The platform ingests data such as CVEs, CISA KEV entries, and ATT&CK techniques to output validated baseline Sigma rules backed by detailed proof bundles. Evaluations rely on a deterministic engine to referee adversarial red-team mutations against benign telemetry look-alikes. In addition to an iterative Blue-versus-Red testing loop, users can deploy an alternate review chain that incorporates SOC lead feedback to effectively balance evasion risk against alert volume.
Key points
Detection verdicts and coverage ratings are decided by a deterministic engine rather than…: Detection verdicts and coverage ratings are decided by a deterministic engine rather than relying solely on subjective model outputs.
Organizations can select between an adversarial proof loop and a structured review chain…: Organizations can select between an adversarial proof loop and a structured review chain to tailor rule generation to their operational needs.
The software functions via a Python command-line interface or local web interface, suppor…: The software functions via a Python command-line interface or local web interface, supporting both live executions and offline canned fixtures.
Sources checked by our analysis pipeline: 1
Turn a threat (a CVE, a CISA KEV entry, an incident writeup, an ATT&CK technique) into a validated first-version detection — a proven starting point a detection team hardens further, not a claim of finished, forever-bulletproof coverage — plus three artifacts that ship together:
- a Sigma detection rule that has survived a Blue-vs-Red adversarial loop,
- a threat report with the round-by-round convergence history, and
- a proof bundle — a positive corpus the rule fires on, a benign baseline it
stays silent on, an adversarial mutation set, and a computed coverage label
(
real-coverage
/brittle
/broken
) with FP/FN numbers and a reproducibility hash.
The thing nobody else produces is #3. A model can write you a Sigma rule; it cannot hand you a proof that the rule works, an adversary that provably evades the weak version, and an honest record of how the rule was hardened until it held.
A bounded, fixed adversary. Red commits to two real, documented attacks in round one and re-throws those same two against the hardened rule each round — the same…
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