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·2 min
DeepSeek API Setup Tutorial: Key Configuration & Cost Analysis Practical Guide
Step-by-step guide to applying for a DeepSeek API key, configuring it, and analyzing real costs. 38M tokens for just ¥1.9 with ~98% cache hit rate.
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·4 min
7 Context Management Tips to Save Tokens in AI Conversations
AI conversations getting worse over time? Master these 7 context management tips—including manual compression, cache rules, and streamlined instructions—to save tokens and boost Claude and GPT output quality.
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·3 min
Multi-Model Unified Orchestration Framework: Runtime Dynamic Switching Across Eight AI Services in Practice
Deep dive into a runtime AI chatbot integrator architecture covering unified orchestration of OpenAI, Claude, DeepSeek text models and 11Labs, Azure TTS services with latency testing and streaming synthesis.
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Industry Insights·2 min
Claude Code vs OpenClaw Architecture Comparison: Deep Analysis of Two AI Agent Technical Approaches
Deep comparison of Claude Code and OpenClaw AI Agent architectures—from tool governance pipelines and security sandboxes to memory systems and multi-agent collaboration.
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Tutorials·3 min
Claude Code with DeepSeek API Tutorial: 7 Steps to Build a Low-Cost AI Coding Assistant
Step-by-step tutorial on switching Claude Code's backend to DeepSeek API using ccswitch. Complete 7-step setup guide to build a low-cost AI coding assistant with troubleshooting tips.
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Tech Frontiers·3 min
Hermes Agent 0.14.0 Update: Native Windows Support and 180x Performance Boost
Hermes Agent 0.14.0 Foundation Update: local proxy unified auth, 180x browser automation speedup, native Windows support, AI video generation, free DeepSeek V4, and lossless Handoff context switching.
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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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Industry Insights·2 min
Claude Code Source Leak Reveals the Core Paradigm of Harness Engineering
Deep analysis of the Claude Code source leak, comparing OpenCode architecture differences, revealing how Harness Engineering determines the floor of Agent capabilities.
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Tutorials·2 min
Tutorial: Building a Low-Cost AI Code Editor with DeepSeek-V3 + VSCode
Step-by-step tutorial: Build a low-cost AI programming assistant using DeepSeek-V3 API with VSCode's Continue plugin. Covers setup, API Key configuration, code completion demo, and Ollama local deployment.
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Tutorials·3 min
Java Developers Transitioning to AI Engineers: New Interview Trends and Learning Roadmap
Deep analysis of interview trends for Java developers transitioning to AI engineers, covering LLM integration, RAG, Spring AI framework practice, with a complete learning roadmap.
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Deep Dives·4 min
Core Principles of the Transformer Architecture: A Deep Dive into Self-Attention Mechanisms and Engineering Optimizations
Deep dive into Transformer architecture covering self-attention QKV mechanics, Encoder-Decoder structure, Flash Attention memory optimization, RoPE positional encoding, and GQA inference acceleration.
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Tutorials·4 min
New API in Practice: Complete Tutorial for Building Your Own AI API Relay Station
Complete tutorial on building an AI API relay station using the New API open-source project, covering Docker deployment, server configuration, channel management, token distribution, and client verification.
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Product Reviews·3 min
Hertzman: A Free, No-Install Local LLM Deployment Tool Review
Detailed review of Hertzman local inference engine covering one-click deployment, smart hardware recommendations, OpenAI-compatible API, and performance comparison with LM Studio.
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Tutorials·2 min
Five Major Firebase AI Logic Updates: Hybrid Inference, Prompt Security & AI Monitoring Explained
Detailed breakdown of Firebase AI Logic's major updates covering Server Prompt Templates, hybrid inference, Cloud Functions triggers, AI monitoring, and Context Caching for secure, efficient AI apps.
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Tech Frontiers·2 min
LFM2.5-8B-A1B: A MoE Model with 1.5B Active Parameters Delivering 4x Its Weight Class Performance
Liquid AI releases LFM2.5-8B-A1B, a MoE model with 8B total params but only 1.5B active, matching 6B-class models in tool calling. Supports 128K context, local deployment, multilingual, with SGLang Day-0 support.
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Deep Dives·3 min
Hermes Self-Evolution Framework: An Open-Source Solution for Automated AI Agent Prompt Optimization
Deep dive into NousResearch's open-source Hermes Agent self-evolution framework, using DSPy and GEPA for automated prompt optimization with five-layer safety mechanisms.
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Tutorials·3 min
Open-Source Multi-Agent Intelligent Diagnostic System: Deep Dive into MCP + RAG + Skill Routing Architecture
Deep dive into an open-source multi-Agent diagnostic system built on modified OneCall, featuring MCP real-time interaction, RAG-enhanced Q&A, and Skill routing to minimize Token consumption.
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Product Reviews·2 min
AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?
A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
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Tutorials·2 min
Advanced Codex Tips: Building a Cursor-Level Development Experience
Advanced OpenAI Codex tips including sidebar shortcuts, batch Agent sub-tasks, session management, and environment setup to create a Cursor-level development experience.
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Product Reviews·2 min
Xiaomi mimo-v2-tts Pitfall Report: Three Major Bugs — Contradictory Docs, Misread Tags, and Audio Cross-Contamination
A deep dive into three critical bugs in Xiaomi's mimo-v2-tts: contradictory docs, control tags read aloud, and backend audio cross-contamination with privacy risks.
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