Deep Q-Learning for Adaptive RF Beamforming with Online Angle-Error Guarantees Benjamin J. GilbertRF Signal Intelligence Research LabCollege of the Mainland, Texas City, TXbgilbert2@com.eduORCID: 0009-0006-2298-6538 Abstract We present a lightweight reinforcement learning (RL) optimizer for adaptive… Deep Q-Learning for Adaptive RF Beamforming with Online Angle-Error Guarantees

Abstract (Expanded) We present a physics-informed anomaly detector designed to assess cosmic microwave background (CMB) measurements for structured, non-thermal signatures. The detector integrates cosmological physics constraints (blackbody model adherence) with signal-processing features (spectral flatness, entropy,… Adversarial Signatures in Cosmic Microwave Background

A Reproducible Simulation ReportBenjamin J. GilbertSpectrcyde RF Quantum SCYTHE, College of the Mainland ORCID: 0009-0006-2298-6538 We present a lightweight modulation classifier designed for edge-side federation. The scheme applies LoRA-SB rank updates in a federated setting… Lightweight Federated LoRA-SB Modulation Classifier with Vision-LLM

Let’s unpack the function recover_ode for a technically curious audience, especially those working in signal processing, sparse modeling, or data-driven dynamical systems: In many signal processing and physics-inspired machine learning tasks, we’re often handed a… Recovering Dynamics from Energy Bands: A Sparse Regression Approach 🧠

MCP + UiPath with RF Quantum SCYTHE so ops, bots, and agents all talk to the same “GPU broker / denoise oracle / geolocation brain” safely. What MCP buys you (and what to watch) Target… MCP + UiPath with RF Quantum SCYTHE

#!/usr/bin/env python3 /github/bgilbert1984/NerfEngine/RF_QUANTUM_SCYTHE/SignalIntelligence/real_world_integration.md # RF Quantum SCYTHE Triangulation Integration Guide This document provides guidance on integrating the enhanced triangulation modules into a real-world RF signal intelligence workflow as part of the RF Quantum SCYTHE system.… RF Quantum SCYTHE Triangulation Integration Guide

# Summoning the GPU Possession Daemon *A technical grimoire for the RF Quantum SCYTHE system* ## The Eldritch Invocation The GPU Possession Scheduler is an arcane mechanism that allows multiple ML entities to share a… RF Policy Denoiser with RL Training

The Marco-Voice report is relevant to our Anti Voice Clone efforts, though in a somewhat “inverted” way. Let me connect the dots with what we’ve already built for RF geolocation: Key Takeaways from Marco-Voice (v2508.02038)… Marco-VoiceCloneGuard

1. Stakeholder Communication Tool Instead of raw math, you’ve now got a demo deck that can go in front of: 2. Experimentation Sandbox This lets you prove robustness before deploying into messy production workloads. 3.… SCYTHE GPU Possession Scheduler

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We are considering Blue Prism as well as UIPath > https://digitalexchange.blueprism.com/create-new-asset asks “Is your Asset, or does it contain, technical data for the design, development, production, manufacture, assembly, operation, repair, testing, maintenance or modification of… Blue Prism SCYTHE

Here is a plug-and-play way to use atmospheric ray-tracing so the Quantum SCYTHE Rydberg stack can “see” and classify signals beyond the radio horizon by riding ducts and refracted paths—then fuse those predictions directly into… Over-the-horizon atmospheric ray-tracing

Given the research focus of the National Ignition Facility (NIF) and Photon Science at Lawrence Livermore National Laboratory (LLNL), they would likely find the images creatively inspiring and relevant to their work in a conceptual… National Ignition Facility (NIF) and Photon Science at Lawrence Livermore National Laboratory (LLNL)

Leveraging Google’s Gemma model, which is a lightweight language model, for RF signal analysis and anomaly detection. The implementation consists of two main components: 1. Fine-tuning Pipeline for Anomaly Detection The finetune_gemma.py script sets up a custom… Gemma Integration in NerfEngine

https://allenai.org/blog/molmoact Update: 8/13/2025 test harness script, spatial_mwfl_harness.py, that tests the interaction between the LatentAggregator and SpatialReasoningBridge components with synthetic MWFL (Multi-Wave Free-electron Laser) signal detection. Let me analyze this file for you. This script serves as a test harness for… Action Reasoning Models that can Reason in Space

SignalIntelligence Core In the sprawling ecosystem of RF signal intelligence, raw spectrum capture is only the first step.The real magic happens in the core logic — the part of the system that turns noisy I/Q… Inside the SignalIntelligence Core: The Backbone of RF Quantum SCYTHE’s Signal Processing

RF Quantum SCYTHE Integration Summary of https://github.com/theckid/RadioTranscriptor an integrated solution that combines the functionality of radiodictator_v4.py with the WebSocket server and leverages the gemma_data_preprocessor.py features. Key Components Integration with Gemma The system is designed with integration points for the… Audio WebSocket Handler for Radio Dicator

Speculative Ensemble is going to change your hardware envelope in a very practical way — especially for SCYTHE nodes in the field or aboard mobile platforms. Here’s the breakdown: 1. CPU/GPU Load 2. Power Draw… Speculative Ensemble: Fast Large Language Model Ensemble via Speculation

 |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||| Currently, the system doesn’t associate uploaded audio files and analysis results with specific user accounts, which is essential for a multi-tenant SaaS platform. Here’s how we can implement this association: 1. Directory Structure for… RF QUANTUM SCYTHE SaaS – Dev Notes

The K9SignalProcessor and its bio-inspired approach to RF signal processing have several important implications for Analog-to-Digital Converters (ADCs). Here’s how this innovative technology could impact ADC design and performance: 1. Improved Signal Capture Requirements 2. Enhanced Signal Quality Processing… Analog-to-Digital Converters (ADCs)

lock and launch initiated. >> White Paper Outline + a CASPR/BAA-style abstract tailored for submission, collaboration, or classified interest signaling. 🔬⚔️ WHITE PAPER OUTLINE Title:“Latent-Aware Signal Geolocation via Tactical Ray-Traced Propagation and Quantum Sensor Fusion”A… Latent-Aware Signal Geolocation via Tactical Ray-Traced Propagation and Quantum Sensor Fusion

In the rapidly evolving field of signal intelligence, staying ahead of the curve requires innovative approaches to data processing and analysis. Recent advancements in machine learning, particularly with the integration of FlashAttention and speculative ensemble… Revolutionizing Signal Intelligence: A Deep Dive into FlashAttention and Speculative Ensemble

In the ever-evolving world of signal processing, innovation often comes from unexpected places. One such groundbreaking advancement is the QuantumSpinSignalProcessor class, a revolutionary approach that bridges the gap between quantum mechanics and classical signal analysis.… Unveiling the Power of Quantum-Inspired Signal Processing: The QuantumSpinSignalProcessor Class

To create a simple HTML interface demonstrating a spectrogram using the SignalIntelligenceCorePy.pdf, we need to focus on the signal processing capabilities and extract the necessary components to visualize a spectrogram. Here’s a step-by-step guide to creating… Demonstrating a Spectrogram using the RF Quantum SCYTHE

To set up ADB for a Pixel 7 Pro, you’ll need to enable USB debugging on your phone, download the Android SDK Platform-Tools (which includes ADB and fastboot), and then use a command prompt or… Wireless ADB Setup for Pixel 7 Pro and Google Glass EE2

╔══════════════════════════════════════════════════════════════════╗║ 📱 ADB COMMAND EXPLORER FOR PIXEL 7 PRO 📱 ║║ Android Debug Bridge – Wireless Connection Ready ║║ RF Quantum SCYTHE Integration Tools ║╚══════════════════════════════════════════════════════════════════╝ 📡 Wireless and Sensor Commands (K9 Replacement): 🐕➡️📱 RF sensing… Pixel 7 Pro Sensor Readout

A complete AR Glass interface specifically optimized for your Pixel 7 Pro! This is an enhanced web-based AR visualization that simulates the Google Glass experience on your phone. Key Features: 🥽 AR HUD Elements: 📱 Pixel 7… AR Glass Interface for your Pixel 7 Pro

Joint Direct Attack Munition GBU- 31/32/38 > Air Force > Fact Sheet Display these people are giving me too many ideas >:-] Are the benefits of the RF Quantum SCYTHE for use as a Tactical… Joint Direct Attack Munition GBU- 31/32/38

This document outlines the integration between the RF QUANTUM SCYTHE’s Tactical Operations Center and Google Glass Enterprise Edition 2 for signal geolocation. The integration enables field operators wearing Google Glass to: – Receive real-time signal… Google Glass Signal Geolocation Integration

Frontend API Calls (from Signal-Classifier.html) REST API Documentation System Status Signal Intelligence Network Packet Analysis & RF Correlation WebSocket API The system also provides real-time updates via WebSocket connections: WebSocket Message Types: Google Gemini Integration… RF QUANTUM SCYTHE API Endpoints

The paper “Recent Advances in Simulation-based Inference for Gravitational Wave Data Analysis” provides conceptual firepower and architectural inspiration for enhancing the Quantum SCYTHE Tactical Suite, particularly for: 🔧 Geolocating Rogue (Destabilizing) Stable Diffusion GPTs or… Geolocating Rogue (Destabilizing) Stable Diffusion GPTs

🔒 NATO Executive White Paper – VISBY CLASS EDITIONCodename: MIMIC-HUNTER / Project RF-AEGIRClassified – Eyes Only – Sweden Strategic Allies (Level NS-S/NR)Distribution: Försvarsmakten, FMV, Saab Surveillance, NATO Naval Command Executive Summary Mission:To equip the Swedish… Försvarsmakten

[Probably Should be <TOP SECRET>] ROYAL NETHERLANDS NAVYSIGNALINTELLIGENCECORE INITIATIVEPROJECT: MIMIC-HUNTERExecutive Summary White Paper Project Codename: MIMIC-HUNTERDate: 27 July 2025Distribution: RNLN, NLD MoD, NATO EW Interop Command 1. Executive Overview The Royal Netherlands Navy (RNLN) seeks… Koninklijke Marine NL_MIMIC-RF FOX HUNT

🧨 The Quantum SCYTHE Tactical Suite has been deployed as a one-folder, battle-ready Python module. It combines: 🚢 How This Prevents Another Connecticut-Class Debacle Would you like: You’re no longer tracking ghosts. You’re hunting down… The SCYTHE Prevents Another Connecticut-Class Debacle