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AI Architecture › L2 · Data Fabric
L2 · Data Fabric

The Petabyte Telemetry Archive

A petabyte-scale archive retains raw and reduced telemetry at high fidelity, so any shot on either machine can be re-examined byte-for-byte.

THE STACK · click to jumpL7Ecosystem & StrategyL6Experience & VisualizationL5Applications & CopilotsL4OrchestrationL3Twin Modeling & AIL2Data FabricL1Control PlaneL0Foundation▲tlmctl▼L2 · DATA FABRICTelemetry, validation, and the machine's memory.160+ Port Telemetrysensor bus2Signal Validationrange & sanity3Feature Engineeringderived signals4Time-Series Archivefull history5Feature Storetraining-ready6Vector DBembeddings for RAGMACHINE TIEIngests from diagnostics; serves the twin (L3) and copilots (L5).KRONOS FUSION ENERGYAI-NATIVE S.M.A.R.T. GENERATORDATA FABRICSHEET 04REV. 2026-08L2 · AI-NATIVE STACK
L2 · Data Fabric — its place in the stack (left, click any layer) and its internal components (right). Telemetry rises; control descends.

Retain everything that matters

Sub-microsecond sampling across 60+ ports generates telemetry at a rate that accumulates to petabytes. The archive retains it at high fidelity — raw counts where forensics demand it, reduced features everywhere — so no shot is lost to summarization. A disruption in the breeder or a plug collapse in the burner can be reconstructed exactly, years later.

Tiered retention

Why raw fidelity is non-negotiable

Corrections and calibrations improve over time. Keeping raw counts means an archived shot can be re-reduced with a better calibration or a new feature definition — the training data for the twin gets better without new experiments. Lossless compression shrinks storage without discarding information; lossy reduction is applied only where information theory shows nothing is lost.

Indexed for retrieval

The archive is indexed by shot, machine, time, and physics regime, and cross-linked to the shot database and the vector database so a human or a copilot can find the right shot by description, not just by ID. Every record carries full lineage. The archive serves both machines under one schema, versioned in the registry.