#LLM testing workflow
1261 related articles
Tech Frontiers·3 min
Swarm IDE: Open-Source Multi-Agent Collaborative Development Environment with 1500 Stars for Agent Orchestration
Swarm IDE is an open-source IDE for Agent Swarm multi-agent collaboration, supporting Kimi-2.5, GLM-4.7 and more models with visual orchestration, debugging and management capabilities.
Read more →
Tech Frontiers·2 min
LLM CLI Tool 0.32a0 Released: One Interface to Call All Large Language Models
Simon Willison releases LLM 0.32a0 preview—an open-source CLI tool that calls GPT-4, Claude, Gemini, and more through a unified interface with plugins.
Read more →
Tutorials·2 min
Unsloth Tutorial: Fine-Tune LLMs Locally with 5x Speed and Massive VRAM Savings
Learn how Unsloth uses LoRA optimization and Web UI to efficiently fine-tune Gemma 4, Qwen3, DeepSeek and more on consumer GPUs, with 2-5x speed gains and 50-70% VRAM reduction.
Read more →
Product Reviews·2 min
AgentSys Open-Source Framework: 49 Agents Automating Everything Beyond AI Coding
AgentSys is an open-source AI Agent automation framework with 20 plugins, 49 Agents, and 41 skills that integrates with Claude Code, Cursor, and other AI coding tools to automate project management, testing, deployment, and more.
Read more →
Product Reviews·2 min
ccNexus: Intelligent API Gateway for Claude Code/Codex CLI with Multi-Endpoint Rotation and Usage Monitoring
ccNexus is an open-source Go-based intelligent API gateway for AI coding tools like Claude Code and Codex CLI, featuring multi-endpoint rotation, multi-platform integration, and usage monitoring.
Read more →
Product Reviews·1 min
Unsloth: An Efficient Open-Source Tool for Local LLM Fine-Tuning
Unsloth is a 63,000+ star open-source project on GitHub with a Web UI for locally training and fine-tuning LLMs like Gemma 4, Qwen3, and DeepSeek on consumer GPUs.
Read more →
Tutorials·3 min
Ollama Tutorial: The Complete Guide to Running Large Models Locally (2025 Updated)
Complete guide to deploying LLMs locally with Ollama. Supports DeepSeek, Qwen, Kimi-K2.5 and more. 170K GitHub Stars, one-click install, full data privacy, zero API costs.
Read more →
Research·3 min
UK AISI Assessment Report: GPT-5.5 Cybersecurity Capabilities on Par with Claude Mythos
UK AISI releases GPT-5.5 cybersecurity assessment showing vulnerability discovery capabilities on par with Claude Mythos, but with GPT-5.5 already publicly available, raising new AI safety governance concerns.
Read more →
Product Reviews·1 min
Kilo Code: Open-Source AI Coding Agent Platform with Nearly 20K Stars
Kilo Code is an open-source Agentic Engineering Platform with nearly 19K GitHub stars, helping developers build, ship, and iterate software with autonomous AI agents.
Read more →
Product Reviews·1 min
Ollama: The Ultimate Tool for Running Large Models Locally
Ollama is an open-source tool with 170K+ GitHub stars that lets you run LLMs like DeepSeek, Qwen, and Gemma locally with just a few commands.
Read more →
Product Reviews·3 min
Artificial: A Go-Based Framework for Orchestrating Claude Code and Multiple AI Coding Assistants
Artificial is a Go open-source multi-agent orchestration framework that unifies Claude Code, OpenAI Codex, Cursor Agent, and local models for parallel AI coding workflows.
Read more →
Product Reviews·3 min
LibreChat: A Complete Guide to the Open-Source Self-Hosted Multi-Model AI Chat Platform
Deep dive into LibreChat, an open-source self-hosted AI chat platform supporting GPT, Claude, Gemini multi-model switching, MCP protocol, Agents, code interpreter, and enterprise deployment.
Read more →
Product Reviews·4 min
Deep Dive into Cube Studio: Tencent's Open-Source All-in-One AI Platform
Deep dive into Tencent's open-source AI platform Cube Studio, covering distributed training, large model fine-tuning and inference, Pipeline orchestration, VGPU virtualization, and Huawei Ascend support for enterprise cloud-native MLOps.
Read more →
Tech Frontiers·2 min
LLM 0.32a0 Released: Message Sequences and Typed Streaming Refactor Explained
Simon Willison releases LLM 0.32a0 alpha with message sequence modeling and typed streaming parts, supporting multimodal output and conversation history injection while maintaining backward compatibility.
Read more →
Tech Frontiers·3 min
LLM 0.32 Refactoring Explained: How Message Sequences and Streaming Chunks Are Reshaping This Python LLM Library
Simon Willison releases LLM library 0.32 alpha with message sequences and typed streaming chunks, replacing the old text-in-text-out model to fully support multi-turn dialogue, multimodal output, and tool calling.
Read more →
Tutorials·2 min
Ollama Tutorial: Deep Dive into the 170K-Star Local LLM Framework
Deep dive into Ollama: run DeepSeek, Qwen, Kimi-K2.5 and more locally with one command. Covers installation, model ecosystem, architecture, and use cases for local LLM deployment.
Read more →
Product Reviews·4 min
Cube Studio Deep Dive: Tencent's Open-Source One-Stop Cloud-Native AI Platform
Deep dive into Tencent's open-source AI platform Cube Studio, covering distributed training, LLM fine-tuning, inference deployment, VGPU virtualization, and domestic hardware support for enterprise MLOps.
Read more →
Tech Frontiers·2 min
LLM CLI Tool 0.32a1 Released: Fixes Tool-Calling Conversation Storage and Restoration Bug
Simon Willison releases LLM CLI tool 0.32a1 alpha, fixing a critical bug where tool-calling conversations couldn't be correctly restored from SQLite, ensuring data integrity in AI Agent workflows.
Read more →
Expert Opinions·2 min
In the Vibe Coding Era, Share Your AI-Built Personal Apps via RSS
Vibe coding makes building apps as simple as blogging. Matt Webb proposes using RSS to distribute vibe-coded micro-apps, and Simon Willison puts it into practice. Exploring open protocols' new potential in the AI programming era.
Read more →
Product Reviews·5 min
OpenAI PHP Client: Quickly Integrate GPT and Other AI Capabilities into PHP Projects
A detailed guide to the openai-php/client library's core features and use cases. This 5700+ Star PHP client supports GPT-4 chat, DALL·E image generation, Whisper speech recognition, and more OpenAI APIs with Laravel integration, streaming, and type safety.
Read more →