Generative AI has industrialized the attack on human judgment: voice cloning, real-time video
synthesis, and hyper-personalized phishing convert social engineering from a craft into a
commodity, while a residual category of attacks — those that redefine the objective itself, as
ransomware once did — cannot be enumerated in advance. We propose a defensive architecture
for these two conditions built on a single organizing claim: under unbounded attack techniques
and unenumerable attack objectives, the highest-value security investments are those that hold
regardless of technique. The architecture layers a mesh of strictly advisory AI sentinel agents,
which detect cross-surface incoherence rather than synthetic content, above a deliberately simple,
non-interpretive enforcement core holding a small set of hard invariants that no intelligence —
human or artificial — can rewrite quickly. We give the reactive-defender objection a full
treatment: the claim that any AI-era defense necessarily responds late. Our answer is that the
objection is correct for every layer that must recognize attacks, and that the architecture is
designed around that concession — detection layers are built for their own capture, while the
invariant core does not race because it constrains consequences rather than recognizing
techniques. The framework relocates residual reactivity to a single measurable point, the interval
between the world changing and the invariant set catching up, and proposes that interval as the
headline resilience metric. We state residual risks explicitly and outline an evaluation agenda.
Ajayi Abisoye, N. Hussain, Abolaji Adebayo· International Journal of Eng...· 0 citations
The review finds that artificial intelligence enables proactive threat detection, anomaly identification, and the automation of analysis and response at a scale beyond human capacity, yet its effectiveness is constrained by adversarial machine learning, data quality and drift, false positives, opacity, and the dual use of generative models by attackers.
N. Hussain· WORLD JOURNAL OF INNOVATION...· 0 citations