Tech Stack
Before / After
Before
Answer-only AIIt can find similar notes, but the words have to line up too neatly.
The answer may be cited, but it does not say whether this is NOW, SOON, or WAIT.
It explains the past case, not what is likely to happen next: longer stay, bed pressure, or deterioration risk.
If the next step fails, there is no owner, retry limit, stop rule, or clean handoff.
After
Evidence-to-action AIFinds What You MeantUses exact match plus intent match, so the case can still surface when the wording is different.
Shows Its ReceiptsAnswers with supporting records, source IDs, and privacy checks instead of asking the reader to trust a black box.
Says How Urgent It IsTurns evidence into a NOW / SOON / WAIT path, with safety overrides when the clinical red flags are louder than the model.
Looks AheadAdds future-risk signals like predicted length of stay, deterioration risk, and bed pressure, so the answer is not trapped in the past.
Hands Off the WorkRoutes the case from ER Triage to Bed Ops, and the receiver signs for it, so ownership is a real handoff instead of a note left in the air.
Actually Changes the StateCommits the bed decision to durable state for real and emits a before/after receipt, so it acts on the case instead of returning a recommendation no one applied.
Won't Fake SuccessRe-reads the state after acting to confirm it truly changed, so a tool that claims it finished but did not gets caught instead of trusted.
Doesn't Spin ForeverEach agent has a retry budget, stop conditions, and a human escalation path, so a stuck handoff becomes visible instead of looping.
Blocks Bad ReleasesGolden tests check retrieval, citations, safety, prediction, and agent handoff behavior before a change goes live.