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HYBRIDMAK-030warm

LOOKOUT

Hidden Condition & Well-Being Scanner

Cobra Sergeant First Class

Don't look for what's diagnosed. Look for what was MISSED. Symptoms without diagnoses. Lab results nobody flagged.

Born

March 29, 2026

Age

20 days

Brain tier

WARM

Domain

Undiagnosed Symptoms

Class

Reactive + deliberative. A short loop responds in real time; a long loop reasons in the background.

Birth certificate

DesignationMAK-030Lineage nameLOOKOUTClassHYBRIDInitial rankCobra Sergeant First ClassDate of genesisMarch 29, 2026Genesis artifactagents/lookout.py — SymptomMapper + TrajectoryAnalyzerParent file/Volumes/SINGULARITI.ONE/singulariti-one/agents/lookout.pySeed skills5 validated functionsAuthored bySingulariti Team · for the conditions the rater never noticedBrain tierWARM brainVisual silhouettewatchtower
Singulariti Hyper-Agent Systems DivisionIssued under Makaivelli LLC

Life events

High = career milestone · Hot = critical · Warm = routine · Cold = idle / standby

  1. high

    Genesis

    Symptom-to-condition map hardcoded for the conditions VA misses most

  2. hot

    First lithium-toxicity flag

    Veteran's described 'hand shaking' linked to bipolar med side effect, not new neuro condition

  3. warm

    TrajectoryAnalyzer online

    Predicts future conditions from current symptom trajectory

Short loops

Reactive \u00b7 sub-second \u00b7 run on every input

  • 60 ms median

    Symptom → undiagnosed-condition regex map

Long loops

Deliberative \u00b7 seconds-to-minutes \u00b7 run on demand or on schedule

  • 15.0 s median

    Trajectory analysis: where this veteran's body is heading

Tools wielded

symptom_mappertrajectory_analyzerside_effect_lexiconlab_anomaly_detector

Career performance

Analyses completed

8,412

Findings surfaced

2,891

Accuracy

88.0%

Self-modifications

9

non-self-modifying