How does the PLARV Argus Anchor Point work?

The Anchor Point Protocol identifies the last genuinely stable step in a training run, allowing researchers to restore optimizer states and weights to a known clean baseline instead of restarting from scratch.

What is the Forensic Social Hub?

The Forensic Social Hub is a collaborative workspace where investigators and researchers can audit training runs together, deep-diving into signal breaches and tracking resolutions across the fleet.

RESEARCH ARCHIVE

Research Publications

A comprehensive library of frameworks, methodologies, and technical papers originating from the PLARV Argus system.

April 2026|Sherif Hasanov

Argus Data Quality Index (ADQI)

A model-agnostic, real-time framework for evaluating training data quality through dynamic signal extraction.

May 2026|Sherif Hasanov

Argus: A Self-Calibrating Training Anomaly Engine

A comprehensive system for detecting failures in machine learning training without thresholds.

Future Publication

New research will be archived here.