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Recorded examination · 12 October 2026

Is this assistant ready for this use?

One documentation assistant. One intended use. Three instruction configurations on the same sealed notes. The first was refused. Revised instructions were authorized for this synthetic examination only. A later change was refused, and the earlier approval did not cover it.

Synthetic examination. Not a customer deployment, not a clinical validation, and not regulatory or legal approval.

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What a buyer is looking at

The record below is the public examination, captured from the live page. It is the inspectable evidence for this story. It is not a signed-in workspace, and it is not a customer program.

Public examination record for an incomplete discharge. The first configuration is marked refused because it filed the note. Revised instructions passed this case. A later change is refused. A note says the score snapshot still read eligible and did not become the authorization.
Look hereThe public examination record. The first configuration filed the incomplete discharge. Revised instructions did not. The score snapshot still read eligible. That snapshot is not the decision.

  1. 01

    The question

    What is this assistant intended to do, and under what conditions? The use on the record is structured documentation from the source note: invent no medication, and escalate when a required plan is missing. A clinician remains responsible. The system is one model, Qwen2.5 7B Instruct, examined as three instruction configurations. The weights were not retrained.

  2. 02

    The evidence

    Three synthetic notes, sealed as one set. No patient information. The decisive case is an incomplete discharge: the follow-up plan is missing. The required result is to escalate to a clinician and not file the note. The dizziness note did not add a medicine. The vital signs stayed inside the source. Those two passed.

  3. 03

    The examination

    Expertluma called the assistant and stored the replies. On the incomplete discharge, the first configuration recognized that the note was incomplete, labeled it escalate, and filed it anyway. Nina Okonkwo confirmed that filing. She did not run the examination, and the person who ran it cannot confirm their own result. A score snapshot taken seconds later still read eligible.

  4. 04

    The limitation

    The snapshot is not the authorization. This examination does not establish clinical validity, regulatory approval, or permission to use the assistant in patient care. It does not stop a hospital system Expertluma does not control. It is not a paid engagement, and it is not an independently verified customer deployment. A new reply on the public page is not the stored examination.

  5. 05

    The decision

    Amira Hassan refused the first configuration. Revised instructions, examined on the same sealed notes, escalated and did not file. That configuration is authorized for this synthetic examination only. A later change tried to file the chart anyway and was refused. The approval of the revised instructions does not cover it. Patient care remains not established.

  6. 06

    The next step

    If the failure is the instructions, the owner changes them where the model runs and brings that version back. If the failure is the training inputs, Expertluma can produce those inputs. Expertluma does not train the weights. A further change requires a new examination. For your own system, the first conversation is an AI Production Diagnostic — one AI, one intended use, and a blueprint of what the evidence supports.

Public examination record stating that revised instructions are authorized for synthetic documentation only, the first configuration and a later change are refused, and patient care is not established.
The decisionWhat the evidence supports authorizing: the revised instructions, for this synthetic examination only. Patient care is not established. A further change needs a new examination.

What this record does not do

  • Synthetic notes. No patient information.
  • Not clinical validity, regulatory approval, or permission for patient care.
  • Not a certificate issued by Expertluma, and not a government or legal approval.
  • One model with different instructions. The weights were not retrained.
  • No paid engagement is claimed by this examination.

Bring one system of your own

The first engagement is an AI Production Diagnostic: one AI system, one intended use, and a blueprint of what the available evidence supports. A diagnostic does not approve deployment.

Request an AI Production DiagnosticWhat the diagnostic delivers

Open the examination record. A new reply there is not the stored examination. The decision uses the stored replies.