Novita AI Blog

Learn how to use Claude Code reviews for pull requests, debugging, and test-backed merge decisions, with Novita LLM API for reasoning and Agent Sandbox for execution.

See how customer service AI use cases map to coding-agent context, task rules, Novita LLM API reasoning, and Agent Sandbox execution.

Compare Cursor, Claude Code, and Codex in an AI code editor performance comparison focused on workflow fit, autonomy, model flexibility, and runtime style.

Claude Code auto mode became the default on August 14, 2026. Learn when to keep it on, when to route cheaper tasks, and how to control spend.

Compare Muse Code vs Claude Code vs Codex on workflow maturity, pricing style, and team fit so you can choose the right coding agent faster.

Set up inclusionai/ling-3.0-tiny on Novita AI with the OpenAI-compatible chat completions endpoint, cURL, Python, and first-call troubleshooting.

Learn how to install the official Claude Code extension in Cursor, what it can and cannot do, and how to route Claude Code workflows through Novita AI.

Ling-3.0 Tiny on Novita AI: verified model ID, 7.9B MoE architecture, 256K context, function calling, and current launch pricing.

Compare open source coding agents, then build one with Novita's OpenAI-compatible model API and Agent Sandbox.

Compare Qwen3-Coder-Next, Kimi K2.7 Code, GLM-5.2, and DeepSeek V4 Pro for coding agents, long context, licensing, and hosted API access.

See how Claude coding agents use a planner, tools, and a sandbox, then map the same coding-agent loop to Novita AI.

Compare ChatGPT's current GPT-5 and GPT-5.5 options with GPT-4.1 and GPT-4o to choose the best model for coding, debugging, context, and multimodal work.

Compare Aider and OpenCode on repo context, editing style, model setup, review loops, and how each connects to Novita AI.