Self driving labs for hardware teams
Autonomous agents help you design, plan, and execute your next experiment.
From past runs to your next experiment
They read your test history, hardware and limits from Trace. Every proposal is logged, cited and waits for your sign-off before anything moves.
Simulate · Simulink9 variantspurge × valve ramp · 9 / 9 passEvery tool, part and run, traced together
Agents read your code, CAD, BOM, requirements, DAQs, tickets and test runs, and link them as you work. Change one part and the graph shows what to retest, backed by the runs that prove it.
Code, CAD, BOM, docs, tickets and runs.
Down to the commit, clause or run.
Change a part, see what to retest.
Connects to your bench and your tools
Hardware is discovered the moment it's plugged in, with no config files. Engineering tools sync both ways, so agents read from them and post findings back.
NI DAQmx
LabJack
LabVIEW
ArduPilot
ROS 2 · MCAP
SolidWorksCATIA
FusionMATLAB · Simulink
Isaac Sim
Gazebo
GitHub
GitLab
Python
Jira
Confluence
Sheets
Notion
LinearWrite the test, run it safely, see everything
Write the test stand or let AI write it. The engine keeps it safe.
A few lines describe what you read, what you command and where it must stop. A sealed engine on the machine runs it from there.
ch.read("/auv/depth_m", hihi=120)ch.write("/auv/vert_thruster")interlock("overdepth", when=dp > 120, then=set("/auv/drop_weight"))step("trim", hold("60s"))step("descend", hold("5m"))
No window, link or cloud in the loop.
Interlocks act, then latch until Reset.
Diff, review and roll back like code.
Watch it live. Find the root cause, not a retest.
Telemetry, video and events stream onto one timeline while the test runs. When it ends, agents reduce and present the data and trace each anomaly back to the change behind it.
- Every modality live on one timeline
- Test data reduced and presented automatically
- Anomalies traced to root cause across past runs
Run where your hardware is
Phloem runs inside your site boundary. Syncing to the cloud stays off until you turn it on.
Built for teams that learn by testing
Propulsion & Space
Turn every test into engineering knowledge.
/motor/chamber_pressure_bar70.9 →Robotics
Debug systems that behave differently every time.
/arm/tracking_error_clean_mm0.42 →Marine Autonomy
Build for systems that operate beyond the network.
missions reconciled3 · offline 14 h →Cell & Battery
Characterize cells and packs from the cycler to the field.
/pack/cell_v_min3.62 →Aircraft
Understand every flight. Turn flight-test data into faster decisions.
/air/egt_margin_c48.6 →Drones
Debug autonomy in the wild.
/mav/attitude/roll2.1 →Autonomous Vehicles
Reconstruct every mile, frame by frame.
/can/chassis/brake_pct12.4 →Life Sciences
Connect instruments, protocols and assay results across every batch.
/bioreactor/do_pct38.4“Build the physical world at software speed”