#self-hosted models
263 related articles
·7 min
The Agent Engineer Transition Roadmap: A Deep Dive into Three Core Skill Systems
Want to become an Agent engineer? This article systematically covers three core skill tracks—LLM fundamentals, LangChain architecture development, and enterprise deployment—to help you avoid detours.
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·6 min
Complete Guide to Deploying Dify Locally: Docker + Ollama + RAG Setup Tutorial
A detailed guide to deploying the Dify agent platform locally: from Docker setup and integrating Ollama + DeepSeek local LLMs to workflow orchestration and RAG knowledge base construction.
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·5 min
6 Self-Hosted AI Agents Compared: Which One Is a Truly Self-Evolving Digital Employee?
An open-source AI Agent with 380K stars ranks only third? This comparison of 6 self-hosted AI Agents scores them on persistence, self-evolution, and data control—revealing why Generic Agent won with just 3,000 lines of code.
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·5 min
OSWorld 2.0 Benchmark: Top AI Agent Achieves Only 20% Completion Rate — Long-Horizon Tasks Are the Achilles' Heel
OSWorld 2.0 benchmark tests 108 long-horizon computer tasks. Claude Opus tops at only 20.6% completion, exposing critical AI weaknesses in state tracking and error self-correction.
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·5 min
OSWorld 2.0 Benchmark: Top AI Agents Achieve Only 20% Completion Rate — Long-Horizon Tasks Are the Fatal Weakness
OSWorld 2.0 benchmark tests 108 long-horizon computer tasks (median 1.6 hrs for humans). Claude Opus tops out at 20.6% completion, exposing critical AI Agent weaknesses in state maintenance and self-correction.
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·6 min
AI Agent Practical Guide: From Chatting to Directing — Building Fully Automated Workflows
AI use has three levels: Chat, Automation, and Agent. Learn how to use tools like Manus AI with a "director mindset" to build fully automated workflows — no technical background required.
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·7 min
Otari: A Comprehensive Look at the Open-Source LLM Control Plane Tool
An in-depth analysis of the open-source LLM control plane tool Otari—covering unified multi-model access, cost observability, and security compliance governance to help teams build manageable, production-grade AI infrastructure.
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·3 min
Kimi K2.7 Code Goes Open Source | Chinese Image Model HiDream Tops Global Rankings
Kimi K2.7 Code open-sourced with 30% fewer tokens; HiDream O1 Image 1.5 tops global rankings, beating Google and ByteDance. A roundup of China's latest AI breakthroughs.
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·4 min
Complete Guide to Connecting External Models in Codex: Two Methods to Unlock Full Capabilities
Two methods for connecting external models to Codex: manually configure keys via relay services, or use the CC Tool to auto-bridge GPT, DeepSeek, and more. Covers auth/config files, CC Tool usage, and multi-model switching.
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·7 min
PP-OCRv6 Deployment Deep Dive: Invoice Recognition Results and the Font-Missing Pitfall Explained
PP-OCRv6 is PaddlePaddle's SOTA-level OCR model. This article covers Docker deployment, invoice recognition testing, and the critical font-missing pitfall causing entire regions to be skipped.
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·2 min
Getting Started with Ollama: The Go-To Tool for Free Local LLM Deployment
Ollama is a free, open-source LLM management tool supporting macOS, Windows, Linux, and Docker. Deploy DeepSeek and other open-source models locally — no API fees, full data privacy.
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·3 min
GitHub Daily · July 6: The Agent Skill Ecosystem Explodes — AI Evolves from 'Capable' to 'Expert'
GitHub Trending July 6: Agent skill ecosystem explodes with taste-skill, marketingskills, dotnet/skills; multi-Agent orchestration matures; privacy-first projects thrive.
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·2 min
Flock: Building an AI Development Squad with Claude Code to Reshape Team Programming Workflows
Flock is a multi-agent development tool built on Claude Code. With roles like Planner, Coder, Tester, and Reviewer, it turns AI coding into a traceable development pipeline.
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·3 min
GitHub Daily · July 5: The Dual Narrative of Skill Ecosystem Explosion and Local-First AI
GitHub Trending July 5: Claude Code Skill ecosystem explodes, AI pen-testing tool Strix gains +2137 Stars, and local-first privacy apps surge.
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·6 min
Dify Self-Hosted Deployment in Practice: Building an Enterprise-Grade AI Application Platform from Scratch
A complete guide to self-hosting Dify, the open-source AI platform: environment setup, Docker Compose deployment, LLM integration, and app building. Runs on just 2 cores and 4GB RAM.
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·4 min
How Daytona Is Redefining AI Agent Compute Sandbox Infrastructure
Deep analysis of how Daytona pivoted from browser IDE to AI Agent sandbox infrastructure, achieving 60ms startup times, 850K daily sandboxes on bare metal, and why Computer Use opens a trillion-dollar market.
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·3 min
The Complete Guide to Building Dify Workflows: A Hands-On Guide to No-Code AI Applications
Complete guide to Dify's five app types, Docker deployment for v1.8.0, and workflow building. Compare Dify vs Coze and learn to build enterprise AI apps with no code.
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·4 min
Dify Beginner's Guide: Interface Overview & Complete Docker Self-Hosted Deployment Guide
Complete guide to Dify's four core modules (Explore, Studio, Knowledge Base, Tools) with step-by-step Docker self-hosted deployment instructions for building production-grade AI apps.
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·3 min
Free Access to Top AI Models? The Hidden Security Risks Behind Aggregator Sites
Exposing the truth behind viral free AI aggregator sites: fake model versions, privacy risks, and data security threats. Learn how to safely use ChatGPT, Claude, Gemini, and other AI models.
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·3 min
CodeRabbit vs DeepSource vs Greptile: In-Depth Comparison of AI Code Review Tools
In-depth comparison of CodeRabbit, DeepSource, and Greptile — three leading AI code review tools analyzed across context understanding, static analysis, and architecture awareness to help teams choose the right solution.
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