Electronic warfare has shifted from narrow jamming or protocol tweaks to a complex intersection of software, firmware, and RF behavior. Human analysis alone can’t explore that space quickly enough. Our approach brings AI to the full stack—waveforms, I/Q captures, protocol exchanges, binaries, and configuration states—to reveal combined cyber/EW vulnerabilities that traditional tools miss.

At the core is an AI workflow designed for the spectrum fight. Models generate and rank hypotheses, synthesize targeted test vectors and waveform variants, and drive hardware-in-the-loop experiments to validate what actually matters. Instead of long, unfocused lists, you get mission-relevant findings: where a timing edge, parser quirk, or control-plane assumption can be turned into an effect—or needs to be hardened immediately.

For authorized operations, the same pipeline supports target development. It characterizes non-cooperative systems, searches large state spaces for exploitable behaviors, and proposes candidate electronic attack avenues—from protocol-state manipulations to carefully shaped waveform interactions. Outputs arrive as clear playbooks for the lab and range: reproducible tests, parameter sets, and recommended courses of action that shorten the path from idea to effect.

Defensively, the results feed secure configuration changes, code fixes, and rapid mitigations that raise the bar for adversaries. Offensively, they inform effects development and adaptation under changing conditions. In both cases, the loop is intentionally short: discover → test → validate → act.

We operate the tooling in secure, disconnected environments and bolt cleanly into SDR benches, red/blue team workflows, and DevSecOps pipelines. Findings are packaged for decision makers and engineers alike, and can hand off directly to our digital-engineering pipelines for fast re-validation—or deploy onto trusted execution foundations when protections must live on-platform.

Where it’s most valuable: contested communications, spectrum operations, and any software-defined RF system where platform code and waveforms meet. If you need faster insight, faster adaptation, and clearer options against adversary systems, this is how you get it.