Arnor builds self-hosted AI for mission analysis and decision support. Our systems turn mission data into reconstructed timelines, adversary assessments, and ranked recommendations, and they run with no connection to outside infrastructure.
Capabilities
Engineered for the mission
Mission reconstruction
Temporal knowledge graphs that rebuild a mission from telemetry, sensor logs, and autonomy decision logs as time-stamped entities, relationships, and events, with history retained across sorties.
Mission reconstruction
Temporal knowledge graphs that rebuild a mission from telemetry, sensor logs, and autonomy decision logs as time-stamped entities, relationships, and events, with history retained across sorties.
Heterogeneous data ingestion
Ingestion of A-GRA compliant data, near-compliant data, and raw onboard telemetry, including confidence-tagged structure inference when no interface control document is available.
Heterogeneous data ingestion
Ingestion of A-GRA compliant data, near-compliant data, and raw onboard telemetry, including confidence-tagged structure inference when no interface control document is available.
Deviation detection
Planned versus actual analysis that identifies where a mission departed from its stated objective and characterizes what occurred instead.
Deviation detection
Planned versus actual analysis that identifies where a mission departed from its stated objective and characterizes what occurred instead.
Adversary modeling
Red Force tactics, capabilities, and likely courses of action assessed with explicit uncertainty and alternative interpretations instead of a single conclusion.
Adversary modeling
Red Force tactics, capabilities, and likely courses of action assessed with explicit uncertainty and alternative interpretations instead of a single conclusion.
Course of action generation
Purpose-built reasoning models, developed through continued pretraining and supervised fine-tuning of open base models, that produce multiple ranked options with confidence, tradeoffs, and a traceable rationale.
Course of action generation
Purpose-built reasoning models, developed through continued pretraining and supervised fine-tuning of open base models, that produce multiple ranked options with confidence, tradeoffs, and a traceable rationale.
Constraint-checked recommendations
Rule-based feasibility checks on fuel, range, timing, airspace, and platform state, so that infeasible options are discarded before an operator sees them.
Constraint-checked recommendations
Rule-based feasibility checks on fuel, range, timing, airspace, and platform state, so that infeasible options are discarded before an operator sees them.
Multi-platform optimization
Task allocation, routing, and autonomy parameter refinement for collaborative autonomous platforms, built on decentralized assignment methods.
Multi-platform optimization
Task allocation, routing, and autonomy parameter refinement for collaborative autonomous platforms, built on decentralized assignment methods.
Operator-approved decision support
Systems that recommend and rank while an operator approves, modifies, or rejects, with a graduated path to supervised autonomy for routine updates.
Operator-approved decision support
Systems that recommend and rank while an operator approves, modifies, or rejects, with a graduated path to supervised autonomy for routine updates.
Disconnected deployment
Models, graph store, and interfaces that run self-hosted with no outbound network dependency, on workstations or small form factor edge hardware.
Disconnected deployment
Models, graph store, and interfaces that run self-hosted with no outbound network dependency, on workstations or small form factor edge hardware.
Evaluation and benchmarking
Synthetic scenario generation, held-out test sets, and benchmarks against manual processes and commercial models.
Evaluation and benchmarking
Synthetic scenario generation, held-out test sets, and benchmarks against manual processes and commercial models.
Built for secure environments
U.S. owned and operated, with no foreign ownership, control, or influence. Technical work is restricted to U.S. persons under ITAR. Dependencies are pinned and scanned, and a software bill of materials ships with each delivery.
Built for secure environments
U.S. owned and operated, with no foreign ownership, control, or influence. Technical work is restricted to U.S. persons under ITAR. Dependencies are pinned and scanned, and a software bill of materials ships with each delivery.
Rapid iterative re-planning
Incremental graph updates and delta re-planning that recompute and re-rank only the portion of a plan affected by new evidence, so updated recommendations are ready inside the interval between sorties.
Rapid iterative re-planning
Incremental graph updates and delta re-planning that recompute and re-rank only the portion of a plan affected by new evidence, so updated recommendations are ready inside the interval between sorties.