loops, and Self‑Evolving Agents

The article argues that AI product performance hinges not on ever smarter foundation models but on the surrounding harness framework—covering loops, file‑system memory, sub‑agents, context engineering, and self‑optimizing code—and provides concrete patterns, pitfalls, and a four‑week roadmap for developers.

AIAgentic SystemsContext Engineering
0 likes · 26 min read
The New AI Stack: Models, Harnesses, Loops, and Self‑Evolving Agents
Architect
Architect
Jul 9, 2026 · Artificial Intelligence

How to Capture Expert Knowledge When AI Coding Joins Your Team

When AI‑assisted coding is introduced, teams often struggle to preserve the hidden engineering expertise of top performers, so the article proposes turning that tacit know‑how into reusable, inspectable, and trim‑able Agent processes that can be documented, run, and continuously improved.

AIAgentLoop Engineering
0 likes · 22 min read
How to Capture Expert Knowledge When AI Coding Joins Your Team
Advanced AI Application Practice
Advanced AI Application Practice
Jul 9, 2026 · R&D Management

How the Requirement‑Decomposition Skill Eliminates 99% of Missed Test Risks with One‑Click Structured Reports

The Requirement‑Decomposition skill transforms vague PRDs into a 12‑dimension, structured analysis that automatically highlights concurrency, boundary, and permission risks, generates ready‑to‑use test‑case reports, and enforces four safety red‑lines to keep testing effort accurate and reusable.

AIPRDRequirement Decomposition
0 likes · 15 min read
How the Requirement‑Decomposition Skill Eliminates 99% of Missed Test Risks with One‑Click Structured Reports
Java Backend Technology
Java Backend Technology
Jul 9, 2026 · Cloud Native

Quarkus 3.37 Beats Spring Boot: 50× Faster Startup and 70% Less Memory

Quarkus 3.37, released on June 24, 2026, introduces experimental JLink support, a full Hibernate ORM 7.4 upgrade, a reflection‑free Jackson serializer, AI‑native extensions, and numerous bug fixes, delivering up to 50‑fold faster startup, 70% lower memory usage, and measurable performance gains for Java cloud‑native applications.

AIHibernateJLink
0 likes · 11 min read
Quarkus 3.37 Beats Spring Boot: 50× Faster Startup and 70% Less Memory
Kuaishou Tech
Kuaishou Tech
Jul 8, 2026 · Artificial Intelligence

Four-Stage Evolution of Intelligent UI Test Case Generation and Execution

This article analyzes the growing pressure on software testing caused by rapid product iteration and complex business rules, then details a four‑stage evolution—from prompt‑engineered V1 to multi‑agent V2, knowledge‑enhanced V3, and agentic self‑evolving V4—showing how each stage improves generation rate, adoption, and defect coverage while outlining practical lessons for teams adopting AI‑driven testing.

AIPrompt Engineeringknowledge management
0 likes · 19 min read
Four-Stage Evolution of Intelligent UI Test Case Generation and Execution
Big Data Technology & Architecture
Big Data Technology & Architecture
Jul 8, 2026 · Artificial Intelligence

Key Evaluation Criteria for Data‑Driven AI Agents

The article outlines a practical framework for assessing data‑centric AI agents, highlighting challenges such as nondeterminism, black‑box behavior, and error amplification, and proposes concrete dimensions—result correctness, semantic consistency, query quality, security, and explainability—to ensure zero‑tolerance accuracy and reproducibility.

AIData AgentEvaluation
0 likes · 7 min read
Key Evaluation Criteria for Data‑Driven AI Agents
vivo Internet Technology
vivo Internet Technology
Jul 8, 2026 · Artificial Intelligence

How AI Shifts Recommendation Systems from Simply Pushing Items to Guiding User Choices

The article examines how large‑language models can augment a game‑distribution recommender by keeping accurate ranking while adding an expression and decision layer that explains differences between similar titles, using a structured schema, an exploration‑to‑convergence workflow, and engineering safeguards to make the insights stable and reusable.

AIExplainabilityGame Understanding
0 likes · 19 min read
How AI Shifts Recommendation Systems from Simply Pushing Items to Guiding User Choices
vivo Internet Technology
vivo Internet Technology
Jul 8, 2026 · Artificial Intelligence

VeraRetouch: A Multi‑Task Inference Framework for Photo Editing (SIGGRAPH 2026)

VeraRetouch is a lightweight, fully differentiable photo‑retouching framework that runs on mobile devices, uses a 0.6B visual‑language model as a “retouch brain”, introduces a differentiable Retouch Renderer with three control dimensions, leverages a million‑scale AetherRetouch‑1M+ dataset, and achieves state‑of‑the‑art quality, speed, and deployability across automatic, style‑guided, and parameter‑driven editing tasks.

AIdifferentiable renderingimage retouching
0 likes · 13 min read
VeraRetouch: A Multi‑Task Inference Framework for Photo Editing (SIGGRAPH 2026)
ITPUB
ITPUB
Jul 8, 2026 · Industry Insights

How AI Is Redefining the Global Competitiveness of Chinese BI Platforms

The article analyzes how Chinese business‑intelligence products, led by Alibaba Cloud's Quick BI, have moved from cost‑performance contenders to a distinct technical position, highlighted by seven consecutive Gartner Magic‑Quadrant entries, and how AI integration reshapes BI from static reporting to automated, multi‑step analytical intelligence.

AIAnalyticsBI
0 likes · 10 min read
How AI Is Redefining the Global Competitiveness of Chinese BI Platforms
Old Zhang's AI Learning
Old Zhang's AI Learning
Jul 8, 2026 · Artificial Intelligence

Deploying the Quantized DeepSeek‑V4‑Flash Locally: Performance, Benchmarks, and Tips

This article walks through DeepSeek‑V4‑Flash, a lightweight 284B MoE model with 13B active parameters and 1‑million‑token context, explains its three thinking modes, presents official benchmark results showing Flash can match Pro with higher reasoning budget, and provides step‑by‑step local deployment instructions using Unsloth’s GGUF quantization and llama.cpp fixes.

AIDeepSeek-V4-FlashGGUF
0 likes · 13 min read
Deploying the Quantized DeepSeek‑V4‑Flash Locally: Performance, Benchmarks, and Tips
Machine Heart
Machine Heart
Jul 8, 2026 · Artificial Intelligence

From Answering to Generating: AI’s Leap to High‑Precision Industry Data (Nature Comm)

Weina AI’s Nature Communications paper demonstrates a multimodal deep‑learning model that predicts long‑term renal function decline after radical nephrectomy, achieves AUC 0.788‑0.873 across 15 centers, and showcases a closed‑loop inference‑data generation approach that moves AI from answering questions to autonomously creating high‑precision industry data.

AIMedical AIagentic AI
0 likes · 12 min read
From Answering to Generating: AI’s Leap to High‑Precision Industry Data (Nature Comm)
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 8, 2026 · Artificial Intelligence

How Harness Engineering Enables Recursive Self‑Improvement in AI

The article surveys recent research on harness engineering—software layers that orchestrate large language models—and examines how these layers can drive recursive self‑improvement, outlining design patterns, optimization techniques, evolutionary search, and the remaining technical challenges.

AIAgentic SystemsEvolutionary Search
0 likes · 38 min read
How Harness Engineering Enables Recursive Self‑Improvement in AI
AI Architecture Path
AI Architecture Path
Jul 8, 2026 · Frontend Development

Alibaba’s 25K‑Star Front‑End GUI Agent PageAgent Lets AI Control Web Apps Without Backend

PageAgent, an open‑source pure front‑end JavaScript GUI agent from Alibaba with over 25,000 GitHub stars, embeds an AI agent directly into the webpage DOM to enable natural‑language driven interactions—such as form filling and data extraction—without any backend, headless browser, or OCR, and it offers low‑cost integration, model‑agnostic LLM support, and detailed comparisons against Selenium, Playwright and Browser‑use.

AIFront-endJavaScript
0 likes · 15 min read
Alibaba’s 25K‑Star Front‑End GUI Agent PageAgent Lets AI Control Web Apps Without Backend
Machine Heart
Machine Heart
Jul 7, 2026 · Artificial Intelligence

How Harness Engineering Drives Recursive Self‑Improvement in AI

The article surveys recent research on Harness engineering—systems that orchestrate model reasoning, tool use, context management, and evaluation—and examines whether recursive self‑improvement (RSI) will first emerge in model weights or in the surrounding Harness, while outlining design patterns, optimization strategies, and open challenges.

AIAgentic SystemsEvolutionary Search
0 likes · 37 min read
How Harness Engineering Drives Recursive Self‑Improvement in AI
IT Services Circle
IT Services Circle
Jul 7, 2026 · Industry Insights

17 Must‑See GitHub Open‑Source Projects from June

This roundup highlights 17 notable GitHub open‑source projects that gained traction in June, spanning computer‑vision toolkits, AI‑driven video production, product‑manager skill markets, multi‑agent development environments, lightweight database clients, Apple‑optimized containers, code‑base knowledge graphs, NVIDIA's world‑model platform, Alibaba's in‑process vector DB, and a collection of Windows‑focused AI utilities.

AIDatabaseGitHub
0 likes · 10 min read
17 Must‑See GitHub Open‑Source Projects from June
21CTO
21CTO
Jul 7, 2026 · Industry Insights

Why Fast‑Growing AI Startups Still Pay Engineers Top Salaries Amid AI Tool Rise

Despite the growing prevalence of AI code‑generation tools, engineers at rapidly expanding AI and cloud‑native startups—both overseas and in China—continue to command six‑figure base salaries and substantial equity, as detailed by Levels.fyi data and company‑specific compensation figures from DeepSeek, Zhipu AI, MiniMax and others.

AIEquityStartups
0 likes · 11 min read
Why Fast‑Growing AI Startups Still Pay Engineers Top Salaries Amid AI Tool Rise
Architect Chen
Architect Chen
Jul 7, 2026 · Artificial Intelligence

All Codex CLI Commands Explained – 2026 Edition

This article provides a complete, step‑by‑step reference of the Codex command‑line interface, detailing each command’s purpose, usage examples, and typical scenarios such as interactive sessions, one‑off prompts, login management, configuration, updates, environment checks, code review, testing, automatic fixes, and Git commit generation.

AICLICodex
0 likes · 5 min read
All Codex CLI Commands Explained – 2026 Edition
Machine Heart
Machine Heart
Jul 7, 2026 · Industry Insights

Former DJI Engineer Builds Consumer Knitting Machine, Raises Millions

Clawlab, founded by ex‑DJI engineer Hu Wenxin, has spent three years developing a consumer‑grade smart knitting workstation that combines AI‑driven design agents with a fully integrated hardware platform, and has secured multi‑round financing from Sequoia, Shunwei, Yuanjing and miHoYo to target the massive global DIY textile market.

AIDIYHardware
0 likes · 13 min read
Former DJI Engineer Builds Consumer Knitting Machine, Raises Millions
AI Engineer Programming
AI Engineer Programming
Jul 7, 2026 · Industry Insights

Why Do Tech Giants Still Dominate Even When AI Makes Code Almost Free?

Although AI has driven the marginal cost of writing code close to zero, the dominant expenses of distribution, trust, support and liability remain unchanged, leading to a hollowed‑out middle layer where independent developers thrive on action independence while giants retain advantage through scale and integration.

AIdeveloper ecosystemindustry trends
0 likes · 10 min read
Why Do Tech Giants Still Dominate Even When AI Makes Code Almost Free?
Alibaba Cloud Observability
Alibaba Cloud Observability
Jul 6, 2026 · Operations

How Qoder Embeds Ops Capability to Pinpoint Root Causes in One Sentence

The article shows how integrating Alibaba Cloud's STAROps plugin into Qoder lets developers diagnose production incidents with natural‑language queries, automatically gathering logs, metrics, topology and change data to deliver a structured root‑cause analysis and even generate fix code, cutting investigation time from tens of minutes to a few minutes.

AIDevOpsQoder
0 likes · 14 min read
How Qoder Embeds Ops Capability to Pinpoint Root Causes in One Sentence
We-Design
We-Design
Jul 6, 2026 · User Experience Design

How Designers Should Work When AI Joins Requirement Analysis

The article examines how AI can quickly decompose requirements but stresses that designers must distinguish facts from assumptions, organize judgment criteria, and make AI's analysis traceable and continuously verifiable to avoid misleading conclusions.

AIDesign ProcessHuman Interface Guidelines
0 likes · 16 min read
How Designers Should Work When AI Joins Requirement Analysis
BirdNest Tech Talk
BirdNest Tech Talk
Jul 6, 2026 · Artificial Intelligence

How to Quickly Learn and Master AI‑Generated Projects with the /teach Skill

The article explains why traditional code‑review methods are inefficient for AI‑generated projects and presents a three‑skill workflow—/teach, /insight-diagram, and /architecture-diagram—demonstrated on the open‑source Zero coding agent to turn codebases into lasting, self‑contained learning courses and professional diagrams.

AIArchitecture Diagramcode teaching
0 likes · 21 min read
How to Quickly Learn and Master AI‑Generated Projects with the /teach Skill
AI Engineering
AI Engineering
Jul 6, 2026 · Artificial Intelligence

How to Use Claude to Uncover Your Unknown Unknowns

The article explains how Claude can be prompted to identify unknown unknowns in a codebase, outlines a four‑quadrant framework for categorizing knowledge gaps, and provides concrete techniques—blind‑spot scans, brainstorming, interviews, references, implementation plans, notes, pitches, and quizzes—to turn hidden uncertainties into actionable insights.

AIClaudePrompt Engineering
0 likes · 8 min read
How to Use Claude to Uncover Your Unknown Unknowns