ED Documentation Review Room

Image-aware agent workflow for emergency documentation QA
Cerebras-hostedgemma-4-31bOpenRouter GPUgemma-4-31b-it
Cerebras logoxGoogle DeepMind logo
Hackathon participant buildIndependent submission - trademarks belong to their owners - synthetic demo only
MultimodalMulti-agentEnterprise workflow

Why this matters in emergency care

Fast inference turns an agent workflow from a waiting-room task into an interactive review.

The demo sends the same raster electronic medical record image and same physician-note review task through Cerebras and a GPU path. The point is practical: if a multi-agent chart review comes back in seconds, an ED clinician can inspect, edit, and move on while the encounter is still live.

Start here - click first

Live agent progress

Waiting to start: both providers will launch together from one server timestamp

0.00s until run starts
Intakesort facts
Imageread JPG
Workuporganize tests
HPIdraft story
Claim Checksupport claims
Local Rulesflag context
Safetycheck claims
Mergefinal review
Cerebras0.00s0.00s0.00s0.00s0.00s0.00s0.00s0.00s
GPU0.00s0.00s0.00s0.00s0.00s0.00s0.00s0.00s
Agent responsibilitieswhy each step exists
Triage, vitals, timelineBuilds the case timeline from arrival, symptoms, vitals, and clinician concerns.
Reads raster imageReads the non-selectable EMR image for ECG, troponin, CXR, and vital facts.
Groups tests/resultsGroups resulted and pending tests so the note does not bury key findings.
Drafts note storyTurns the raw encounter into clinician-editable documentation language.
Checks medical supportChecks whether note claims have medical-source support or need review.
Flags hospital contextFlags local assay, repeat-timing, and pathway details that vary by hospital.
Blocks overclaimsRemoves diagnosis, treatment, disposition, and validation overclaims.
Merges final packetMerges all checks into the final physician note review packet.

1 Input

Stitched electronic medical record image

raster JPG

Synthetic demo image generated for this project. Not selectable text; Gemma must read the pixels.

2 Cerebras output

Physician note review packet

Output appears here after you run the live side-by-side benchmark.
not run

HPI Draft

Waiting for run

Exam / Status Summary

Waiting for run

Result Synthesis

Waiting for run

Medical Decision Reasoning

Waiting for run

Image extraction

Key facts read from pixels

Vitals: not extracted yet
ECG: not extracted yet
Troponin: not extracted yet
CXR: not extracted yet

3 Speed benchmark

Benchmark waiting

press the red button to measure Cerebras against the GPU path
Cerebras0.0s
GPU0.0s
Wait reduction--not run yet
Relative speed--8-agent workflow
First token--not run yet
Output speed--not run yet

Claim support check

Shows whether each note claim came from the image, a medical reference, or a hospital-context flag, then marks what the clinician must verify.

Local-context flags

Troponin assay, repeat timing, and local pathway caveats.

Safety boundary

No diagnosis, treatment, disposition, or clinical validation claim.