--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



