#Fair Code
675 related articles
Product Reviews·3 min
Step Audio 2.5 In-Depth Review: How Does China's Voice AI Compare to GPT Realtime 2?
Hands-on comparison of StepFun's Step Audio 2.5 vs OpenAI GPT Realtime 2 across reasoning, role-playing, Chinese understanding, and API pricing for developers.
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Tutorials·3 min
n8n One-Click Deployment of 30+ AI Tools: A Free Self-Hosted Alternative to Zapier
Explore the GitHub project n8n-install: deploy n8n, Ollama, Flowise, and 30+ AI tools with one command. A free self-hosted alternative to Zapier and Make.
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Tutorials·4 min
AI-Powered Research in Practice: From LLM Selection to Building Automated Workflows with N8N
A deep dive into AI-driven research methodology: LLM selection, Python automation, Zotero reference management, Overleaf writing, local LLM deployment, and N8N workflow automation.
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Tech Frontiers·4 min
Crypto Clarity Act Returns to the Senate: Why Is the Banking Industry Fighting It with Everything They've Got?
The U.S. Senate revisits the Crypto Clarity Act to resolve SEC-CFTC jurisdictional disputes. Banks deploy $700M+ in annual lobbying to block it. How will this power struggle shape crypto's future?
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Tech Frontiers·2 min
SWE-agent Multimodal Released: Image Viewing + Browser Debugging, A New Power Tool for Frontend AI Development
SWE-agent Multimodal officially released with image viewing and web browser debugging capabilities for automated frontend visual bug detection and fixes, plus the new SWE-bench Multimodal benchmark.
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Tech Frontiers·3 min
SWE-bench Official Blog Launches: AI Coding Evaluation Enters a New Phase
SWE-bench launches its official blog for in-depth content on AI coding evaluation, AI Agents, and toolchains—signaling a new phase of maturity and standardization in AI programming benchmarks.
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Tech Frontiers·3 min
Guardrails AI Hit by Supply Chain Attack: A Complete Breakdown of Operation Mini Shai-Hulud
Guardrails AI's PyPI package guardrails-ai 0.10.1 was hit by the Mini Shai-Hulud supply chain attack, along with TanStack and Mistral. Full analysis and developer remediation guide inside.
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Product Reviews·3 min
AGENTS.md Coding Rules Put to the Test: Code Quality Unchanged, Development Efficiency Significantly Improved
A developer tested AGENTS.md coding rules across 40 PRs on three AI coding Agents. Results: code quality unchanged, but fewer tool calls, faster completion, and lower costs.
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Tech Frontiers·3 min
workers-research: A Practical Guide to Building AI Deep Research Agents with Cloudflare Workers
A deep dive into how the open-source workers-research project combines Cloudflare Workers serverless architecture with Google Gemini 2.5 to build an automated deep research AI agent.
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Product Reviews·3 min
The Complete Guide to AnythingLLM: A Privacy-First AI Assistant for Local Deployment
Deep dive into AnythingLLM: a privacy-first, zero-config open-source local AI tool. Supports RAG, multi-model switching, and document chat. Nearly 60K GitHub Stars, ideal for enterprise and personal local deployment.
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Product Reviews·3 min
Crafta-Bench: A Deep Dive into the Benchmark Tool for Cursor Background Agents
Deep dive into the crafta-bench open-source project, a benchmark tool designed for Cursor Background Agents. Explore AI coding Agent evaluation dimensions, industry trends, and practical implications.
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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·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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Product Reviews·1 min
Meer: A Local-First AI Command-Line Tool That Turns Your Terminal into a Developer's AI Assistant
Meer is an open-source, local-first AI CLI tool connecting Ollama, OpenAI, Anthropic, and more to help developers chat with code and review changes in the terminal.
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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·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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Product Reviews·4 min
Cube Studio: Tencent's Open-Source All-in-One AI Platform Covering the Full Pipeline from Large Model Training to Inference
Deep dive into Tencent Music's open-source Cube Studio cloud-native AI platform, covering distributed training, LLM fine-tuning, vLLM inference, VGPU virtualization, and Huawei Ascend adaptation.
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Tutorials·3 min
Hugging Face Transformers: The Secret Behind 160K Stars & A Practical Guide
Deep dive into Hugging Face Transformers: the open-source framework with 160K GitHub Stars. Covers full-modality model support, pipeline API, Hub ecosystem, and community mechanisms driving AI democratization.
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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.
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