ATIS: Causal Vector Dynamics.
Moving beyond naive thresholds. ATIS uses multi-channel causal weighting to predict core failure onset 60+ steps before loss manifests. Loss tells you where you are; ATIS tells you where you're going.
The Anchor Point: Signal Invariants.
Identify the last genuinely clean step before contamination. Argus establishes a reproducible checkpoint, allowing you to restore optimizer state and continue training without silent poison.
Diagnostic Reasoning: The Protocol Advisor.
Precision diagnostics for every signal breach. The Protocol Advisor provides hard-logic inference and actionable recovery steps in real-time, eliminating investigative guesswork.
Causal Weights: Attribution Precision.
Understand the exact mechanics of every collapse. Monitor the sub-vector attribution split between Gradient, Loss, and Local stochastic anomalies.
Spatial Audit Workspace: Infinite-Grid Investigation.
A node-based visual workspace for deep-dive investigations. Map failed runs to a spatial grid to audit every raw signal node with total diagnostic depth.
Collaborative Analysis: Institutional Access.
Bring technical analysts into your private workspace. Secure, authenticated access protocols for global cross-team training governance.
The Issue Hub: Deterministic Closure.
Track resolutions from initial signal breach to permanent institutional closure. Assign investigative tasks and monitor progress across the research fleet.
Fleet Command: The Guardrail Registry.
Centralized governance for up to 1,000+ parallel training runs. Monitor active protection states and signal breaches across your entire institutional fleet.
Signal Restraint: The Detection Matrix.
Eliminate the noise of aggressive training. Specifies precision logic for loss spikes vs. healthy stochastic oscillations to ensure high-fidelity detection.
Autonomous Reaction: Multi-Channel Halt.
Define precise actions for every breach. From Slack routing and registry alerts to automated, latency-aware training termination.
