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Macaron V1 Venti is a 748B Mixture-of-LoRA flagship for coding, agents, and GenUI. See its specs, Novita AI availability, pricing, and best-fit use cases.

OpenCode vs Claude Code compared by setup, providers, MCP, execution, cost control, and team fit, with Novita AI integration paths.

Learn how Anthropic API model names work, which Claude model IDs belong in requests, and how to avoid alias, version, and provider-routing mistakes.

OpenCode vs Cursor compared for developers: workflow, model flexibility, context, MCP tools, execution, cost control, and Novita AI setup.

Set up the Gemini Pro API with a Google AI Studio key, current model ID, native REST endpoint, OpenAI-compatible client, and agent backend pattern.

Kimi K3 is live on Novita AI with a 1M-token context window, multimodal input, and $3/$15 per-million-token pricing. See when K3 beats K2.

Connect to Kimi K3 with Novita AI's OpenAI-compatible API. Follow the model ID, endpoint, Python, cURL, pricing, and troubleshooting steps.

Understand Claude Code plugins — what they are, how MCP servers work as plugins, how to install them, and how to run tool execution through Novita AI.

Learn how Claude Code rules work — CLAUDE.md files, .claude/rules/ path scoping, settings.json permissions, and auto memory — with best practices for agentic coding.

Claude Opus 3 vs Opus 4 for academic writing: compare context windows, reasoning depth, pricing, and real workflow impact. Includes Opus 4 vs Sonnet 4 guidance.

Install and use the OpenAI Python SDK for chat completions, streaming, function calling, and async requests. Includes JavaScript SDK and Novita AI integration.

Claude Code is an AI coding agent; VS Code is a code editor. They're not competitors — Claude Code runs inside VS Code as an extension. Here's exactly how they relate.

Set up a Claude Code router to use any Anthropic-compatible endpoint — ANTHROPIC_BASE_URL, MCP tool routing, and Novita Agent Sandbox execution.