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.

PLARV Argus | Active Monitoring Control Plane

01 // Validation

Deterministic Benchmarking

The Argus Proof Suite allows external engineers to validate the mathematical integrity of the engine using standardized forensic scripts. These tests target specific failure modes like causal divergence and gradient stagnation.

02 // Validation

Implementation Handshake

To run a proof test, clone the target script from the official POC repository and execute it with your production API key.

git clone https://github.com/plarv/POC
cd POC
python diverge.py --api-key PA-XXXX-XXXX --run-id audit-01

03 // Validation

Forensic Signals

Each proof test evaluates the engine's response to injected anomalies. A successful test confirms that Argus identifies the drift within the 1.5ms latency window and records the clean anchor point. Manage all protocol updates directly via the plarv/POC GitHub registry.