--Why most #SOC decision frameworks fail at reversibility --
Not production-ready, but the math checks out:
logit(P_post) = logit(P_prior) + Σ(log_likelihood_ratio)
http://github.com/sbeierle/acdm-framework
But in LLM-era threats, every containment decision needs:
• Bayesian update capability
• Reversibility scoring
• Hash-chained audit trail
#CyberSecurity #SOC #IncidentResponse #SOAR #XDR #AISecurity #OpenSource #Governance
A fast alert with a slow decision is still a slow security system.
I published “Decision-Centric Security — Part II: The 90-Day Blueprint”.
A public reference architecture for improving:
alert → triage → escalation → decision → action → evidence
SOC workflows · incident response · escalation ownership · MTTD/MTTR/MTTDec · HITL · audit-ready evidence.
https://doi.org/10.5281/zenodo.20256709
#CyberSecurity #InfoSec #SOC #IncidentResponse #AISecurity #Governance #CriticalInfrastructure #NIS2
🚨 Stop chasing patches. Fix the architecture.
-> https://zenodo.org/records/17969178
React2Shell (CVE-2025-55182) isn't just a vulnerability—it's a structural failure of modern Cloud/Node architectures.
While "gurus" talk about patching, I’m releasing the Holiday Minimal Mode (HMM).
