What people run on it
Each of these is a single chat message away once a device is connected. The prompts below are the literal shape of how it's used — not marketing paraphrase.
Research computing
Provision a GPU from the conversation, run the job, and watch it without babysitting a terminal. Credits are metered per minute; storage persists between sessions so checkpoints survive.
spin up an A10 with my data volume, pull the repo, and start the training run — pin a widget with the loss curve and ping the feed if it plateaus every night at 2am, run the parameter sweep on the lab workstation and post a summary table of the results to my boardWorks for literature monitoring too: a scheduled agent that searches, filters against what it has already seen, and posts only what's new.
A fleet of workstations or kiosks
Put the devices in a group and address them as one. The agent resolves which device a task belongs to, or fans out across all of them and reports per-device.
check all six kiosks: is the display app running and on the right screen? note anything odd to the feed, don't wake me unless one is down on every machine in the render group, show me disk space and the last backup time as one tableEvent-driven monitoring
Anything that can send an HTTP request can wake an agent. Detectors, sensors, cron jobs, CI — they post an event, the event routes to an agent, the agent investigates and writes what it found to the activity feed. Alerts stay separate from chatter.
when the camera script posts a motion event after 10pm, grab a snapshot from the office machine and put it in the feed as an alertAmbient and personal
The same machinery at household scale: routines that glance at things for you, voice when hands are busy, notes with photos pulled straight off a device.
photograph the water meter with the workshop webcam every morning and log the reading — flag it if the daily jump is ever double the average read me the feed summary — car mode, keep listeningYou can feel the interaction model without an account: the front page is a live build agent, the same loop with browser-only tools.