#LLM eval open source
2353 related articles
Tutorials·2 min
LangChain Prompt Templates Explained: A Practical Guide to Few-Shot and Chain-of-Thought
A deep dive into LangChain prompt templates covering ChatPromptTemplate basics, Few-Shot prompting, and Chain-of-Thought techniques with RAG examples to build high-quality prompt pipelines.
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Tutorials·2 min
LangChain Agent Executor Architecture: Building a ReAct Agent from Scratch
Deep dive into LangChain Agent Executor internals, covering the ReAct reasoning-action-observation loop, tool choice strategies, and building a custom Agent Executor from scratch.
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Tutorials·2 min
Practical Guide to OpenAI Agents SDK Message Types and Conversation History Management
Deep dive into OpenAI Agents SDK's five message types, conversation history management, and common pitfalls including static/dynamic instructions and Function Call pairing.
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Product Reviews·2 min
Full-Stack Delivery with Claude Code: One Person Completing an Enterprise-Level RAG Project
How to use Claude Code to independently deliver an enterprise-level multimodal RAG project, covering frontend/backend strategy, spec docs, and full-pipeline methodology.
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Product Reviews·1 min
QwenCoder Local Deployment Review: Can It Replace Paid AI Coding Assistants?
Hands-on review of QwenCoder 80B deployed locally, compared to Gemini and Claude. Covers hardware setup, LM Studio deployment, and real coding test results to help you decide if local models can save on AI subscriptions.
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Deep Dives·2 min
Harness Engineering Explained: The Third Paradigm Shift in AI Engineering
Deep dive into Harness Engineering: the evolution from Prompt Engineering to Context Engineering to Harness Engineering, comparing Anthropic and OpenAI's different approaches to AI Agent development.
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Tutorials·1 min
Archon Deep Dive: A Practical Guide to the Open-Source AI Coding Harness Builder
Deep dive into Archon, the open-source AI coding Harness builder. Learn how orchestrating multiple AI coding Agents can boost PR acceptance rates from 6.7% to 70% through systematic AI programming engineering.
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Product Reviews·2 min
In-Depth Review of the 2026 Python Complete Tutorial (648 Episodes): Can You Really Master It in 7 Days Through Self-Study?
In-depth review of a 648-episode Bilibili Python tutorial: analyzing course structure, learning path, and projects. Reveals the truth behind "7-day mastery" and offers effective self-study tips.
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Tutorials·2 min
Spring AI 2.0 in Practice: Build a RAG Knowledge Base Q&A System in One Hour
Build a RAG enterprise knowledge base Q&A system from scratch using Spring AI 2.0 and Cursor AI. Covers Ollama local LLM deployment, Redis vector database, document parsing, vectorization, and intelligent retrieval.
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Tutorials·2 min
Three Open-Source Tools to Unlock Full Codex Features: Save Money Without Sacrificing Functionality
Use CCnext, Codex++, and DeepSeek V4 to unlock full Codex functionality including plugins and mobile connectivity at a fraction of the cost.
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Tutorials·2 min
AI LLMs Auto-Patching Browser Environments: A Practical Guide to 10x JS Reverse Engineering Efficiency
Learn how to use AI LLMs like DeepSeek with System Prompts to auto-patch JS browser environments for reverse engineering, covering major platforms with 10x efficiency gains.
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Tutorials·2 min
DeepSeek Local Deployment Tutorial: One-Click Install & Run with Ollama
Learn how to deploy DeepSeek R1 locally using Ollama with this step-by-step guide covering installation, model selection, hardware requirements, and advanced features like GUI and knowledge bases.
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Tech Frontiers·2 min
Qwen3.7 Max Deep Dive: 1T Parameter MoE Architecture with Full Agent Framework Compatibility
Deep analysis of Alibaba's Qwen3.7 Max: 1T-parameter MoE architecture, 256K context window, leading agent programming capabilities, full framework compatibility, and the model-vs-harness industry debate.
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Tutorials·1 min
Using AI to Crack Infinite Debugger Anti-Debugging in One Click: A Hook Script Hands-On Tutorial
Learn how to use Prompt Engineering to have AI auto-generate Hook scripts that bypass infinite debugger anti-debugging, covering Function constructor rewriting and timer interception.
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Tutorials·1 min
LLM-Wiki Setup Tutorial: Karpathy's Self-Evolving Personal Knowledge Base Approach
A detailed guide to Andrej Karpathy's LLM-Wiki personal knowledge base approach, transforming LLMs from interpreters to compilers with a three-layer architecture for self-evolving knowledge.
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Product Reviews·3 min
Codex vs Kiro vs Coder: A Real-World Comparison of AI Coding Tools in 2025
A hands-on comparison of OpenAI Codex, Amazon Kiro, and Coder using the same HTML game prompt — evaluating code quality, game completeness, and real-world usability with detailed scores and recommendations.
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Deep Dives·1 min
Gemini 3.5 Flash Deep Dive: Google's AI Agent Execution Engine
Google I/O 2025 unveils Gemini 3.5 Flash—4x faster than frontier models, outperforming its own flagship on coding and Agent benchmarks. Deep dive into its core capabilities and industry impact.
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Product Reviews·1 min
DeepSeek V4 vs Qwen3.6 Real-World Testing: In-Depth Comparison Across 8 Categories and 150 Scenarios
BenchLocal real-world testing of DeepSeek V4 Pro, V4 Flash vs Qwen3.6 27B across 8 categories and 85 scenarios. V4 Pro leads by 6% but stumbles on math reasoning. Qwen3.6 Q6 rivals V4 Pro in agent tasks.
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Tutorials·2 min
Hermes + Qwen3.6 Local Deployment Tutorial: Build Your Private AI Agent at Zero Cost
Step-by-step tutorial to deploy Hermes Agent with Qwen3.6 open-source LLM locally. Covers WSL setup, model download, Telegram bot integration for a zero-cost private AI Agent.
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Product Reviews·1 min
Qwen3.6 27B: Real-World Testing of Three Unconventional Quantized Models — Code Performance +15.8PP, 40B Distillation, 16GB Adaptation
Real-world comparison of three community-built Qwen3.6 27B variants: OmniMerge V4 with +15.8pp code gains, 40B OPUS distilled for roleplay, and a 16GB-optimized version for limited VRAM.
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