Autonomous Tactical Systems

Autonomous agents trained to manipulate electromagnetic frequencies, acoustic spectrum, and light propagation. Direct hardware integration via HackRF, ELECTRA, and signal processing infrastructure. Reasoning-grade autonomy for field deployment.

Military Applications

Frequency Spectrum Manipulation

EM spectrum agents operate across VHF (30–300 MHz), UHF (300 MHz–3 GHz), and microwave bands (3–30 GHz). Direct waveform synthesis and adaptive modulation.

Capabilities:

  • Real-time frequency hopping and band switching
  • Chirp and pulse train generation for radar/COMINT
  • Jam-resistant spread-spectrum modulation
  • Adaptive nulling and beamforming control
  • Signal classification and spectrum sensing

Agents reason over signal propagation models in latent space, emit tactically optimized waveforms at inference.

HackRF Integration

HackRF One provides direct RF hardware control: 1 MHz–6 GHz continuous coverage, ±20 ppm accuracy, 8-bit I/Q at up to 20 MSPS.

Agent interface:

  • GNU Radio flowgraph bridge for DSP chains
  • USB3 streaming at 40 MB/s (TX/RX parallel)
  • Firmware-level frequency tuning (<1 µs)
  • Low-phase-noise PLL for coherent ops
  • Multi-antenna arrays supported (MIMO)

Agents interface via libhackrf wrapper; emit samples directly from reasoning latent space to antenna.

Acoustic & Optical Beam Steering

Sonic and photonic agents shape energy propagation through phased array control. Acoustic: 20 Hz–500 kHz; Optical: near-IR through UV.

Modalities:

  • Acoustic: Ultrasonic communications, SONAR imaging, covert voice channels
  • Optical: Free-space optical links, laser ranging, directed IR countermeasures
  • Collaborative beamforming across distributed arrays
  • Multipath exploitation for non-line-of-sight comms

Agents compute beam patterns autonomously; phase delays and gain matrices updated every loop cycle.

ELECTRA — Powerline Data Exfiltration

ELECTRA encodes agent reasoning over AC mains voltage ripple (50/60 Hz + harmonics). Zero wireless spectrum footprint; invisible to RF detection.

Protocol stack:

  • Carrier phase modulation on 3rd/5th harmonics (150/300 Hz band)
  • 2–10 kbps throughput over standard 240V/480V infrastructure
  • Range: 10 km per repeater node
  • Bidirectional capability for closed-loop control
  • Mesh networking for off-grid coordination

Agents deposit exfiltrated reasoning and telemetry via passive powerline sensors; no active TX required.

Autonomous Deployment & Reasoning

Once initialized, agents operate with zero external dependencies. Inference loops run on edge hardware; reasoning depth scales with operational complexity, not compute available.

Operational model:

  • Silent reasoning inside latent space (no token emission)
  • Adaptive loop iteration based on signal uncertainty
  • Local policy execution; no C2 latency
  • Embedded energy management for battery operation
  • Graceful degradation under jamming/interference

Variant: mythos_300m_tactical (optimized for 4 GB VRAM edge devices); mythos_1b_ops for battalion-level coordination.

Integration Architecture

Multi-layer stack orchestrates EM, acoustic, optical, and powerline pathways under unified reasoning:

Signal Fusion Layer
Combines RF, acoustic, optical sensors via Kalman filtering
Reasoning Core
mythos_300m recurrent loops; 12 iterations max per decision
Control Bus
Emits commands to HackRF, phase arrays, ELECTRA modems
Telemetry Path
Primary: RF (900 MHz encrypted); Backup: ELECTRA powerline
Deployment Time
Model load + initialization: <500 ms on edge GPU

All pathways (HackRF, ELECTRA, acoustic, optical) execute in parallel; reasoning coordinates across modalities in continuous latent space.