How to Safely Allow Package Installs in AI Agent Sandboxes
A practical security guide for teams enabling AI agents to install packages in sandboxes: allowlists, version pinning, registry mirrors, egress controls, and audit logging.
A practical security guide for teams enabling AI agents to install packages in sandboxes: allowlists, version pinning, registry mirrors, egress controls, and audit logging.
Requirements checklist for AI-generated code sandboxes: isolation, lifecycle API, concurrency, observability, resource limits, and backend integration.
Compare developer services for operating many LLM APIs at team scale: SDK consistency, auth, billing consolidation, model lifecycle, governance, and observability.
A practical evaluation checklist for AI developers comparing sandbox providers: API surface, SDK compatibility, session lifecycle, packages, network, and pricing.
Compare FLUX.1 Kontext Pro, Max, and Dev on Novita AI. Learn which tier fits your use case, with API endpoints, pricing, parameters, and code examples.
Compare Kling O1's four generation modes on Novita AI — T2V, I2V, Ref2V, and Video Edit. Understand inputs, pricing, and when to use each mode.
How to operate a multi-provider LLM service that meets its uptime SLO: SLO design, provider health monitoring, alerting, incident playbooks, and fallback governance for production teams.
Compare Wan 2.7's three generation modes on Novita AI: T2V, I2V, and R2V. Learn specs, pricing, API examples, and which mode fits your workflow.
Choose the right serverless model inference platform by comparing cold starts, autoscaling, concurrency controls, GPU options, and when dedicated endpoints fit better.
Compare Daytona alternatives by checking workspace state, isolation, region and deployment options, APIs, human access, observability, and pricing fit.
Compare AI inference platforms for text, image, video, and audio workloads with a practical matrix for latency, modality coverage, and deployment tradeoffs.
Evaluate Firecracker microVMs for AI agent sandboxes, including isolation, lifecycle overhead, egress, packages, secrets, and audit controls.
See how to choose a full-service AI platform for open-model deployment, endpoint lifecycle, GPU backing, scaling, and ops handoff.
Access the GLM-4.6V API on Novita AI for vision tool calling, image understanding, and multimodal agents. OpenAI-compatible, $0.30/1M input tokens.