#Mesh LLM
48 related articles
·6 min
AutoScout24's AI-Native Journey: How Codex and Agents Are Reshaping Enterprise Efficiency
As one of the world's largest car marketplaces, AutoScout24 is going AI-native with OpenAI Codex and agents. It built a CapEx agent in 48 hours, saving ~$1M/year, and explores hands-off coding.
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·4 min
AI Learns to Speak Plant: How Smart Gardening Lets Plants Talk to Us
Plants speak through wilting, yellowing, and spots. This article explores how AI uses computer vision, sensor fusion, and LLMs to translate plant signals into human language, making smart gardening a reality.
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·7 min
Agentic AI Reshapes Genomic Interpretation: A SOTA Case Study in Interstitial Lung Disease Diagnosis
How Agentic AI achieves SOTA performance in interstitial lung disease (ILD) genomic interpretation through autonomous planning, multi-step reasoning, and tool calling—and its clinical impact.
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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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·7 min
The Complete Guide to Agent Skills: Principles, Structure & Practical Applications
Deep dive into AI Agent Skills: SKILL.md file structure, four component modules, differences from prompts, and practical scenarios for frontend generation, PPT creation, and more.
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·6 min
AI Workspace Session and Cache Leaks: A Complete Analysis of Multi-Tenant Isolation Security Risks
AI workspaces face cross-tenant session and cache leak risks that can expose sensitive enterprise data. This article analyzes multi-tenant isolation pitfalls, common architectural flaws, and actionable defenses.
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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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·6 min
LangChain + MCP in Practice: A Pitfall-Avoidance Guide to LLM Selection and Local Deployment
DeepSeek R1 lacks Function Calling and JSON Output by default. Qwen3's programmable thinking modes make it the top open-source agent choice. Key LLM selection pitfalls and MCP protocol updates.
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·2 min
Building an FPS Game with ECS Architecture and AI: A First-Person Shooter from Scratch
Learn how to build an FPS game from scratch using ECS architecture (Entity-Component-System) and AI-assisted coding, featuring movement, shooting, magazine management, and minimap.
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·6 min
What Is Vibe Coding? A Complete Breakdown of the LLM + Agent + Workflow Three-Layer Architecture
Vibe Coding, coined by ex-Tesla AI Director Karpathy, redefines AI programming. This article breaks down the LLM + Agent + Workflow three-layer architecture.
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·7 min
Linked Context: How AI Agent Skills Can Point to the Entire Open Web
Deep dive into Skill Studio's "Linked Context" mechanism—skill files become real-time URL fetches instead of pre-loaded copies, extending AI Agent progressive disclosure to the entire open web.
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·3 min
OpenLLMVTuber: A Deep Dive into the Open-Source AI Virtual Character Framework
Deep dive into OpenLLMVTuber, a 10K-star open-source AI virtual character framework integrating ASR, LLM, TTS, and Live2D with voice interruption, visual perception, and modular architecture.
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·3 min
Claude Code Desktop Hands-On: Transparent Context Window & CC Switch for Compute Freedom
Hands-on review of Claude Code Desktop's transparent context window, multi-project heatmap, efficiency panel, and CC Switch open-source routing gateway for model freedom.
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·3 min
A Middle Schooler with Zero Coding Skills Built a Story-Driven Game with AI: Creativity Unshackled from Technical Barriers
A middle schooler with no coding experience used AI to build an interactive story game with branching choices and surreal alien adventures. We explore what this means for creative democratization.
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·4 min
Building a 2D Shooter with Cocos + Trae: A Complete Zero-Code AI Programming Walkthrough
Learn how to build a Vampire Survivors-style 2D shooter using Cocos Creator and Trae CN with zero coding — from setup and design docs to AI code generation and debugging.
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·2 min
Model Router Prism Integrates Fable 5: 30% Cost Reduction Without Quality Loss
AI model router Prism announces Fable 5 integration, achieving up to 30% cost reduction per task without quality loss through per-turn intelligent routing and cache-aware technology.
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·2 min
Unreal Engine 5.8 MCP Server Setup Tutorial: AI Agent-Driven Game Development in Practice
A detailed guide to configuring Unreal Engine 5.8's built-in MCP server for AI agent-driven game development, covering DeepSeek API setup, plugin activation, and natural language scene building.
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·2 min
Cosmos Unified Agents Platform: A New Paradigm for AI Agent Collaboration Through Shared Context and Memory
Deep dive into how the Cosmos Unified Agents Platform solves multi-AI Agent collaboration challenges through shared context and memory mechanisms, and its positioning in enterprise multi-Agent orchestration.
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Deep Dives
The Complete Guide to OpenTelemetry: T…
·4 min
The Complete Guide to OpenTelemetry: The Three Pillars of Observability & DevOps in Practice
Deep dive into OpenTelemetry's core architecture, the three pillars of observability (logs, metrics, traces), with a real-world food delivery app crash debugging case showing how distributed tracing locates microservice bottlenecks and how AI is revolutionizing DevOps monitoring.
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Deep Dives·3 min
Claude Sub-agents vs Agent Teams: How to Choose Between Two AI Multi-Agent Collaboration Patterns
Deep comparison of Claude sub-agents vs agent teams: architecture differences, use cases, and real-world results. A Pokémon RPG case study shows how agent teams achieve 95%+ feature completeness.
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