We study a cross-attention message router thatselects targets by combining capability match, performance weighting, and reliability scoring, with multi-head routing and a KVcache for repeated queries. Against round-robin and capabilityonly baselines, cross-attention improves capability satisfaction,end-to-end… 

We implement a Multi-Head Latent Attentioninspired aggregator that compresses multi-modal telemetry intoper-topic latent summaries (count/avg/min/max, trend direction,anomaly counts) and evaluate (i) anomaly detection quality, (ii)trend direction accuracy, and (iii) lossy compression efficiency.We show high F1… 

We study GroupedSubscriberManager (GQA-inspired): subscribers are grouped, per-topic group sets areKV-cached, groups are ordered by measured performance (fasterfirst), and subscribers are ordered by priority (within group).We quantify cache-hit ratios, group prioritization accuracy,and end-to-end throughput under… 

Which exploration policy finds robustnesscliffs fastest under fixed budgets? We ablate –focus∈ {boundary,runtime,robustness, balanced} atop ouragentic sweep framework [1], measuring (i) time-to-first-cliff,(ii) area-under-uncertainty, and (iii) policy ranking under fixedwall-clock and evaluation budgets. Results show that… 

Week-long exhaustive RF campaigns are costly andslow to iterate. We show that agentic sweeps can synthesizea one-hour acceptance test that statistically approximates theconclusions of a week-long grid, with explicit confidence tracking.Building on probabilistic boundary discovery… 

Operational RF systems require quantifiable latency guarantees. We derive SLA envelopes—p50/p99 latencybounds—as functions of operating conditions (e.g., SNR, ∆f,Q), estimated via active sampling over a drift-free parallelscheduler. Building on agentic boundary discovery [?], cost-awareghost analysis… 

RF integrators need actionable envelopes—“greenzones” and “red lines”—for configuration choices that balancerobustness, latency, and false-alarm cost. Building on probabilistic agentic sweeps [1], ghost-mode cost analysis [2], andscheduling for drift-free throughput [3], we derive practitionerdesign rules… 

Benchmarking RF demodulation pipelines is oftenbottlenecked by slow simulation loops. While multi-threadedexecution can reduce wall-clock time, naive scheduling maybias robustness estimates if seeds are not managed consistently. We demonstrate a scalable scheduling harness thatexploits CPU… 

False positives—or “ghost modes”—in RF demodulation pipelines inflate operational costs when systems respondto spurious detections. We quantify the economic and latencyimpact of ghost hits using anomaly detection modules from theSignalIntelligenceSystem. Iso-ghost contours illustrateregions of high…