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5 engagements openSee the work
what caelus does

There is a gap between what satellites can measure and what anyone is acting on.

A satellite passes over a colonia in South Texas and records flood extent. No gauge on the ground records it. No agency writes it down. The next time water comes through, nobody upstream knew it was likely.

That gap, between measurement and response, is what Caelus works on.

the divergence

Measurement is not the bottleneck.

The instruments are already flying. They already record. Everything Caelus works on sits in the distance between what gets measured and what anyone does about it.

what the instrument recordedSENTINEL-1 C-BAND SAR · 12-DAY REVISIT
30 PASSES · ~12 MONTHSCONTINUOUS
what reached the valleyLHENDE TO TRISHULI · 26 AUG 2026

no warning here

30
minutes to rise nine metres
72
kilometres of river struck
682
outburst floods already catalogued
what closes itDETECT · READ · DELIVER
01

Detected

Seismometers logged the collapse. Sentinel-1 passes the corridor on a fixed schedule, through monsoon cloud that blinds optical imagery for months.

Already works
02

Read

Radar turned into building destruction, population clustering, and which roads are gone. This is the part that takes work and almost never gets funded.

Where we work
03

Delivered

In the hands of a district chapter, a health post, a response network. Not a portal they have to find. A thing that arrives.

The whole point
How that actually runs
the inversion

Most programs wait for someone to bring them a problem.

Caelus finds the problem first, from orbit, from public records, from the datasets nobody is reading, and brings it to the people already positioned to solve it.

Wait for a proposal

Scan continuously for gaps

Fund the idea that shows up

Find the gap nobody has flagged

Hope it reaches a real need

Start from a measured, located need

Solution looking for a problem

Problem delivered to those already working

the method

Four steps.

01

Detect

We continuously ingest open satellite and government data: Sentinel-1 synthetic aperture radar for surface and structural change, NASA GRACE-FO for groundwater storage anomalies, NASA FIRMS for active fire and smoke, USGS streamflow, FEMA flood mapping, EPA environmental justice screening, Census demographic data, CDC health measures, and FCC broadband coverage.

The question we ask of that data is narrow: where do the physical signals indicate need, and the response records indicate nobody is watching? That divergence, measured need against absent response, is what we look for.

It is not the same as where are conditions worst. It is where is the mismatch largest.

02

Document

Every detection becomes a brief. A brief is a plain document.

Briefs are written to be handed to a person doing the work. Not a pitch, not a proposal. If a community organization cannot read it and immediately see whether it is useful, it is not finished.

The uncertainty section is not optional. Remote sensing infers; it does not observe directly. A brief that hides its error bars is worse than no brief.

  • What the data shows, with the source and date of every layer
  • Where, at the finest resolution the data honestly supports
  • Who is affected, from public demographic data
  • What the uncertainty is, and what the data cannot tell you
  • What a response could look like, at a technical level
03

Deliver

Briefs go directly to the people already embedded in a region: community organizations, regional researchers, practitioners, and agencies working the problem on the ground.

This is the part that distinguishes Caelus. We are not building an audience and waiting for the right person to find us. We identify who is already doing the work in a place, and we bring them what we found.

Where they tell us the data is wrong, we correct it. Ground truth from someone who lives there outranks our inference every time.

04

Open

Every brief is also opened publicly, so that anyone who wants to build a response can. Students, researchers, engineers, and organizations can claim a brief and build against it.

Caelus does not take equity, does not own what you build, and does not require an application to start reading.

the research behind it

From speckle
to structure.

Synthetic aperture radar is a coherent imaging system, so every acquisition arrives carrying multiplicative speckle that buries the structures underneath it. Caelus applies multi-temporal despeckling and edge-preserving filters across Sentinel-1 backscatter, then segments what survives: building footprints, road networks, standing water.

Everything downstream reads that output, not the raw scene.

  • Multi-temporal despeckling
  • Edge-preserving filtering
  • Backscatter segmentation
Synthetic aperture radar imagery of a dense urban district, shown twice. The unprocessed frame is dominated by bright speckle that obscures everything beneath it. The processed frame resolves building footprints, road networks, tree cover, and a domed structure at the centre.SAR INPUTCAELUS OUTPUT
Drag to compare · raw SAR against processed output
More on the technical work
the instrument

Delos

ONE TOOL. NOT A SUITE.

Delos is the tool Caelus builds: a single instrument that turns public satellite and sensor data into a readable picture of where communities are underserved.

It layers environmental, infrastructure, and socioeconomic signals into one view, scores relative need, and surfaces the places where measurement and response have come apart. Six regional views are built into it, each tuned to the conditions of that place.

Delos is in active development. What is live today is the map and the regional views. The open engagements listed on this site are being worked inside it now, and no brief has published yet.

layers it reads
  • SENTINEL-1
  • SENTINEL-2
  • LANDSAT
  • NASA GRACE-FO
  • NASA FIRMS
  • VIIRS NIGHTFIRE
  • USGS
  • NOAA
  • EPA
  • FEMA
  • US CENSUS
  • CDC
  • FCC
  • ICIMOD HMAGLOFDB
  • HDX
Open Delos
honesty

What Caelus is not.

This section builds more trust than any credential, so it stays on the page even when it is unflattering.

We are not a substitute for people on the ground.

Satellite data infers conditions; it does not replace someone who lives in a place and knows what happened there.

We are not an agency.

We do not issue warnings or official guidance. Our briefs are research artifacts meant to inform people who do that work.

We are not a general accelerator.

We do not fund ideas that arrive looking for a problem. The problem comes first.

We are early.

Caelus was founded in 2025. Much of what is described here is in active build, and we mark it as such rather than implying scale we do not have.