Practical LLM API guides, model reviews, and integration tutorials.
Marvis and WorkBuddy both come from Tencent but solve different problems. Marvis is an OS-level AI assistant for desktop control and local files; WorkBuddy is an enterprise agent workspace for document collaboration and knowledge workflows.
Kimi K2.7 Code is a coding-specialized upgrade, not a full K2.6 replacement. Here's what changed, what improved, and who should actually upgrade.
Qwen3.8-Flash delivers 1M context, multimodal input, and Function Calling via OpenAI-compatible API. Key distinction: qwen3.8-flash for production, Qwen/Qwen3.8-Flash-Next for self-hosting.
GLM-5.3-Flash is the first native multimodal MoE in the GLM-5 series: 320B total / 18B active parameters, 1M context, MIT-licensed weights, built for coding agents and high-throughput visual tasks.
DeepSeek's experimental multimodal model adds image understanding to V4 Flash with 1M context, 384K output, and broad API compatibility.
GLM-5.3 launches with 1M token context and enhanced coding capabilities. Learn API setup, pricing, and production deployment strategies for AI coding agents.
Grok 4.6 targets long-horizon coding, tool-calling agents, and complex engineering tasks with a 500K context window and configurable reasoning. This review covers specs, benchmarks, pricing, and production integration notes.
DeepSeek-V4-Pro-0813 is the current version behind the stable deepseek-v4-pro route. This guide covers its 1M context, 384K max output, Codex setup, Responses API, and how to verify pricing on our platform.
Understand how LLM APIs charge for tokens, estimate usage, and apply proven optimization strategies to reduce your costs.