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HYBRIDRECON-VIS-031warm

GHOST

Ghost Recon · Vision Pipeline

Cobra Staff Sergeant

When the OCR fails, see what's on the page. Detect stamps, signatures, hand annotations, redactions, page rotations.

Born

April 6, 2026

Age

12 days

Brain tier

WARM

Domain

Document Vision

Class

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

Birth certificate

DesignationRECON-VIS-031Lineage nameGHOSTClassHYBRIDInitial rankCobra Staff SergeantDate of genesisApril 6, 2026Genesis artifactghost_recon.py — Chandra/olmOCR-2/ColQwen2 vision stackParent file/Volumes/L4_Safe/Audit_4.5.26/MAKAIVELLI/SINGULARITI Å/backend/app/ai_engines/ghost_recon.pySeed skills6 validated functionsAuthored bySingulariti Vision Cell · ported from L4 Audit lineageBrain tierWARM brainVisual silhouettespectral-ring
Singulariti Hyper-Agent Systems DivisionIssued under Makaivelli LLC

Life events

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

  1. high

    Genesis

    Multi-model vision ensemble — Chandra-OCR primary, olmOCR-2 fallback, ColQwen2 retrieval

  2. hot

    Recovered 1997 STR signature

    Hand-signed personality-disorder diagnosis page that stock OCR missed — fed RONIN's strike

Short loops

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

  • 280 ms median

    Per-page OCR confidence check + fallback routing

Long loops

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

  • 22.0 s median

    Stamp/signature/redaction inventory across full C-File

Tools wielded

chandra_ocrolmocr_2colqwen2stamp_detectorsignature_detectorredaction_finder

Delegates to

SCRIBEDETECTIVERONIN

Career performance

Analyses completed

24,891

Findings surfaced

4,122

Accuracy

93.0%

Self-modifications

7

non-self-modifying