#LLM coding comparison

656 related articles

Jul 26, 2026·3 min

Introduction to AI Large Language Models: A Must-Read Guide for Test Engineers

A thorough explanation of the essence of AI large language models: from conceptual hierarchy and Transformer mechanics to probabilistic nature, helping test engineers understand LLM strengths and weaknesses.

Jul 25, 2026·3 min

In-Depth Analysis of Three AI Test Automation Approaches: Code Scripting, DOM Parsing, and Visual Models

A systematic breakdown of the three mainstream test automation approaches in the AI era: AI-generated code scripts, DOM parsing driven, and LVM visual model driven. In-depth comparison of principles, pros/cons, and use cases.

Jul 25, 2026·2 min

DSpark: DeepSeek and Peking University Open-Source Inference Acceleration Tech with Up to 85% Speed Boost

DeepSeek and Peking University open-source DSpark, an inference acceleration tech boosting single-user generation speed by 57%-85% under high concurrency. Learn its 3 core designs and the DSpec framework.

Jul 25, 2026·3 min

D-Flash: The Secret Behind 3.5x LLM Inference Speedup with Diffusion Drafting

D-Flash uses fast diffusion parallel drafting and target feature KV injection to solve the autoregressive Drafter latency bottleneck in speculative decoding. 16 tokens in just 6ms, up to 3.5x speedup on HumanEval, surpassing EAGLE3 and MTP.

Jul 25, 2026·2 min

D-Flash: How Diffusion Drafting Delivers 3.5x Faster LLM Inference

D-Flash solves the autoregressive drafter latency bottleneck in speculative decoding via fast diffusion parallel drafting and target feature KV injection. 16 tokens in just 6ms, up to 3.5x speedup on HumanEval, beating EAGLE3 and MTP.

Jul 25, 2026·2 min

Getting Started with Claude Code: Environment Setup, Switching to Chinese Models, and Git Workflow Explained

A complete Claude Code beginner's guide: from CLI installation and switching to Chinese models like DeepSeek via CC Switch, to conversational Git operations, multi-branch management, and automated bug fixing.

Jul 25, 2026·2 min

Claude Code From Zero to Production: Installation, Switching to Chinese LLMs, and Git Workflow Guide

A complete guide to Claude Code: Node.js setup, CLI install, switching to Chinese LLMs with CC Switch, core commands, and conversational Git workflows with automated bug fixing.

Jul 25, 2026·2 min

Claude Code Getting Started Guide: Full Installation, Configuration, and Hands-On Walkthrough

Full guide to installing and configuring Claude Code: fix environment variables, network issues, and connect to Alibaba Cloud LLMs. Compare with Cursor and master all three working modes.

Jul 25, 2026·3 min

Laguna S 2.1: The Open-Source Coding Model That's 14x Smaller Yet Stronger

Poolside releases Laguna S 2.1, an open-source agentic coding model: 118B total params with only 8B active, scoring 40.4% on DeepSWE — ~4.5x DeepSeek V4 Pro Max. Supports 1M-token context, deployable on a single workstation.

Jul 25, 2026·5 min

Why Are China's Open-Source AI Models Getting Stronger? A Deep Dive Into Three Comeback Strategies

Facing US chip bans and closed-source monopoly, how do China's open-source AI models keep fighting back? A deep dive into three core paths: open-source pricing games, optical interconnect positioning, and on-device scenarios.

Jul 25, 2026·5 min

Why Are China's Open-Source AI Models Getting Stronger? A Deep Dive into Three Comeback Paths

Facing US chip bans and closed-source monopolies, how do China's open-source AI models keep striking back? A deep dive into three core paths: open-source pricing-power games, optical interconnect positioning, and edge-side use cases.

Jul 25, 2026·2 min

Vibe Coding Beginner's Guide: The Right Way to Code with AI from Scratch

Vibe Coding is a new AI-era programming paradigm — just express your intent and let AI write the code. Learn what it is, why it matters, and how to get started from scratch.

Jul 24, 2026·4 min

Do Cursor Promo Codes Still Work? A Developer's Guide to Saving on AI Coding Tools

Are Cursor referral codes and discount codes still valid? This guide analyzes Cursor's pricing model, promotional policy trends, and practical savings strategies including annual billing, education discounts, and competitor comparisons.

Jul 24, 2026·3 min

Is Gemini Getting Worse? A Deep Dive into the 'Model Degradation' Phenomenon

Reddit users report Gemini feeling "worse over time." This deep dive explains the real causes—silent updates, safety over-alignment, and compute throttling—plus how to rationally evaluate AI model performance.

Jul 24, 2026·4 min

jlens-gguf: Bringing Jacobian Lens Visualization and Steering to llama.cpp Local LLMs

jlens-gguf is an open-source tool bringing Anthropic's Jacobian Lens interpretability method to GGUF and llama.cpp, enabling internal observation, real-time steering, and abliteration for both dense and MoE models.

Jul 24, 2026·7 min

Getting Started with Claude Code: Five Dimensions to Understand Why It Outperforms Regular AI

Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with regular AI across five dimensions to help you decide if it's worth trying.

Jul 24, 2026·7 min

Getting Started with Claude Code: Five Dimensions That Show Why It Outperforms Ordinary AI

Claude Code isn't just a chat AI—it can directly read projects, modify code, and run commands. This article compares Claude Code with ordinary AI across five dimensions: interaction, context, execution, memory, and tool calling.

Jul 24, 2026·5 min

From Vibe Coding to AI Engineering: A Complete Guide to Enterprise-Grade Development

In the AI programming era, Vibe Coding alone can only build toys. This article deeply analyzes the complete engineering path from Vibe Coding to SDD spec-driven development, covering Claude Code and Codex tool selection, the SuperPower plugin, and domestic LLM comparisons.

Jul 24, 2026·7 min

DeepSeek's Mysteriously Retracted Paper: Breaking AI's Multimodal Reasoning Bottleneck with Visual Primitives

DeepSeek's paper 'Thinking with Visual Primitives' was online for just 4 hours before being pulled. It uses bounding boxes and points as reasoning primitives, letting models 'point at' images to outperform GPT, Gemini, and Claude on maze navigation and counting.

Jul 23, 2026·2 min

GPT-5.6 Three-Model Showdown: Sol vs Terra vs Luna — Which One Should You Pick?

OpenAI GPT-5.6 launches Sol, Terra, and Luna simultaneously. We compare benchmarks and real-world coding tests to help you choose the right model for your needs.