#Pattern Scanning
172 related articles
·4 min
LiDAR Reveals Ancient Cities: How Laser Technology Is Rewriting the History of Lost Civilizations
Discover how LiDAR laser technology penetrates deserts and jungles to reveal Sela's underground cistern system and Nan Madol's hidden structures, rewriting the history of lost civilizations.
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·3 min
SlopCodeBench: Why AI Code Benchmarks Are Failing
SlopCodeBench sparks deep reflection on AI code evaluation. From benchmark contamination to pass-rate pitfalls, exploring why current benchmarks fail to measure real code quality.
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·3 min
Small Site Besieged by AI Crawlers: Under 100 Images, 266K Crawl Requests
A Piwigo gallery with under 100 images received 266K AI crawler requests in 24 hours. Analysis of why gallery CMS becomes a bot trap and how to defend against it.
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·2 min
LangPilot Open-Sourced: A Localized Keyboard Layout Smart-Switching Tool for macOS
LangPilot is an open-source macOS menu bar tool that auto-detects and corrects keyboard layout mismatches for Russian, English, and German, with local spelling suggestions and adaptive learning. Fully offline, privacy-first, written in Swift under GPL-3.0.
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·2 min
LangPilot Open-Sourced: A Local Keyboard Layout Smart-Switching Tool for macOS
LangPilot is an open-source macOS menu bar tool that auto-detects and corrects keyboard layout mismatches for Russian, English, and German. Fully offline, privacy-first, written in Swift under GPL-3.0.
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·3 min
MediaCrawler: Deep Dive into an Open-Source Crawler Framework Covering Seven Major Platforms
Deep analysis of MediaCrawler, a popular GitHub open-source project using Playwright browser automation for multi-platform crawling across Xiaohongshu, Douyin, Kuaishou, Bilibili, Weibo, Tieba, and Zhihu.
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·3 min
AI Companies Are Destroying Rare Books to Obtain Training Data
AI companies are using destructive scanning to shred physical books—including rare editions—for training data. This article examines the efficiency logic, cultural costs, and copyright gray areas.
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·3 min
Wattage: An AI Agent Token Cost Profiling and Regression Protection Tool
Deep dive into Wattage, an AI Agent token consumption profiling and cost regression protection tool, exploring its core features, industry context, and value for developers.
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·4 min
AI Coding Tools in Practice: Which Ones Actually Stuck with the Team?
A 12-person product team shares real-world experiences with Cursor, Codex, Claude Code, and CodeRabbit—exploring efficiency plateaus, scenario matching, and selection criteria for AI coding tools that actually stick.
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·3 min
Sub-Second Code Search: Building an Indexing Plugin with Cursor + Codex
How to achieve millisecond-level code search in massive repositories with hundreds of thousands of files? A hands-on look at building a code search plugin with Cursor + Codex, powered by Lucene inverted indexing and BM25 ranking.
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·3 min
Sub-Second Code Search: Building an Indexing Plugin with Cursor + Codex
How to achieve millisecond-level code search in a repo with hundreds of thousands of files? Building a search plugin with Cursor + Codex, powered by Lucene inverted indexing and BM25 ranking.
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·3 min
Hermes Agent in Practice: A Self-Evolving AI Agent Framework
Hermes Agent is a mature AI Agent framework with built-in Claude Code and Codex coding capabilities, supporting 200+ models, multi-platform deployment, and WeChat integration. Its layered memory and self-evolution features enable low-Token automated task execution.
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·3 min
Agent Intent Recognition: Engineering Practices Behind the Three-Layer Funnel Architecture
An in-depth look at the three-layer funnel architecture for agent intent recognition: rules for fast interception, context for routine intents, and LLM as fallback. Exploring the engineering trade-offs of accuracy, latency, and cost.
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·3 min
Open-Source Newsletter Auto-Generation System: A No-Code AI Deployment Breakdown
An open-source newsletter auto-generation system requiring no coding—just have AI read the project docs to complete deployment. Six-stage pipeline, four-channel search covering 16+ platforms, smart classification & deduplication. Completely free.
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Alibaba Open-Sources Code Review Tool …
·5 min
Alibaba Open-Sources Code Review Tool open-code-review: Deterministic Pipeline + LLM Dual-Engine Analysis
Alibaba open-sources code review tool open-code-review, using a hybrid architecture of deterministic rule pipelines and LLM Agents. Supports line-level comments, OpenAI/Anthropic APIs, battle-tested at Alibaba scale, written in Go, fully free and open-source.
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·7 min
Auditing Cryptographic Libraries with AI: What We Found in Cloudflare's CIRCL
An in-depth look at using AI LLMs to audit Cloudflare's open-source cryptographic library CIRCL, covering constant-time detection, side-channel vulnerabilities, and human-AI collaboration.
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·8 min
Quick Start with SpringBoot from Scratch: From Java Projects to Enterprise Application Practice
Discover why beginners study SpringBoot for six months without getting started. Learn the 'focus on the big picture' methodology and evolve a simple Java project into a runnable enterprise-level SpringBoot application step by step.
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·8 min
Quick Start with SpringBoot for Beginners: From a Java Project to a Real Enterprise Application
Discover why beginners study SpringBoot for six months without getting started. Learn the 'focus on the big' methodology, and evolve a simple Java project step by step into a runnable enterprise application with IDEA.
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·4 min
Was Claude Nerfed After Coming Back Online? The Truth Behind Safety Classifier Routing
Did Claude drop ~10 benchmark points after redeployment? We dig into the safety classifier routing mechanism, Arena voting data, and developer feedback to reveal the truth.
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TradingView MCP: Auto-Analyze Trading …
·2 min
TradingView MCP: Auto-Analyze Trading Charts with Claude AI
tradingview-mcp is an open-source MCP Server connecting Claude AI with TradingView desktop to read charts, identify patterns, and interpret indicators via natural language. 4,500+ stars.
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