2026 Open Source LLM Guide: Best Models, API Access & Coding Agents
Compare leading open source LLMs in July 2026, including Qwen3.6, Kimi K2.6, GLM-5.1, and DeepSeek. Choose self-hosting or hosted API access.
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AI Agent Sandbox FAQ: Security, Isolation, Egress, Files, and State
AI agent sandbox FAQ covering isolation, egress, file access, state, secrets, audit logs, compliance, pricing, and safe code execution.
Best Inference Platform for Deploying Private Generative AI Model Endpoints
Compare inference platforms for private generative AI endpoint deployment: dedicated capacity, network isolation, data residency, compliance posture, and Novita AI options.
Claude MCP Configuration Guide: Code, Desktop, Servers, and JSON
Claude MCP configuration guide for Claude Code and Desktop. Add MCP servers with claude mcp add or JSON, then troubleshoot tools and transports.
Vercel AI SDK: Complete Developer Guide for Building AI Applications
Learn how to use the Vercel AI SDK to build AI-powered apps with streaming, tool calls, and agent loops. Includes Novita AI integration with code examples.
AI Agent Sandbox Pricing Models: Per-Session, Compute, Storage, and Egress
A buyer's guide to AI agent sandbox pricing: per-session fees, compute tiers, storage, egress, package caching, idle time, and self-hosted cost models.
GLM TTS and ASR API Quick Start
Learn to use the GLM TTS API, GLM ASR API, and voice clone API on Novita AI. Includes curl and Python examples, parameters, pricing, and voice options.
How Secure Is the AI Sandbox for Executing Code?
Evaluate AI sandbox security for code execution: isolation models, filesystem controls, network egress, secrets handling, audit logs, and real risk scenarios.
Audit Logs for AI Agent Sandboxes: What Security Teams Need
A security evaluation guide covering which events AI agent sandbox audit logs must capture, retention policies, log integrity, and how to surface logs for incident response.
Kimi K2.7 Code API Quick Start on Novita AI
Call Kimi K2.7 Code on Novita AI using the OpenAI-compatible chat API. Includes model ID, pricing, context limits, vision input, function calling, and runnable examples.
How to Use CoBuddy in Claude Code via Novita AI
Step-by-step guide to configure CoBuddy (baidu/cobuddy) in Claude Code using Novita AI's OpenAI-compatible endpoint. API setup, pricing, and coding workflow tips.
How to Use DeepSeek V4 Flash API in Claude Code via Novita AI
Use DeepSeek in Claude Code via the V4 Flash API on Novita AI. Set four env vars, get 1M-token context, and cut costs 20x vs Claude Sonnet.
How to Use Kimi K2.7 Code in Claude Code via Novita AI
Configure Kimi K2.7 Code in Claude Code via Novita AI's Anthropic endpoint. API key setup, model string, cost comparison, and coding workflow tips.
Agent Runtime vs Code Interpreter: Which Does Your AI App Need?
Understand the architectural difference between a code interpreter and an agent runtime, and learn which workload characteristics push you toward each.