#DeepSeek engineering
981 related articles
Research·3 min
Inside Cursor Composer 2 Training: A Complete Breakdown of Its Distributed Reinforcement Learning Architecture
Deep dive into how Cursor trained Composer 2 on Fireworks: async pipeline architecture, MoE numerical precision challenges, Router Replay, and global distributed GPU coordination.
Read more →
Product Reviews·2 min
Codex vs Claude Code with DeepSeek: Real-World Test Results — 5.7x Speed Gap, Stability Score 40 vs 100
Real-world benchmark comparing Codex and Claude Code with DeepSeek: 30 tests show Claude Code is 5.7x faster with a perfect 100 stability score vs Codex's 40.
Read more →
Expert Opinions·1 min
Validation-Driven Development: The Key to Unlocking AI Coding's True Potential
The bottleneck of AI coding tools isn't model capability — it's your validation infrastructure. Learn the validation-driven development paradigm and how to achieve 5–7x efficiency gains.
Read more →
Product Reviews·2 min
CodeGraph Real-World Test: Can a Code Graph Indexing Tool Actually Save Tokens? The Results Were Surprising
Real-world test of CodeGraph (20k Stars), a code graph indexing tool that replaces AI file-by-file scanning with local semantic graphs. Unity project comparison reveals higher costs but significantly better code quality.
Read more →
Tutorials·2 min
Bolt.diy Local Deployment Guide: A Free, Open-Source AI Full-Stack Development Tool
Bolt.diy is the open-source alternative to Bolt.new, supporting OpenAI, Claude, and other LLMs with zero subscription fees. A complete local deployment guide with model setup and use cases.
Read more →
Research·2 min
Technical Breakdown of Cursor Composer 2's Distributed RL Training
Deep dive into how Cursor trained Composer 2 via distributed RL, covering async pipelines, MoE numerical alignment, global weight sync, and more.
Read more →
Product Reviews·3 min
One API: A Complete Guide to the Open-Source API Gateway for Unified Management of 30+ LLMs
One API is an open-source LLM API gateway with 32K+ GitHub Stars, supporting unified access to 30+ models including OpenAI, Claude, and DeepSeek. Complete guide covering Docker deployment, Key management, and load balancing.
Read more →
Deep Dives·2 min
The Five-Layer Architecture of the AI Industry Chain Explained: A Complete Breakdown from Application to Energy
Deep dive into the AI industry's five-layer architecture: application, model, infrastructure, chip, and energy layers. Understand the full AI landscape.
Read more →
Tutorials·2 min
OpenClaw Skills Explained: The Core Skill Files for AI Test Case Auto-Generation
Deep dive into OpenClaw Skills: four core advantages including large-scale instructions, reusability, version control, and progressive loading for AI test case auto-generation.
Read more →
Product Reviews·2 min
One API: The Complete Guide to an Open-Source API Gateway for Managing 30+ LLMs
One API is an open-source LLM API gateway with 32K+ GitHub Stars, unifying 30+ models like OpenAI, Claude, Gemini & DeepSeek into one OpenAI-compatible interface.
Read more →
Product Reviews·2 min
GPT_API_free: A Guide to Getting Free API Keys for ChatGPT/DeepSeek and Other LLMs
GPT_API_free is a GitHub project with 37,000+ Stars offering free API Keys for ChatGPT, DeepSeek, Claude, and other major LLMs. Learn about supported models, use cases, and compatibility.
Read more →
Product Reviews·2 min
GPT_API_free: Free Access to ChatGPT, DeepSeek, and Other Leading LLM APIs
GPT_API_free is a GitHub project with 37,700+ Stars offering free API Keys for ChatGPT, DeepSeek, Claude, Gemini, and more—ideal for developers learning, testing, and prototyping AI apps.
Read more →
Tutorials·1 min
GPT_API_free: Complete Tutorial for Getting Free GPT-4/DeepSeek API Keys
GPT_API_free is a GitHub project with 37,700+ Stars offering free API Keys for GPT-4, DeepSeek, Claude, Gemini & more. Full tutorial on setup and use cases.
Read more →
Tutorials·1 min
One API Deployment Guide: An Open-Source API Gateway for Managing 30+ LLMs in One Place
A detailed guide to One API, the open-source LLM gateway. Unify 30+ models (OpenAI, Claude, Gemini, DeepSeek) into one OpenAI-compatible format with load balancing and usage tracking.
Read more →
Product Reviews·2 min
GPT_API_free: Free Access to GPT-4, DeepSeek, and Other LLM APIs (37,000+ Stars)
GPT_API_free is a 37,000+ Star open-source project offering free API Keys for GPT-4, DeepSeek, Claude, Gemini, and more with OpenAI-compatible format.
Read more →
Product Reviews·3 min
One API: A Complete Guide to the Open-Source Gateway System for Unified Management of 30+ LLMs
One API is an open-source LLM API gateway with 32K GitHub stars, supporting unified management of 30+ models including OpenAI, Claude, and DeepSeek via OpenAI-compatible format.
Read more →
Deep Dives·2 min
GPT_API_free In-Depth Review: Are Free ChatGPT and DeepSeek API Keys Worth It?
In-depth review of GPT_API_free (37,000+ GitHub stars): analyzing the real usability, data security risks, and sustainability of free ChatGPT and DeepSeek API Keys.
Read more →
Tutorials·2 min
Vibe Coding in Practice: Recreating Infinity Craft Element Alchemy Game with AI
A detailed guide on recreating Infinity Craft element synthesis game from scratch using Vibe Coding with Vite+React+DeepSeek LLM, covering architecture, caching, drag-and-drop, and AI integration.
Read more →
Tutorials·2 min
Claude Code Chinese Manual: A Comprehensive Tutorial from Installation to Practice
A Chinese practical manual for Claude Code on ByteDance's Feishu, covering installation, domestic LLM adaptation, multi-scenario usage tips for zero-barrier AI programming tool adoption.
Read more →
Tutorials·2 min
Trae Hands-On Tutorial: Clone a GitHub Project from Scratch and Generate a Data Analysis Report
Learn how to use Trae AI IDE to clone a GitHub scraper project, collect Xiaohongshu data, and generate a deep analysis report with Gemini — no coding experience needed.
Read more →