Registry Overview
Field_Operations // Protocol_DeploymentSurgical
Surgical
Deployments.
Argus operates at the substrate level, governing the world's most unstable training loops with deterministic certainty.
SCENARIO_01
Axolotl Fine-Tuning
Governing high-rank adapter stability. Argus monitors gradient norm across LoRA layers, firing SIG_HALT in 30ms if rank-collapse begins.
Intervention_Logic_L7
99.8% Stability
{ signature: 0x4F2A, signal: 'ENTROPY', threshold: 1.4, intervention: 'SIG_HALT' }
SCENARIO_02
Unsloth 4-bit SFT
Optimizing memory-efficient training loops. Detects quiet signal decay in quantized weights before loss spikes occur.
Loss_Divergence_Control
< 1% Overhead
{ signature: 0x4F2A, signal: 'ENTROPY', threshold: 1.4, intervention: 'SIG_HALT' }
SCENARIO_03
HuggingFace Accelerate
Active monitoring for multi-GPU FSDP runs. Synchronizes 12 signal axes across 512+ H100 nodes for deterministic lineage.
Distributed_Sentinel
Bit-Perfect Sync
{ signature: 0x4F2A, signal: 'ENTROPY', threshold: 1.4, intervention: 'SIG_HALT' }