#LLM hallucinations
438 related articles
Tutorials·4 min
Dify AI Agent Tutorial: Build Tool-Calling & Smart Search with Zero Code
Learn how to build an AI Agent on Dify with zero code, covering Function Call vs ReAct modes, Exa search tool setup, time-awareness solutions, and Agent best practices.
Read more →
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.
Read more →
Product Reviews·3 min
Real-World LLM Reliability Testing: Three Core Problems Exposed by a Pizza Shop AI Chatbot
A fictional pizza shop AI chatbot reveals three core LLM reliability challenges in 2025: topic control, information security, and response accuracy.
Read more →
Deep Dives·3 min
Why Is AI Agent Testing So Hard? How Simulation Testing Cracks the Infinite Input Space Problem
AI Agents face infinite input spaces and non-deterministic outputs. Learn how simulation testing systematically validates Agent reliability through scenario generation, environment simulation, and behavior evaluation.
Read more →
Product Reviews·3 min
PyGPT: Open-Source Desktop AI Assistant with All-in-One Integration of GPT, Claude, Ollama, and More
Deep dive into PyGPT, an open-source desktop AI assistant supporting GPT-4, Claude, Gemini, Ollama local models, with built-in RAG, agents, voice interaction, and image generation.
Read more →
Tech Frontiers·2 min
JetBrains Open-Sources Koog Framework: Building Enterprise-Grade AI Agents with Kotlin
JetBrains open-sources Koog AI Agent framework built on Kotlin Multiplatform for full JVM deployment. Explore Koog's core features, fault-tolerant design, and advantages over Python frameworks.
Read more →
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.
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 →
Expert Opinions·3 min
Zig Creator on AI Code Ban: You Can Smoke, But Not in My House
Zig creator Andrew Kelley uses a smoking analogy to address the AI code ban controversy: developers can use AI tools, but Zig's codebase won't accept LLM-assisted contributions.
Read more →
Product Reviews·3 min
The Complete Guide to AnythingLLM: A Privacy-First AI Tool with 60K Stars on GitHub
In-depth guide to AnythingLLM, a privacy-first open-source AI tool covering local deployment, RAG document chat, multi-model support, and more for building a secure private AI workbench.
Read more →
Expert Opinions·1 min
Zig Creator on AI Code Ban: Don't Smoke in My House
Zig creator Andrew Kelley explains why the project bans AI-generated code contributions, using a memorable smoker analogy to set clear boundaries.
Read more →
Product Reviews·4 min
AnythingLLM: A Privacy-First RAG Platform with 60K Stars for Local AI Knowledge Bases
Deep analysis of AnythingLLM: a 60K-Star open-source AI platform supporting local deployment, zero-config setup, built-in RAG document Q&A, and vector database for privacy-first AI productivity.
Read more →
Tutorials·5 min
The Complete Guide to Ollama: Run DeepSeek and Other LLMs Locally with a Single Command
Ollama is an open-source tool with 170K GitHub Stars that lets you run DeepSeek, Qwen, Kimi-K2.5 and other LLMs locally with one command. Learn about its model ecosystem, advantages, and use cases.
Read more →
Deep Dives·3 min
Ruflo Open-Source Framework: Claude Multi-Agent Orchestration Platform Architecture and Practical Guide
Deep analysis of Ruflo open-source multi-agent orchestration platform, covering swarm intelligence, RAG integration, Claude Code native support, and comparisons with LangGraph and CrewAI.
Read more →
Product Reviews·4 min
AnythingLLM Deep Dive: A Locally Deployed Open-Source All-in-One AI Platform
Deep dive into AnythingLLM, an open-source AI platform covering local LLM deployment, RAG knowledge base construction, and privacy computing. 59K+ GitHub Stars, zero-config setup, ideal for personal knowledge management and enterprise AI.
Read more →
Product Reviews·3 min
Deep Dive into LobeHub: How a 76K-Star Open Source Platform's Multi-Agent Collaboration is Reshaping AI Workflows
Deep dive into LobeHub: a TypeScript-based multi-agent collaboration platform with 76K+ GitHub Stars. Explore its multi-agent team design, collaboration mechanisms, and industry trends.
Read more →
Product Reviews·5 min
Cube Studio: Tencent's Open-Source One-Stop AI Platform Covering Everything from Large Model Training to Inference
In-depth analysis of Cube Studio, Tencent Music's open-source cloud-native AI platform covering distributed training, DeepSeek fine-tuning, vLLM inference, VGPU management, and Huawei Ascend support.
Read more →
Deep Dives·4 min
Deep Dive into OpenAI Codex /goal: A New Paradigm Where AI Agents Work Continuously Until the Goal Is Achieved
Deep dive into OpenAI Codex CLI's /goal command: from Ralph Loop origins and three-layer protection to Rust source architecture and the goal-oriented programming paradigm shift.
Read more →