#security research
2019 related articles
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.
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Product Reviews·3 min
Refly Open-Source Agent Skills Builder: A New Paradigm for Cross-Platform AI Skill Development
Deep dive into Refly, an open-source Agent Skills Builder featuring Vibe Workflow visual skill definition, cross-platform execution on Claude Code/Cursor, and a new "skills as infrastructure" paradigm for AI Agent development.
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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.
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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.
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Deep Dives·2 min
Open Multi-Agent: A TypeScript Multi-Agent Orchestration Framework with Automatic Task DAG Generation
Deep dive into Open Multi-Agent, a TypeScript-native multi-agent orchestration framework with automatic task DAG generation, MCP integration, live tracing, and only three runtime dependencies. 6000+ GitHub Stars.
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Deep Dives·3 min
754 Cybersecurity Skills Library: An Analysis of the Open-Source AI Agent Security Capability Map
Anthropic open-sources 754 structured cybersecurity skill definitions across 26 domains, mapped to MITRE ATT&CK and 4 other frameworks, compatible with 20+ AI platforms for standardized AI Agent security capabilities.
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Tech Frontiers·3 min
Strands Agents: An Open-Source SDK for Building AI Agents in Just a Few Lines of Python
Strands Agents is a trending GitHub project using model-driven design to let developers build AI Agents in just a few lines of Python. Learn its philosophy, use cases, and advantages over LangChain.
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Research·2 min
UK AI Safety Institute Evaluates GPT-5.5: Cybersecurity Capabilities on Par with Claude Mythos
UK AISI evaluates GPT-5.5 cybersecurity capabilities, finding vulnerability discovery on par with Claude Mythos — but GPT-5.5 is already publicly available, raising new security concerns.
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Tech Frontiers·1 min
UK AI Safety Institute Evaluates GPT-5.5's Cybersecurity Capabilities
The UK AI Safety Institute finds GPT-5.5's cybersecurity vulnerability discovery capabilities on par with Claude Mythos, but GPT-5.5 is already publicly available.
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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.
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Product Reviews·1 min
gpt4free: An Analysis of the Open-Source Project for Free Access to Top-Tier LLMs
An in-depth analysis of gpt4free, the 66K-star open-source project offering free access to GPT-5.3, Claude, Gemini and more top AI models.
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Product Reviews·1 min
ClawCode: A Multi-Model Coding Agent CLI Built with Python + Rust
ClawCode is an open-source coding agent CLI built with Python and Rust, supporting 200+ AI models with experience-based evolution capabilities.
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Product Reviews·1 min
Unsloth: A Powerful Tool for Locally Training and Running Open-Source LLMs
Unsloth is an open-source tool with 63K+ GitHub stars for locally training and running LLMs like Gemma 4, Qwen3.6, and DeepSeek with optimized VRAM usage.
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Tech Frontiers·1 min
Open-Source Replication of Anthropic Mythos: Autonomous Vulnerability Discovery Framework Analysis
Analysis of mythos-research, an open-source replication of Anthropic's Mythos Preview autonomous vulnerability discovery framework using Claude Opus 4.7.
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Product Reviews·4 min
RuoYi-AI Open Source Framework: A One-Stop Solution for Java Enterprise AI Application Development
A deep dive into RuoYi-AI, a Java-based enterprise AI development platform supporting multi-vendor LLM integration, RAG knowledge bases, and agent orchestration. 5,200+ Stars on GitHub.
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Product Reviews·2 min
OpenYak: Open-Source Local AI Agent Supporting 100+ Models with Zero Telemetry Privacy
OpenYak is an open-source local AI agent supporting Windows/macOS/Linux. Access 100+ models via OpenRouter, MCP, and Ollama with BYOK zero-telemetry privacy — a strong alternative to Claude Code and OpenAI Codex.
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Product Reviews·2 min
NadirClaw: Open-Source LLM Router That Automatically Saves 40-70% on AI API Costs
NadirClaw is an open-source, self-hosted LLM router that automatically routes simple tasks to cheap models and complex tasks to premium ones, saving 40-70% on AI API costs with OpenAI-compatible proxy support.
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Tutorials·3 min
Building an iNaturalist Observation Display Tool Over a Weekend with a Phone + Claude Code: Full Workflow
Simon Willison built an iNaturalist observation display tool from scratch using his phone and Claude Code while camping. Full breakdown of the three-layer data pipeline architecture and AI-assisted mobile development workflow.
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Product Reviews·2 min
Claude Code Prompt Optimizer: Using AI to Automatically Rewrite Prompts for Better Code Generation
Explore claude-code-prompt-optimizer: an open-source tool using Hook interception and Claude Opus to auto-rewrite simple prompts into structured instructions, boosting Claude Code output quality.
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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.
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