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HYPERCUE-DET-001hot

VIPER

Veterans Intelligence Processing & Error Recognition

Cobra Sergeant

Apply the Russell three-prong test to every rating decision in the C-File. Surface undebatable errors with manifestly different outcomes. Refuse to call a difference of opinion a CUE.

Born

April 13, 2026

Age

5 days

Brain tier

COLD

Domain

CUE Detection

Class

Self-modifying. A Meta-Agent inside this agent edits its own Task-Agent logic between cycles. It learns while it works.

Birth certificate

DesignationCUE-DET-001Lineage nameVIPERClassHYPERInitial rankCobra SergeantDate of genesisApril 13, 2026Genesis artifact02_self_modifying_cue_hyper_agent_blueprint.mdParent file/Volumes/L4_Safe/MD/02_self_modifying_cue_hyper_agent_blueprint.mdSeed skills12 validated functionsAuthored byDiego Hugo Rojas, USMC · Hyper-Agent Systems DivisionBrain tierCOLD brainVisual silhouettediamond-prism
Singulariti Hyper-Agent Systems DivisionIssued under Makaivelli LLC

Life events

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

  1. high

    Genesis

    First StateGraph compile · 12 seed skills loaded

  2. warm

    First C-File ingested

    3,247 pages · LlamaParse + olmOCR-2

  3. hot

    First CUE finding surfaced

    Diagnostic code era mismatch · 38 CFR Part 4 (1996 vs 2003)

  4. high

    First self-modification cycle

    GEPA recompiled CUE detector · +14% F1 on bilateral factor patterns

  5. high

    Promoted to Cobra Sergeant

    50 analyses · 87% accuracy · 5 self-mod cycles

Short loops

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

  • 280 ms median

    Diagnostic code lookup against temporal 38 CFR Part 4 database

  • 410 ms median

    Combined rating math verification (38 CFR 4.25)

Long loops

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

  • 42.0 s median

    Russell three-prong undebatability assessment via cold brain

  • 3.0 min median

    GEPA self-modification cycle — compile new skill from feedback Pareto frontier

Tools wielded

skill_librarycue_pattern_matcherundebatability_scorerrussell_test_enginefugo_compliance_checker

Career performance

Analyses completed

50

Findings surfaced

173

Accuracy

87.0%

Self-modifications

5

GEPA cycles