Publish a local file (HTML report, PDF, image, dataset sample, build output) to Lightning AI and get a durable, public lightning.ai/artifacts/<id> link that never expires and renders inline in the browser - plus list what's in the artifacts drive, unpublish…
Launch and manage batch jobs on Lightning AI - run commands on cloud CPUs/GPUs from a Docker image or a Studio snapshot, monitor status, fetch logs, SSH into a running job or multi-machine worker, collect artifacts, and run multi-machine (distributed)…
Manage Lightning AI Studios (cloud dev machines with CPUs/GPUs) - create, start, stop, delete studios, switch machine types, run commands in them, upload/download files, and SSH in. Use when the user wants to work with lightning.ai Studios, needs a cloud GPU…
Run code in Lightning AI Sandboxes - fast, isolated ephemeral VMs with optional persistence, snapshots, custom images, Docker-in-sandbox (docker / docker compose), network egress policies, file I/O, public port URLs, and interactive PTY sessions. Use when the…
Estimate and compare what a workload costs on Lightning AI - fetch live per-hour GPU/CPU machine prices from the accelerator catalog for every cloud (Lightning Cloud, AWS, GCP, Lambda Labs, Nebius, Voltage Park), then quote a training run, a fine-tune, a…
Deploy and operate services on Lightning AI - run Docker containers or HuggingFace models (vLLM) behind autoscaled HTTPS endpoints, manage replicas, releases, endpoint auth, and logs. Use when the user wants to deploy an API, model server, or container to…
Write, edit, illustrate and publish posts on the Lightning AI blog (lightning.ai/blog) through the `lightning` CLI (uvx lightning-sdk) - create a draft, import a Markdown file with the bundled md2blocks.py converter, write the body as EditorJS blocks, turn…
Call hosted LLMs (OpenAI GPT, Anthropic Claude, Google Gemini, open-weights models) through the Lightning AI models API / LLM gateway - chat, streaming, multi-turn conversations, images, and model metadata; plus the teamspace model checkpoint registry. Use…