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MUSTSecurity

Overview

Collection

Casework

Analysis

Governance

SYSTEM STATUS
OPERATIONAL
SECURE CONN.
Privacy & Data Policy
THREAT LEVEL: LOW
2026-09-16 :: UTC

    Overview

    Command Center

    Current state of the monitoring pipeline for Gilgit-Baltistan: what has been collected, what the model flagged, and what is waiting on a human decision.

    Collected

    0 posts and 0 comments from 0 monitored pages.

    Flagged by the model

    0 hate, 0 offensive, out of 0 analysed.

    Awaiting an officer

    Open cases. Nothing leaves this queue without a human decision.

    Possible campaigns

    Groups of near-identical posts, for an officer to verify.

    Pipeline status

    Six agents. Every path ends at human review.

    01
    Operational

    Ingestion

    Licensed provider, public content only

    02
    Operational

    Classification

    Not yet validated on GB dialects

    03
    Placeholder

    Sarcasm

    Rule-based, English markers only

    04
    Simplified

    Clustering

    Embeddings + cosine, not full ULTRA

    05
    Needs validation

    Legal mapping

    Requires advocate sign-off

    06
    Enforced

    Human review

    Database constraint, cannot be bypassed

    Category breakdown

    Every item the classifier has processed

    Flagged by platform

    Where flagged content came from

    Collection to date

    Open Apify Records