#multi-model scheduling
73 related articles
·3 min
Java AI Framework Comparison: A Selection Guide for Spring AI, LangChain4J, and More
In-depth comparison of four Java AI frameworks — Spring AI, LangChain4J, DJL, and JBot AI — covering features, use cases, and ecosystem compatibility to guide your selection.
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·4 min
The Complete Guide to Running GLM-5.2 Locally with 4 RTX 3090s for $4,000
How to build a local AI inference server with 4 used RTX 3090 SXM4 GPUs to run GLM-5.2 via Llama.cpp and Unsloth IQ quantization, with real benchmarks on speed and quality.
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·2 min
MiniMax Model Real-World Test: The Ultimate Cost-Effective Choice for Ultra-Long Research Tasks
Developer tests MiniMax model running 16 hours on research tasks at a fraction of GPT-4o and Claude costs. Analysis of cost advantages, use cases, and multi-model strategies.
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·3 min
GML 5.2 Multimodal Upgrade Hands-On: Full Validation with DeepSeek V4
Hands-on testing of GML 5.2 and DeepSeek V4 multimodal upgrades on OneBlockBase, covering vision-text workflows, safety mechanisms, and deployment tips.
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·3 min
5 Steps to Connect Codex with DeepSeek — No GPT Account Required
Step-by-step tutorial: Connect Codex to DeepSeek API via CC Switch in 5 steps. No GPT account needed — use AI coding features like code completion and Skill plugins at lower cost.
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·3 min
N2 Model as a Free Claude Code Alternative: Does Voice-Driven AI Coding Actually Work?
N2 model, built on Qwen 3.5, is completely free and integrates with Claude Code. Real-world tests show voice commands generating full landing pages, with AgentOS enabling shared memory and multi-model collaboration for zero-cost AI coding.
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·2 min
OpenAI Acquires Ona: Codex Enters a New Era of Cloud-Based Asynchronous Execution
OpenAI acquires Ona to integrate secure cloud execution into Codex, enabling AI coding agents to run long background tasks. Analysis of the deal's technical impact and the async AI agent trend.
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·2 min
DeepSeek GUI Hands-On Review: How Powerful Is This Cache-First Local AI Coding Assistant?
Hands-on review of DeepSeek GUI's full agent workbench: KUN local runtime, cache-first architecture, task scheduler, and Token cost advantages for developers.
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·2 min
Xiaomi MiMo Code Goes Open Source: How Cross-Session Memory Is Changing AI Programming Collaboration
Xiaomi's MiMo Code is an open-source terminal programming Agent with cross-session memory and multi-Agent collaboration. Explore its memory system, self-evolution mechanism, and how it differs from Claude Code.
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·1 min
Antigravity SDK Hands-On: The Google Agent Runtime Behind 20 Lines of Python
Deep dive into Google's Antigravity SDK: its binary runtime architecture, key differences from Pydantic AI and LangGraph, installation pitfalls, and practical edge-case recommendations.
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·2 min
One BaseURL to Access All AI Models: A Deep Dive into API Aggregation
Deep dive into how API aggregation platforms use a single BaseURL to access Claude, OpenAI, Gemini and all major AI models, covering intelligent routing, fault tolerance, team collaboration, and cost management.
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·2 min
Duel Agents: Multi-AI Agent Competition Mechanism That Automatically Selects the Most Cost-Effective Coding Solution
Duel Agents uses multi-model parallel competition and recursive task decomposition as a routing layer before tools like Claude Code, automatically selecting the most cost-effective AI coding result with claimed 70% savings.
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·2 min
Hermes Agent Seven-Layer Configuration Guide: From VPS Deployment to MCP Server — A Complete Tutorial
A detailed guide to Hermes Agent's seven-layer configuration: VPS deployment, Discord integration, scheduled backups, Kanban management, holographic memory, and MCP server setup.
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·2 min
Xiaomi Million Token Free Claim Tutorial: Connecting to Claude Code via CC Switch
Step-by-step guide to claiming Xiaomi's free million tokens and connecting their large model to Claude Code via CC Switch for zero-cost AI-assisted programming.
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·2 min
Codex Systematic Tutorial: From Beginner to Enterprise-Level AI Engineering
In-depth guide to Codex AI programming tool: environment setup, Rules system, MCP protocol integration, multi-Agent collaboration, and enterprise RAG customer service project for complete AI engineering deployment.
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·2 min
Codex vs Claude Code In-Depth Comparison: How Frontend and Backend Developers Should Choose
In-depth comparison of Codex vs Claude Code across pricing, stability, and capability focus—analyzing differences in frontend UI and backend logic development with workflow recommendations.
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·4 min
OpenAI Swarm Framework Explained: The Core Mechanisms of Function Call and Handoff
Deep dive into OpenAI Swarm multi-agent orchestration framework, explaining Function Call tool invocation and Handoff task transfer mechanisms with local deployment guide.
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Deep Dives·3 min
Deep Dive into Pi's Swarm System: A Biology-Inspired Multi-Agent AI Programming Architecture
Deep dive into Pi's swarm system architecture (26K GitHub stars): scout, worker, and soldier ant roles, pheromone communication, adaptive concurrency control, and how multi-agent collaboration revolutionizes AI programming.
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Tutorials·3 min
Hermes Orchestrating DeepSeek + MiniMax Dual-AI Collaborative Coding: A From-Scratch Project Test
Testing Hermes agent coordinating DeepSeek V4 and MiniMax 2.7 for collaborative coding: PDF export in 9 minutes, RSS service built from scratch in Nim language.
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Tutorials·3 min
Hermes Agent Framework Practical Guide: Building AI Agents from Scratch
A detailed guide on ByteDance's Hermes Agent framework covering core features, deployment, custom tool development, and enterprise-grade AI Agent applications.
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