Skip to content
Technology How it works Breeder — Hyperion Burner — Aegis Burner — MetroVolt AI-Native Architecture Magnets Fuel cycle Safety Roadmap
Solutions AI & Data Centers Defense & Government Grid & Baseload Neutron Detection Quantum
Learn Technical Library
Proof Publications Whitepapers Technical Library Open Science & Reproducibility The Honest Gates
Company About / Mission Leadership Environment Health & Safety Investors Careers Press Contact
3D Model
AI Architecture › L5 · Applications & Copilots
L5 · Applications & Copilots

L5 · Applications & Copilots

Agentic Plasma, Engineering, and Operations copilots.

THE STACK · click to jumpL7Ecosystem & StrategyL6Experience & VisualizationL5Applications & CopilotsL4OrchestrationL3Twin Modeling & AIL2Data FabricL1Control PlaneL0Foundation▲tlmctl▼L5 · APPLICATIONS & COPILOTSAgentic copilots that reason over the machine.1Plasma Copilotscenario design2Engineering Copilotsubsystem analysis3Operations Copilotrunbooks & procedures4Agentic Toolsbounded action-taking5Knowledge BaseRAG over the fabric6Guardrailssafety-boundedMACHINE TIEReads the twin and fabric; proposes actions that route through L4.KRONOS FUSION ENERGYAI-NATIVE S.M.A.R.T. GENERATORAPPLICATIONS & COPILOTSSHEET 07REV. 2026-08L5 · AI-NATIVE STACK
L5 · Applications & Copilots — its place in the stack (left, click any layer) and its internal components (right). Telemetry rises; control descends.

What this layer does

Agentic Plasma, Engineering, and Operations copilots. Every page in this section is part of the same control stack — click any card to go deeper, or return to the Master Blueprint to see how it connects.

Explore this layer

Agentic Tool-Use With Bounded ActionsBounded Action Schemas and ValidationChunking and Embedding StrategyCitation Grounding and AttributionContext Construction From Live Twin StateContext-Window BudgetingCopilot Audit and ProvenanceCopilot Confidence and UncertaintyCopilot Evaluation Harness: OverviewCopilot Latency and the Offline BoundaryCopilot Red-Teaming and Adversarial EvaluationEngineering Copilot: Anomaly TriageEngineering Copilot: Fuel-Cycle and Isotope ReasoningEngineering Copilot: Maintenance ReasoningEngineering Copilot: Subsystem AnalysisEngineering Copilot: Superconducting Magnet Health ReasoningEvaluation: Golden-Shot CasesEvaluation: Grounding and Hallucination DetectionEvaluation: Regression and Continuous TestingGuardrails: Action Authorization Through L4Guardrails: Refusal and EscalationGuardrails: Safe-Operating-Envelope ChecksHuman Oversight and ApprovalL5 Applications and Copilots: Architecture OverviewMulti-Agent Orchestration Across CopilotsOperations Copilot: Commissioning and First-Campaign SupportOperations Copilot: Procedure GenerationOperations Copilot: Runbook GenerationOperations Copilot: Shift Handoff and Campaign ContextPlasma Copilot: Breeder Disruption-Avoidance AdvisingPlasma Copilot: Breeder Shot and Scenario DesignPlasma Copilot: Burner Plug and Mirror Operating-Point AdvisingPlasma Copilot: Fueling and Density AdvisingPlasma Copilot: Negative-Triangularity Shape AdvisingPlasma Copilot: Scenario OptimizationPrompt Construction and TemplatesRetrieval-Augmented Generation Over the L2 Data FabricThe Copilot Planning LoopThe Engineering Copilot: Scope and Reasoning LoopThe Operations Copilot: Scope and Reasoning LoopThe Plasma Copilot: Scope and Reasoning LoopVector Database Retrieval for Copilots
Content reviewed August 2026 · design-and-simulation stage