#code cognition middleware
61 related articles
·2 min
A Guide to Free Access to Mainstream AI Models in China: Options and Pitfalls
A guide to free access to mainstream AI models like GPT, Gemini, DeepSeek, and Kimi in China, covering aggregator site risks and recommended legitimate alternatives.
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·4 min
VibeCoding Progression Roadmap: 4 Stages, 12 Projects — From Zero to Architect
VibeCoding keeps failing? The core issue is a mismatch between project choice and skill level. A complete 4-stage, 12-project roadmap from zero to architect.
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·3 min
1FlowBase in Practice: Adding Vision Tools to DeepSeek V4 for Multimodal Capabilities
Learn how to use 1FlowBase to mount MIMO 2.5 as a vision tool on DeepSeek V4, creating a Fusion multimodal endpoint with step-by-step orchestration guide.
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·2 min
Devin Review Security Audit Feature Explained: How AI Code Review Detects Deep Security Vulnerabilities
Devin Review adds AI security audit to auto-detect auth bypasses, logic flaws & deep vulnerabilities in every PR, with full remediation from finding to fix.
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·3 min
GitHub AI Weekly Rankings: Agent Infrastructure Projects Dominate, Toolchain Ecosystem Taking Shape
June 2026 Week 1 GitHub AI trends: Agent infrastructure projects like Hedron and MarkItDown dominate, as context compression, document parsing, memory systems, and aesthetic toolchains rapidly mature.
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·3 min
GML 5.2 Multimodal Upgrade Hands-On: Full Validation with DeepSeek V4
Hands-on testing of GML 5.2 and DeepSeek V4 multimodal upgrades on OneBlockBase, covering vision-text workflows, safety mechanisms, and deployment tips.
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·4 min
Technical Breakdown of Campus Find: A DeepSeek-Powered AI Lost & Found System
Deep dive into Campus Find, a WeChat mini program using DeepSeek AI for smart lost & found matching, OCR recognition, QR code returns, and AI mascot interaction.
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·3 min
AI Large Language Model Learning Roadmap: A Systematic Path from Zero to Project Implementation
A detailed AI LLM learning roadmap covering Transformer architecture, Prompt Engineering, RAG, Agent development, model fine-tuning & deployment, with enterprise project guides.
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·3 min
How to Add Custom API Keys to Cursor Free: A Complete Cursor++ Setup Guide
Learn how to add custom API Keys to Cursor Free using Cursor++. Complete setup guide covering installation, authorization, network config, and API channels.
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·4 min
Unity MCP Hands-On Guide: Lessons Learned from AI-Powered Game Engine Operations
In-depth hands-on guide to Unity MCP setup and usage, covering environment config, run_command best practices, Prefab sandbox workflows, and a comparison of Copilot, Claude Code, Codex, and DeepSeek.
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·3 min
Fixing Tool Confusion: A Practical Method to Make DeepSeek v4 Outperform Opus
Deep dive into DeepSeek v4's Tool Confusion problem and its deterministic fix. Repair Logic dramatically improves open-source model tool call accuracy, outperforming Claude Opus 4.7 in practice.
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·3 min
The Rise of Model Routing: Breaking Through the Enterprise AI Cost Crisis
Enterprise AI spending is out of control. Model routing emerges as the solution—from Cisco's token economics to Cognition's productivity guarantee, learn how intelligent routing cuts AI costs by 95%.
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·2 min
Tsinghua and Zhipu Release Full-Stack Web Dev Benchmark: Top AI Models Fail Spectacularly
Tsinghua and Zhipu AI release a full-stack web dev benchmark with three difficulty levels. Top models like Gemini 2.5 Pro see scores plummet from 63 to 11.7 on full-stack tasks, exposing AI's real limits.
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·4 min
Pi Coding Agent Deep Configuration Guide: A Complete Breakdown of Custom Tools, Sub-Agents, and the Skill System
A complete Pi Coding Agent configuration guide refined over two months, covering custom tools, sub-agents, persistent memory, security, and skill systems.
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·3 min
The Illusion of Vibe Coding: Why Programming Beginners Shouldn't Get Hooked on AI Conversational Coding
Deep analysis of Vibe Coding: why beginners generating code through AI chat are just producing digital waste, and the right path to learning programming with AI tools.
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Tutorials·3 min
OpenClaw Local Deployment Tutorial: Connect to WeChat, Feishu & DingTalk in 10 Minutes
Complete guide to deploying OpenClaw locally, covering Windows setup, cloud deployment, WeChat/Feishu/DingTalk integration, and custom Skills—beginners can deploy in 10 minutes.
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Tutorials·3 min
Connecting Claude Code to TradingView: A Practical Guide to AI-Powered Trading Analysis
Learn how to connect Claude Code to TradingView desktop via an open-source project for AI-powered chart reading, technical analysis reports, and automated PineScript coding with full setup guide.
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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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Industry Insights·3 min
Career Switching to AI with Zero Background: Is a Three-Month Fast Track Really Feasible?
In-depth analysis of switching to AI with zero background: insights from 300+ job descriptions, tailored advice for different backgrounds, and realistic expectations for the three-month timeline.
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Tutorials·3 min
Frontend AI Full-Stack Development in Practice: Building Multimodal Applications with PNPM MonoRepo Architecture
A practical guide to frontend AI full-stack development covering PNPM MonoRepo architecture, TurboRepo build optimization, and LangChain multimodal applications with Ollama local model deployment.
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