STEP 01
WHAT WE STANDARDIZE
Bring in the work
Separate real signal from noise before scarce follow-up time gets spent.
→DOMAIN LABS · ASTRONOMY · ASTRONOMY LAB REVIEWS OBSERVATION BATCHES, SENDS UNCERTAIN DETECTIONS TO SCIENTISTS, AND EXPORTS A REPLAYABLE DETECTION RECORD.
Detections worth a follow-up.
Bring observation data, calibration context, and mission rules into one review loop. The lab sorts promising detections from noise and keeps the final decision tied to the observation trail.
ACCEPTED FORMATS
FITS / catalogs / calibration logs
Start with the files and records the team already uses.
DECISION OWNER
Research scientist
Keep the right specialist or approver on the work that needs judgment.
OUTCOME
Detection packet
Hand off one reviewed record instead of scattered notes.
HOW IT WORKS
Three steps. Observation batch in. Scientist review on uncertain detections. Replayable record out.
Bring in the work. Standardize the step. Hand off a clean result.
STEP 02
WHAT WE REVIEW
follow-up time is scarce and teams need to explain why one observation was pursued and another was dismissed.
Upload the observation batch, inspect flagged cases, and export one detection packet.
→STEP 03
WHAT WE SIGN
Leave with a clean result
Get one detection packet with the decision, evidence, and status attached.
WHY IT EXISTS
The reason a astronomy team buys the lab.
Use this when follow-up time is scarce and teams need to explain why one observation was pursued and another was dismissed.
THE PROBLEM
Use this when follow-up time is scarce and teams need to explain why one observation was pursued and another was dismissed.
THE REVIEW MOTION
Observation batch in. Scientist review on uncertain detections. Replayable record out.
THE OUTCOME
Observation lineage, calibration context, reviewer notes, and detection status stay together.
WHY TEAMS BUY IT
Bring observation data, calibration context, and mission rules into one review loop. The lab sorts promising detections from noise and keeps the final decision tied to the observation trail.
FOCUS AREAS · THREE WINDOWS
The three places this lab does the work.
Observation batch in. Scientist review on uncertain detections. Replayable record out.
AREA · 01
Observation triage
Start with the real observation batch and the rules that matter.
- ↳Bring in FITS / catalogs / calibration logs without stripping away context.
- ↳Keep project constraints visible from the first step.
- ↳Give the team one clear place to start the review.
AREA · 02
Detection review
Send the hard calls to the research scientist.
- ↳Surface the cases that need human judgment.
- ↳Keep reviewer notes attached to the decision.
- ↳Make approvals, overrides, and escalations easy to explain later.
AREA · 03
Result release
Hand off a detection packet the next team can trust.
- ↳Export lineage, notes, and approval status together.
- ↳Save repeat failures as checks for the next run.
- ↳Deliver one clean packet for the next team or gate.
WORKFLOW · THREE STAGES
The walkthrough your team runs.
Observation lineage, calibration context, reviewer notes, and detection status stay together.
STAGE · 01
01
Bring in the observation batch
Load the work, context, and rules into one record.
- ·Use FITS / catalogs / calibration logs.
- ·Capture the project rules before review starts.
- ·Keep the original context attached.
STAGE · 02
02
Review what needs judgment
Score the work and send the decisions that need judgment to the research scientist.
- ·Highlight what can move fast and what cannot.
- ·Record reviewer notes and final calls.
- ·Keep the audit trail readable.
STAGE · 03
03
Export the detection packet
Package the approved result for the next team, approval gate, or audit request.
- ·Bundle the evidence with the decision.
- ·Save the same mistake as a future check.
- ·Hand off a packet someone else can inspect.
STARTS FROM
A model already suited to the workflow.
STARTER MODEL
AstroCLIP
Starts with AstroCLIP-style and other open astronomy models already suited to observation triage and detection review.
Scientist decisions, confirmed detections, and dismissed noise improve the model on your own observing programs.
AuraOne helps shape the first decision flow. Your science team keeps the final say on what counts as signal.
READING · ASTRONOMY · LIVE
00·00 INTAKEUSE THIS WHEN FOLLOW-UP TIME IS SCARSIGN 04·18
REVIEWER · EVIDENCE · OUTPUT
The work and the people who sign for it.
Specialist reviewers, the evidence they keep, and the result the next team consumes.
REVIEWER TYPE
research scientist
ENTRY MOTION
Observation batch in. Scientist review on uncertain detections. Replayable record out.
EVIDENCE PATTERN
Observation lineage, calibration context, reviewer notes, and detection status stay together.
OUTPUT SUMMARY
Get one detection packet with the decision, evidence, and status attached.
PAINFUL STEP
follow-up time is scarce and teams need to explain why one observation was pursued and another was dismissed.
WHAT YOU KEEP
Reviewed observation data, detection logic, and tuned weights your science team can keep.
↳ WORKFLOW ARCHETYPES
observation triagedetection reviewresult releaseCONNECTED MODULES · INSIDE THE OS
What this lab plugs into.
The astronomy lab does not run alone. Each captured decision feeds into the AuraOne modules that govern release, memory, and review — one record, one standard, one packet.
№ 01 · MODULE
AI Labs
№ 02 · MODULE
Regression Bank
№ 03 · MODULE
Workforce
№ 04 · MODULE
Control Center
ON THE RECORD · A ASTRONOMY PROGRAM
“The review used to be the bottleneck. Now it’s the part of the workflow that moves the fastest. The record travels with the work.”
WHAT YOU KEEP
Your work. Your data. Your AI.
WORKFLOW
Real cases
Files, batches, and cases your team already runs. Not a demo.
DATA
Your tenant
In your VPC. Your keys. Your retention policy.
WEIGHTS
Yours to keep
Reviewed observation data, detection logic, and tuned weights your science team can keep.
RELATED LABS
Same loop. Different wavelength.
ASTRONOMY
Bring the workflow you want to own.
We'll map the workflow. Pick the starting model. Standardize the step. Hand you the result.
↳ STARTS FROM
AstroCLIP
↳ LEAVES WITH
Reviewed observation data, detection logic, and tuned weights your science team can keep.