The control layer
training never had.
Every observability layer once asked for your model, your data, or your gradients. We decided that was a broken premise.
2025 // UTAH_USA
BOOTSTRAPPED
Large-scale model training is historically a black box. Engineers rely on lagging indicators to detect distribution collapse, often intervening thousands of steps too late. The lack of granular, real-time forensic data makes identifying root causes a multi-day diagnostic operation.
The industry demanded observability, but existing solutions required access to model weights or live gradients. For regulated architectures and proprietary data, this was a security breach. We decided to build a system that looks only at the metadata—establishing truth from artifacts alone.
“Argus is the result. Not a simple monitoring tool, but a deterministic control plane built on the principle that forensic integrity should never require custodial access to your weights.
Deterministic
No stochastic loops. Argus decisions are purely mathematical functions. Run the same artifacts ten thousand times — receive the same forensic verdict ten thousand times.
Observable
Every skip decision, every anomaly detection, and every protocol halt is recorded in a 100% auditable 50,000-row trace. Permanent, signed, and immutable.
Non-custodial
We never see your weights. We receive technical summaries and return deterministic instructions. This wasn't a feature; it is our foundation.
Institutional
Grounding.
Plarv Argus is a specialized monitoring suite owned and operated by Datawiser LLC, a limited liability company organized under the laws of Utah, USA. We operate with absolute jurisdictional clarity and technical sovereignty.
UTAH // N. AMERICA
Verification Manifest
Every protocol deployment is signed and verifiable. Our "Non-Custodial" architecture is not a marketing claim—it is a technical constraint enforced by our metadata-only ingestion pipeline. We remain physically incapable of accessing proprietary weights.
Help us solve the training loop.
Direct access to the founders. High-stakes custom integration support. We onboard teams individually to ensure forensic-grade stability.
contact@plarv.com