#Cognition
254 related articles
Tutorials·4 min
Machine Learning for Absolute Beginners: A Complete Learning Path from Overview to Practice
A beginner-friendly machine learning tutorial covering AI overview, NumPy, Pandas, Matplotlib, and hands-on cases. Master ML fundamentals in three days through five systematic modules.
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Tutorials·3 min
DeepSeek Novel Writing Pitfall Guide: A Practical Tutorial for Beginners to Get Published
A guide to avoiding common pitfalls when using DeepSeek for web novel writing: from market research and structured prompts to contract approval techniques for platforms like Tomato Novel.
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Tutorials·2 min
CapCut + DeepSeek Batch Clipping: A Complete Tutorial to 10x Your Livestream Clip Production Efficiency
Complete guide to semi-automating livestream clipping with CapCut and DeepSeek: from subtitle recognition and AI-powered highlight filtering to batch remix export, compressing hours of manual editing into minutes.
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Product Reviews·3 min
Local Claude Code Hands-On: How Well Does a Terminal Agent Make PPTs?
Hands-on test of local Claude Code with MiniMax 2.7 for creating pitch deck PPTs, exploring its precise file history rollback mechanism vs. Cursor's rollback pain points.
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Tutorials·3 min
World Monitor: The 50K-Star GitHub OSINT Tool for Real-Time Global Intelligence
Complete guide to World Monitor (WM), a 50K-star GitHub OSINT tool featuring interactive maps, global broadcasts, AI risk assessment, and real-time intelligence with 5 deployment methods.
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Tech Frontiers·3 min
GPT-5.6 Internal Testing Begins: A Complete Breakdown of the Week's Biggest AI Developments
GPT-5.6 internal testing launches UltraFast mode, Codex goal-driven mode revolutionizes AI programming, MiniMax cuts costs 360x, Anthropic vs OpenAI valuation war, Cerebras IPO raises $5.55B, Figure robot validates 8-hour autonomous ops, Google Vio 3.1 leads AI video.
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Tech Frontiers·3 min
Gemini 3.2 Pro Leaked Tests Disappoint, GPT-5.6 Already in Internal Testing
Gemini 3.2 Pro leaked tests show mediocre results with minor SVG improvements but weak UI. GPT-5.6 enters internal testing while Claude's new preview achieves breakthrough cybersecurity performance.
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Tutorials·2 min
Gemma 4 Complete Guide: The Apache 2.0 Open-Source Agent Powerhouse
In-depth analysis of Google's Gemma 4 open-source models: 31B, 26B MOE, and 14B/12B benchmarks, deployment guides for all platforms, and MS-Swift fine-tuning tutorial for building local Agent workflows.
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Product Reviews·3 min
Google Gemma 4 Hands-On Review: Offline on Smartphones + Ollama Deployment Tutorial
Hands-on testing of Google Gemma 4 open-source models running offline on three phones, with Dense vs MOE architecture explained and a complete Ollama + Claude Code deployment tutorial.
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Tutorials·4 min
Zero-Code in Practice: Building and Publishing a WeChat Mini Program from Scratch with AI
Complete guide to building and publishing a WeChat Mini Program with zero coding using ChatGPT and Codex — from account registration to AI-generated design, code, and question banks to review and launch.
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Tech Frontiers·2 min
AI Daily: Claude Autonomous Tasks Exceed 16 Hours, GPT 5.5 Proves Mathematical Theorems
May 10, 2025 AI roundup: Claude autonomous tasks exceed 16 hours, GPT 5.5 Pro aids Fields Medalist in math proof, Cloudflare cuts 20% of staff due to AI.
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Tutorials·2 min
Building a Local Knowledge Graph RAG System with Dify + Neo4j: A Hands-On Guide
A hands-on guide to building a local knowledge graph RAG system using Dify, Neo4j, and Docker for multi-hop reasoning and secure local deployment.
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Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into the MCP protocol's core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into MCP (Model Context Protocol) core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Tutorials·3 min
Claude Code Hooks Explained: A Safety Net for When Rules Fail
Deep dive into Claude Code Hooks: why CLAUDE.md rules fail, and how PreCommand blocking, PostCommand reminders, and Stop Hooks form a reliable AI behavior constraint system.
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Tutorials·3 min
Claude Code Hooks Explained: A Safety Net for When Rules Fail
Deep dive into Claude Code Hooks: why CLAUDE.md rules fail and how PreCommand, PostCommand, and Stop Hooks provide a reliable safety net through on-demand context injection.
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Tutorials·3 min
The Complete Guide to Claude Skills: Write Rules Once, Apply Forever — Turn AI from Generalist to Specialist
Deep dive into Claude Skills: core concepts, file structure & practical examples. Master skill.md writing, four design patterns, and best practices for reusable AI workflows.
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Tutorials·3 min
Practical Guide to Using Claude Opus 4.7 from China via Compliant Access Methods
A practical guide to accessing Claude Opus 4.7 and other overseas AI models from China using API aggregation platforms — no VPN, no KYC, with domestic payment support.
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Tutorials·1 min
Deep Dive into OpenAI Codex Architecture: Three Core Layers Explained with Practical Pitfall-Avoidance Guide
Deep dive into OpenAI Codex's three-layer architecture: instruction parsing, code generation, and optimization. Covers task scheduling, context management, common pitfalls, and practical development cases.
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Industry Insights·3 min
Real Numbers from a Startup Founder: How AI Tools Saved Nearly ¥1 Million in Labor Costs in One Year
A startup founder with a 50-person sales team shares real AI cost-cutting results: AI sales system cut 10+ staff while boosting performance, AI customer service saves 85% monthly. Plus opportunities for developers building vertical AI tools.
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