OPEN SOURCE · MIT · NOTHING LEAVES YOUR BUILDING
INTELLECT·AI The attention layer for enterprise work — AORTA is its first fitted vertical. THE PLATFORM ↗

The open AI estate for organ procurement.

AORTA keeps the record, watches the work, and rehearses it — an open donor record that reasons about what it holds, resident models that watch the floor from your own hardware, and a simulator wing for the conversations that decide donation. Built inside an OPO by someone who did the job.

See it catch something ↓ Download the stack 🤗 Org_Solver.cu ↓ See the code: fusord.cpp
372
PAGES OF POLICY
55
OPOS, ONE BOOK
468
CORPUS FILES
7B
PARAMS, LOCAL
0
BYTES EGRESS
THE DESK // AOC-01 — ATTENDED REPLAYSHADOWSYNTHETIC · NO PHI
one seat, every lane · the resident renders counsel and never acts · writes to nothing
LANES
recordTR-4118 · serology panel open
labs23:38 posted · CMV IgG
board4 open · 1 aging
offersclock 02:12 to expiry
sign-outforming · 6 lines
timers3 running · next 23:40
desk-02idle
registrarthe record's resident · 0 crossed
family room · never a lane
CASE
31h
HELD SINCE REFERRAL
0 restarts
shadow · 0 writes · 0 bytes egress
TAPEtime · verdict · lane · margin
recordlabsboardofferssign-outtimersdesk-02registrarfamily room · never a lane
held 31h · 0 restarts · shadow

A scripted replay of one coordinator's shift as THE DESK would record it: dozens of quiet holds with their margins, one look at a changed record window, one wait on an ABO mismatch between the sign-out and the lab line, one derived serology deadline at 23:40, one brief to the local thinker, one page killed mid-formation, one line passed to the other desk. Synthetic, no PHI.

THIS SHIFT: 1 TIMER · 1 WAIT · 3 LOOK · 41 HOLD · 1 UN-SAID · 2 PASS · 5 CROSSED
Run it in shadow → The six rules → 0 WRITES · 0 BYTES EGRESS
co-fired 0× this shift · 0 unmatched no router · each tape is the other's lane
REGISTRAR // TR-4118 — ATTENDED REPLAY TAPE a3f9…c1
attending — resident in shadow mode · synthetic case, no PHI
lanes in: record · closure · ← desk
23:40 · SURFACED — UNPROMPTED · NO TIMER FIRED
The serology had to be drawn by 22:15 yesterday evening. It is 23:40.
Derived from six ordinary constraints — entered nowhere. The chain is the citation.
THIS SHIFT: 2 EMIT · 41 HOLD · 1 UN-SAID EVERY SILENCE ON THE RECORD
A recorded surfacing, replayed. The situation is authored; the reaction is genuine. No PHI.
01 · THE PROBLEM

372 pages of policy. 55 OPOs. Zero tools that think about any of it.

Coordinators hold 21 chapters of OPTN policy, CMS Conditions for Coverage, institutional SOPs and hospital protocols in their heads at once — often simultaneously, often at 3 AM. Current tools are transactional: data entry, match-run interfaces, case forms. None of them know the policy. None can reason about where allocation rules, regulation and local procedure collide under time pressure.

And the deadline that actually kills a morning OR is never one somebody typed in. It is implied — it emerges from six ordinary facts, and no field on any screen holds it. Below, watch the deadline nobody entered.

02 · LIVE PROOF — DETERMINISTIC · NO AI · RUNS IN YOUR BROWSER

Six green fields. The morning is already gone.

A real temporal-constraint solver — the same fifteen-line (min,+) closure that runs in REGISTRAR's floor — works a synthetic case live. Drag anything. Watch the derived deadline move, and the chain of reasons re-wire.

Derived — entered nowhere
latest possible serology draw
The same night, as today's tools see it
Serology — ordered, no result due yet✓ OK
Offer window — not yet opened✓ OK
OR slot — booked for the morning✓ OK
Timers & alarms fired0
Every field green. Nothing is late — and nothing can be saved. A timer can only watch a time somebody entered. The deadline on the left was never entered anywhere.
the fifteen lines (what your drag just ran)
// D[i][j] = tightest bound on t_j − t_i, minutes. Floyd–Warshall in (min,+): ⊕ = min, ⊗ = +
function close(D){
  const n = D.length;
  for (let k = 0; k < n; k++)
    for (let i = 0; i < n; i++)
      for (let j = 0; j < n; j++)
        if (D[i][k] + D[k][j] < D[i][j]) D[i][j] = D[i][k] + D[k][j];
  return D;
}
// a negative D[i][i] is a negative cycle: this plan cannot be met.
// D[T0][draw] is the latest lawful serology draw — the deadline nobody entered.

SYNTHETIC CASE · zero download · zero model — this demo cannot hallucinate · same (min,+) closure as floor/closure.py · JS↔Python parity: four fixtures verified at build time; in-repo harness [SPEC]

03 · WHAT AORTA IS

Three verbs. That's the whole estate.

AORTA keeps the record, watches the work, and rehearses it. Everything on this site files under one of those verbs — and everything below says plainly whether it ships today, carries receipts, or is still a proposal.

01 / KEEP

The Record

The donor record itself — open, and able to reason about what it holds. Plus survey-readiness rebuilt as infrastructure instead of a week-three scramble.

REGISTRAR · OPEN QAPI
02 / WATCH

The Watch

Resident minds on your own hardware, present while the work happens rather than waiting to be asked. One seam each — the sign-out, the board, the case, the bedside.

VIGIL · ROUNDS · STEWARD · BELLMAN
03 / REHEARSE

The Rehearsal

Aviation rehearses its emergencies; procurement performs them live. A simulator wing for the conversations that decide donation.

IN-FLIGHT · HOTWASH
04 · KEEP THE RECORD

The chart that reasons about what it's holding.

REGISTRAR

The open-source electronic donor record REV 0 · BUILT & CITED

Not a form that stores what you type — a floor that derives what you didn't. The half that is federal law ships byte-identical to all fifty-five OPOs; the half that has to fit you is completed on site, by your own team, refereed by a gate battery. The same (min,+) closure you just dragged runs underneath it.

Full page → /edr · 44/44 citations byte-exact against pinned sources · nothing has run inside an OPO yet, and the page says so
OPEN QAPI

Survey-readiness as infrastructure REV 0 · PRE-BUILD

Every OPO runs the same week-three scramble before a survey. Built as infrastructure, the evidence assembles itself continuously instead of being reconstructed under deadline — census at entry, not sample after the fact. The binder is current every morning.

Full page → /surveyor
05 · WATCH THE WORK

Resident minds. No chat box.

Four seams, four residents — models that hold the record and the moment in one attention state, judge at thought boundaries instead of taking turns, render no clinical judgment, and write to no system of record. Three are REV 0, extracted from the same reference build. BELLMAN is earlier still, and says so.

VIGIL AT THE SIGN-OUT REV 0

Reads the handoff as you type it, holding the donor record and the sentence in one attention state. At each completed thought it asks whether what you wrote contradicts the record — and says one word, wait, before send. Draft-only by construction.

/vigil · try it in your browser → /vigil-live · the catch, replayed → /handoff
ROUNDS AT THE STAT BOARD REV 0

Compiled into your own stack against a read-only replica — it reads the truth underneath the board, not the render on top. Holds every live case at once, all night, and catches absences: the stalled case, the coverage gap, the cross-case contradiction.

/rounds · the coverage gap, replayed → /monitor · the replica is the leash — it physically cannot write
STEWARD ON THE CASE REV 0

Coordinators sign out; the case doesn't. Humans run twelve-hour shifts; the case runs three days. One case followed end to end — referral through recovery — so the relief coordinator inherits a brief instead of a mystery, and continuity survives the shift change.

BELLMAN AT THE BEDSIDE PROPOSAL

Not detection — ranking. A hundred and forty correct alarms have fired since midnight; BELLMAN answers the question a threshold cannot: of everything sounding right now, which one is yours. The only resident whose page prints its own falsifier.

RECORDED RUN · SYNTHETIC · NO PHI
5.8s before send

A coordinator types “4471, stable, good through the night” as the STAT board flips that case to critical underneath her. VIGIL sees both at the same instant and strikes the stale line before send.

Watch the replay →
RECORDED RUN · SYNTHETIC · NO PHI
~40min of lead

Three referrals in twenty-two minutes, two coordinators committed, one called out — every case still green. No single rule matches. ROUNDS names the coverage gap ~40 minutes before it opens.

Watch the replay →

These are recorded runs of the real mechanism, not mockups. The situation is authored; the reaction is genuine. The resident surfaces the change and refuses the clinical decision by construction — the coordinator always decides. How it works, and why a turn-based AI can't — read the thesis →

06 · REHEARSE THE WORK

Aviation rehearses its emergencies. Procurement performs them live.

Medicine simulated the body and never the conversation. The wing rehearses the Family Room, the Referral Line, the Offer Call, the Huddle, the First Solo — before any of them is performed on a family. The synthetic counterpart's face moves while the trainee is still talking.

IN-FLIGHT

The program — synthetic counterpart, real coordinator PROPOSAL · PRE-BUILD

The argument, the corridor of rooms, the curriculum, the ethics plate — and one recorded run, every number read from the tape. The wing's front door.

/in-flight · one scene, staged in full → /the-cabin · the published loss, on public data → /flight-deck
HOTWASH

The debrief that writes itself — real people, synthetic observer PROPOSAL · PRE-BUILD

The inverse offer: humans stay in the room, and the resident takes the one seat your sim lab never staffed — the watcher that reads the scene while it runs and hands you the debrief the moment it ends.

07 · THE STACK

What the intelligence is actually made of.

No black box. The behavioral spec, the policy corpus, the weights, the substrate and the protocols are all published — every layer inspectable, every layer replaceable. This is the part that is finished and downloadable today.

THE SEAMS
the sign-out the stat board the case the bedside the sim room
▲ WATCHED BY
RESIDENTS
▲ RUN ON
SUBSTRATE
FUSOR-1 ↗ tuned 9B kernel · stream-fused attention · judges at thought boundaries · EMIT / HOLD / UN-SAID · append-only, hash-chained tape
▲ TAUGHT BY
SPEC + CORPUS
AORTA soul document 468-file OPTN corpus 160 reasoning traces AORTA-7B weights
▲ DEPLOYED ON
YOUR HARDWARE
one consumer GPU behind your firewall air-gap supported zero egress
THE MODEL
baseQwen2.5-7B
methodQLoRA fine-tune
formatGGUF · LM Studio / Ollama
hardwarea coordinator's laptop
portabilityprompt a frontier model, or run local
THE CORPUS & EVALS
OPTN policy21 chapters → 468 chunks
retrievalsemantic metadata headers
reasoning bank160 questions · 15 tiers
adversarial battery21 questions · 7 categories
protocolsREEL · CHAIN · STAGE
THE FENCES
confidenceHIGH / MODERATE / LOW, always
citationsspecific OPTN sections, or “I don't have it”
the Human Linearchitectural, not advisory
writes to recordnever — draft-only, read-only
ledgerappend-only, incl. the silences

Confidence-calibrated

HIGH when grounded in retrieved policy text, MODERATE from domain knowledge, LOW at the knowledge edge. You always know how much to trust the answer.

The Human Line

Never a clinical decision, never organ viability, never allocation override. Encoded in the model's training, not just its instructions.

Policy-grounded

Answers cite specific OPTN sections. When it doesn't have the text, it says so rather than generating plausible-sounding policy language.

Anti-sycophantic

Telling someone what they want to hear can cost a life. Trained to hold analytical integrity under pressure — from surgeons, stress, or ambiguity.

LOCAL INFERENCE ZERO EGRESS MIT LICENSE NO PHI · SYNTHETIC DEMOS SHADOW MODE FIRST RENDERS NO CLINICAL JUDGMENT
THE PLATFORM ABOVE THE FIT · REV 0

INTELLECT·AI

Every AI product answers when asked. This one decides what deserves asking — at every seat, continuously, on hardware the organization owns — and writes down every time it decided no.

AORTA is the first fitted vertical of the platform: the same resident architecture — FUSOR-1 substrate, judgment at thought boundaries, EMIT / HOLD / UN-SAID, the hash-chained tape — aimed at any organization's seats instead of an OPO's. The mathematics, the honesty battery, and the pricing the receipts force are on its own pages.

DWG-000 · THE ESTATE, GENERAL ARRANGEMENTSCALE: NONE
FUSOR-1 the substrate — a resident 9B kernel, measured
▼ GENERALIZED AS
INTELLECT·AI the platform — the attention layer for any organization
▼ FITTED AS
AORTA the fit — organ procurement, this site
ONE ESTATE · THE SUBSTRATE IS INERT UNTIL FITTED · THESE PAGES ARE THE FITS · THE TAPE, AS ALWAYS, IS THE PROOF
08 · DOWNLOADS — AVAILABLE TODAY

The specification that taught a model this domain. Finished, downloadable, free.

AORTA began as a framework, not a product line — a behavioral specification, a RAG-optimised policy corpus, a reasoning-trace methodology, a training pipeline. Everything above is being built on top of it.

Soul Document NOWThe behavioral specification — personality, constraints, calibration framework, Human Line architecture.GITHUB · MIT OPTN Policy Corpus NOW21 policy chapters → 468 semantically chunked files with metadata headers for RAG retrieval.GITHUB · MIT AORTA-7B Model NOWQLoRA fine-tuned Qwen2.5-7B — runs locally on a coordinator's laptop via LM Studio or Ollama.HUGGING FACE Reasoning Traces NOW160-question bank across 15 tiers — single-policy lookup to multi-hop cross-regulatory edge cases.GITHUB · MIT Training Pipeline NOWDataset generation methodology, training scripts, hyperparameters, and the evaluation battery.GITHUB · MIT System Prompt NOWActivation key plus runtime reinforcement — the minimal prompt that reliably instantiates AORTA.GITHUB · MIT Evaluation Battery NOW21-question adversarial test across 7 categories with scoring rubric — verify any deployment.GITHUB · MIT Protocol Specifications NOWREEL, CHAIN and STAGE — the three protocol layers that govern how AORTA processes every query.GITHUB · MIT Every Organ Saved NOW272 pages, cover to index — building, deploying and governing AI in organ procurement. Authored with AI, directed by a practitioner.PDF · FREE
AORTA-Bench IN PROGRESSA versioned, vendor-agnostic benchmark for any AI operating in organ procurement.ROADMAP
CMS CoP Corpus PLANNEDExtending the corpus to CMS Conditions for Coverage — the other framework coordinators navigate daily.ROADMAP
Adaptation Guide PLANNEDA step-by-step methodology for any OPO to fold in its own SOPs and institutional knowledge.ROADMAP

The same three verbs, aimed at any organization rather than this one, are INTELLECT AI →

09 · WHO THIS IS FOR

From the coordinator's desk to the CTO's office.

OPO Coordinators

A policy reference that reasons, not just retrieves — where DCD protocol meets allocation rule at 3 AM, cited and calibrated. And a resident that reads the sign-out as you type and says wait before a stale fact leaves your hands. It flags the case, never the coordinator.

OPO IT Teams

A complete deployment path — model selection, RAG configuration, system-prompt architecture. Source you compile, weights you download, one RTX GPU behind your own firewall — and ROUNDS on a read-only replica it physically cannot write to. Air-gapped is a supported configuration.

OPO Leadership

A framework for evaluating AI deployment — safety constraints, compliance considerations, measurable outcomes. Documentation-quality decision support, not a medical device: no clinical judgment, no writes to the record. Shadow mode produces the governing numbers on your own data.

Researchers

A case study in domain-specific AI for safety-critical healthcare operations — and a resident architecture that doesn't take turns, judging at thought boundaries and treating absence as evidence, with dated substrate benchmarks and no clinical claims until the shadow ledgers exist.

10 · ORIGIN

Built inside the house.

AORTA was developed at a US organ procurement organization by a systems administrator who understood both the operational reality of coordination and what open-weight models can now do. It came from one observation: the people who do this work deserve tools that think, not just tools that store.

This is not a startup. No funding round, no sales team, no enterprise pricing page. AORTA is MIT-licensed because organ procurement is a public trust — every OPO operates under the same policies, serves the same mission, faces the same complexity. Tools that help coordinators navigate it should be shared, not sold.

KINDRED — the other half OPEN SEED

Everything above serves the people who do organ donation. KINDRED is for the people it happens to — donor families, recipients, and those still waiting. Published rather than hosted: a seed any transplant centre, OPO family-services team or foundation can take. Take the seed →

11 · THE LAB

Everything else built here — honestly labelled as such.

The engine under the residents is general, and it has been pointed at other rooms. Those projects are real — they're just not organ procurement, so they live in one room instead of the navigation bar.

FUSOR-1 ↗The substrate everything here runs on. Separate site, MIT, measured.
INTELLECT AIThe same three verbs, aimed at any organization — the platform · the argument · the paper
TOWERThe control tower for your coding agents. PROMPTERThe souffleur on your own machine — your line, under the camera. MOLTThe memory loom for long-running agent sessions. FIRST-HOPYour agent wakes on evidence, not on a clock. ARBORA tree of life, grown from what you write. Runs in your browser, offline. KOBAYASHI MARUA study in unwinnable scenarios. Star Trek, honestly labelled. CHARTERThe record's machinery with the domain law lifted out — the enterprise spec.