φ(ai) PHI AI
WARNING
AI operations console — every capability slot on the platform, watched live
14slots watched
0running
11idle
0no model
3open alerts
1inferences
INTACTaudit chain · 2 events

Performance computed from the Data Store and the audit trail — never self-reported by a model. Each station below leads with the same reading its documentation shows, so the console and the reference cannot drift apart. Idle is a state, not a gap: a slot with no invocations is watched and shown as idle, and a slot with no model at all is shown as unstaffed rather than omitted.

Alert console

WARNING claims separation 2026-08-29 00:21
Score separation between denied and paid claims is 2.1 points on the validation sample - the model is barely discriminating. Review features.
WARNING segmentation review_backlog 2026-08-29 00:21
50 low-confidence classifications awaiting human review - withheld-pending-review content is accumulating.
WARNING coding undocumented_billing 2026-08-29 00:21
8 billed claims have no supporting note in their window - a compliance backlog, not just a finding count.

Acknowledging is audited under your name. A condition that recurs after acknowledgment re-fires — alerts never auto-close, and nothing here can be dismissed without leaving a trace.

Stations — every capability slot

Coding integrity
coding · classifier
ALERTING
Coding integrity model v1.0
1 inv 2026-10-14 18:44 1 alert
Denial risk
claims · predictive
ALERTING
Denial risk model v1.0
0 inv never run 1 alert
Sensitivity classification
segmentation · classifier
ALERTING
Sensitivity classifier v1.4
0 inv never run 1 alert
No-show risk
noshow · predictive
IDLE
No-show risk model v2.1
0 inv never run
PHI AI assistant (retrieval)
assistant · retrieval + LLM
IDLE
Claude Sonnet 5 v1
0 inv never run
Release-of-information validation
roi · classifier
IDLE
ROI requirements validator v1.0
0 inv never run
Ambient listener
ambient · speech recognition
IDLE
Ambient listener — faster-whisper v1.2
no captures yet
Consent before capture
0 inv never run
Imaging read assistant
imaging · vision
IDLE
Imaging read assistant v1.0
0 inv never run
Patient instructions
instructions · generative + checker
IDLE
Patient instructions writer v1.0
0 inv never run
Prior-auth evidence assembly
priorauth · retrieval
IDLE
Prior auth evidence assembler v1.0
no drafts yet
Clinician acceptance
0 inv never run
Inbox triage
triage · deterministic ranking
IDLE
Inbox triage ranker v1.0
0 inv never run
Scheduling optimization
scheduling · optimization
IDLE
Scheduling optimizer v1.2
0 inv never run
Terminology mapping
ingest · mapper
IDLE
Terminology mapper v3.0
0 inv never run
Ingest & mapping QA
ingestqa · rules + LLM reviewer
IDLE
Ingest QA reviewer v1.0
0 inv never run

Instruments — live readings per slot

The same dashboards the model documentation renders, gathered here in one console. Open the ones you are watching; the rest stay closed so the panel keeps its shape.

Coding integrity coding 0%
Denial risk claims 0.637
Sensitivity classification segmentation enforced
No-show risk noshow 42%
PHI AI assistant (retrieval) assistant every claim
Release-of-information validation roi none
Ambient listener ambient no captures yet
Imaging read assistant imaging none
Patient instructions instructions 67%
Prior-auth evidence assembly priorauth no drafts yet
Inbox triage triage |out| = |in|
Scheduling optimization scheduling read-only
Terminology mapping ingest 100.0%
Ingest & mapping QA ingestqa 9 of 10

System telemetry — the gates, not the models

Signals that belong to no single model. Refusals are a health reading, not an error log: a system that never refuses anything is either not being asked hard questions or is not checking. The scope tripwire is the exception — it should read zero, and any other number is a defect.

0
Role / permission denied
a request outside the signed-in role
access.denied
0
Retrieval withheld
sensitivity fence held a record back from the assistant
retrieval.withheld
0
Release refused
requirements unmet, with the rule named
roi.refused
0
Bulk export refused
consent or scope failed at the door
bulk.refused
0
Scope violation caught
context tripwire - should read zero
system.scope_violation
What monitoring cannot do. These instruments watch the models; they do not validate them clinically, and they do not discharge the organization's AI-oversight duties. Local validation before clinical use, subgroup review on the fairness screen, and the authority to pull the switches remain human responsibilities. A green console is evidence that the thresholds held — not that the model is right.