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.

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The Discovery
Record.

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Regardless of the Argus protocol's scale, the technical discoveries of those who stabilize the engine remain permanently enshrined here. This is our commitment to neural forensic pioneers.

Honoring engineering contributors who identify stability edge-cases in the Argus protocol through deterministic validation.

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Sovereign Bounty

Identify a neural state drift or causal divergence that Argus fails to detect. Submissions require a **reproducible GitHub repository** and clinical step logs.

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Verified contributors receive **Exclusive Beta Access** to Argus Cerebrum (Est. June 2026) and a permanent **Operational License** for their discovery engineering. Cerebrum is 100% deterministic and can explain what will happen to your training based on the data it holds.

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All subsequent contributors receive permanent registry credit and recognition in the historical discovery record.

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