#system testing
3337 related articles
Product Reviews·3 min
FofaMap v2.0: AI Self-Reflection + MCP Protocol-Driven Red Team Asset Mapping Agent
FofaMap v2.0 is an AI-driven red team asset mapping tool built on Python3, featuring AI self-reflection for auto-tuning FOFA queries, MCP protocol support for Claude/Cursor integration, and intelligent Nuclei vulnerability scanning. 657 GitHub Stars.
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Tutorials·3 min
Ollama Tutorial: The Open-Source Tool for Running DeepSeek and Other LLMs Locally with One Click
Complete guide to running LLMs locally with Ollama. Supports DeepSeek, Qwen, Gemma and more. 170K+ GitHub Stars, zero-config setup, full data privacy, no per-token API fees.
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Product Reviews·3 min
Token Savior: The MCP Server That Saves 77% Tokens While Achieving 100% Pass Rate on Claude Benchmarks
Token Savior is an open-source MCP server that cuts Claude's active token usage by 77% and achieves 100% pass rate on 96 coding tasks through structural code navigation and persistent memory.
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Product Reviews·2 min
IBM Granite 4.1 Quantization Test: SVG Generation Comparison Across 21 GGUF Versions
IBM releases open-source Granite 4.1 models. Unsloth provides 21 GGUF quantized versions. Simon Willison's pelican SVG test reveals quantization level has minimal impact on 3B model output quality.
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Tutorials·3 min
TRE Regex Engine Python Bindings: Real-World Testing Against ReDoS Attacks
Explore TRE non-backtracking regex engine Python bindings and compare performance against Python's re module under ReDoS attacks. Learn how TRE eliminates regex denial-of-service risks.
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Product Reviews·5 min
Deep Dive into the Hermes-Agent Open-Source Framework: The AI Agent with 130K Stars on GitHub
NousResearch open-sources Hermes-Agent framework, earning 130K+ GitHub Stars. Deep analysis of its progressive architecture, modular design, and Hermes model integration vs. LangChain and AutoGPT.
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Expert Opinions·3 min
OpenAI's Greg Brockman on Compute, Codex, and the AGI Race: We're 80% of the Way There
At Sequoia's AI Ascent 2026, OpenAI co-founder Greg Brockman discusses the compute arms race, Codex coding revolution, his 80% AGI progress estimate, and survival strategies for the AI era.
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Industry Insights·4 min
OpenAI Stalls, Tech Giants Burn $725B, Retatrutide Weight-Loss Drug Data Explodes: All In Podcast Deep Dive
Deep dive into the May 2026 All In Podcast: OpenAI misses user and revenue targets, tech giants' CapEx hits $725B, Retatrutide Phase 3 data stuns, and key evidence in Musk v. OpenAI emerges.
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Tutorials·2 min
Complete Guide to Codex Pet Feature: From Enabling Default Pets to Creating Your Custom AI Companion
A complete visual guide to Codex's pet feature — enable default pets, install Skills, create custom animated companions, and navigate copyright pitfalls.
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Product Reviews·3 min
Codex Browser Use Hands-On: How Powerful Is GPT 5.5's AI Browser Automation Really?
In-depth hands-on with OpenAI Codex's Browser Use and Computer Use features. See how GPT 5.5 enables browser automation, app testing, desktop control, and cross-device operation, with a full setup tutorial.
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Deep Dives·4 min
The GPT-5.5 'Goblin' Incident Deep Dive: From Hilarious Bug to the Ultimate AI Alignment Challenge
OpenAI's GPT-5.5 model collectively outputs 'goblin' vocabulary. Official technical blog reveals the root cause: reward signal generalization in reinforcement learning.
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Product Reviews·2 min
Gemini 3.5 Flash In-Depth Review: How Powerful Is Google's Quietly Launched Budget AI Model?
Google quietly upgraded Gemini 3 Flash on LM Arena to near-Pro performance. We test frontend dev, Three.js 3D graphics, and SVG generation to reveal this budget AI model's true power.
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Product Reviews·3 min
Gemini 3.5 Flash Hands-On: Fast, Cheap, and Crushing 90% of Models in Arena Rankings
Hands-on testing of Google's Gemini 3.5 Flash: frontend code generation, Three.js 3D modeling, and particle animations. Near-Pro performance at a fraction of the cost, with stunning Arena rankings.
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Deep Dives·1 min
What Is LangChain? A Deep Dive into the 135K-Star Agent Engineering Platform
A deep dive into LangChain: the 135K-star open-source agent engineering platform. Covers core features, ecosystem (LangGraph, LangSmith), LLM support, and honest developer takes.
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Deep Dives·2 min
Dify Open Source Platform Deep Dive: The AI Agentic Workflow Tool Behind 140K GitHub Stars
A deep dive into Dify, the open source AI Agentic Workflow platform with 140K GitHub stars — covering core features, architecture, competitors, and production value.
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Research·1 min
GPT-5.5 Cybersecurity Capability Assessment: UK AISI Reveals AI Vulnerability Discovery Capabilities Now Open to the Public
UK AISI evaluates OpenAI GPT-5.5's cybersecurity capabilities, finding vulnerability discovery on par with Claude Mythos — but now publicly available, raising AI safety governance concerns.
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Tech Frontiers·2 min
The Ultimate AI System Prompt Leak: GPT-5.5, Claude Opus 4.7, Gemini, and More Exposed
A GitHub repo with 40K stars has leaked system prompts from ChatGPT, Claude, Gemini, Grok, and Perplexity. Here's what it reveals about AI security.
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