Determinism
is Absolute.
Argus exists as a forensic instrument of mathematical certainty. We do not predict failure; we measure the divergence of truth across the active training loop.
The 100,000
Year Proof.
Forensic reproducibility is our highest commandment. If you run a training audit today, and your successor runs it 100,000 years from now with the same metadata, the result must be identical.
PROTOCOL_REF: [IMMUTABLE_LOG_V2]
[HANDSHAKE_P01: OK]
[DIVERGENCE: 0.00000000000000]
[MATCH: DETERMINISTIC]
Temporal
Replay Ledger.
Determinism enables the reconstruction of any historical step. Argus maintains a coordinate-mapped ledger of every weight-shift and gradient fluctuation.
REPLAY_SNAPSHOT // T-MINUS 04:00
Autonomous
Fail-Safe.
Argus is more than an observer; it is a tactical guardian. In mode="AUTO", the core intercepts high-probability collapse markers and halts the training process before the compute credit is lost.
ANALYZING_GRADIENT_NORM PASS
DETECTING_LOSS_SPIKE ALERT
TRIGGERING_SAVE_NOW ACTIVE
HALTING_RUN_ID[70b] EXECUTED
The Metadata
Firewall.
By operating exclusively on anonymized telemetry—gradients norms and loss scalars—we create a forensic air-gap between your IP and our audit core. Sensitive weights never leave your cluster.
Build for Eternity.
Plarv Argus was born from a refusal to accept the chaos of modern training. We believe in the traditionalist side of math—where the solution is fixed and the proof is absolute.