An adaptive, encrypted
data analysis system for cyber threats, consisting of: a secure
data interface unit configured to receive
cyber threat telemetry data originating from a variety of
distributed computing resources, including network infrastructure devices, endpoint systems, cloud workloads, and application servers, wherein the received
cyber threat telemetry data includes network interaction records,
authentication activity data, process execution data, behavioral traces, and temporal event information, and wherein the
cyber threat telemetry data is received in an encrypted state; a cryptographic coding unit that is operationally coupled with the secure
data interface unit and is configured to transform the received encrypted cyber
threat telemetry data into a variety of encrypted anomaly embedding representations by performing feature normalization, temporal alignment, and semantic coding operations prior to
encryption, and is further configured to apply
homomorphic encryption to generate
ciphertext-based anomaly embeddings that preserve mathematical
operability; a homomorphic anomaly
inference processor that is operationally coupled with the cryptographic coding unit and is configured to perform encrypted analytical operations directly on the
ciphertext-based anomaly embeddings, wherein the homomorphic anomaly
inference processor is configured to compute encrypted deviation indicators that represent behavioral deviations from encrypted baseline profiles without performing any decryption at any stage of the computation; a first
causal inference unit that is operationally coupled with the homomorphic anomaly
inference processor and is configured to create encrypted local causal dependency representations by evaluating conditional relationships between encrypted anomaly embeddings corresponding to individual
system components, user interactions, and execution contexts, thereby deriving causally attributable sources of detected anomalies; a second
causal inference unit that is operationally coupled with the first
causal inference unit and configured to aggregate encrypted local causal dependency representations across a variety of computing resources to derive encrypted global causal propagation representations that indicate coordinated or multi-stage cyber
threat behavior spanning multiple
system domains; an
adaptive learning control unit operationally coupled with the cryptographic coding unit, the homomorphic
anomaly detection processor, and the first and second causal inference units, wherein the
adaptive learning control unit is configured to update encrypted baseline behavior profiles and encrypted causal dependency parameters based on validated
threat findings while maintaining all learning operations within an encrypted computation domain; and a secure output
control unit that is operationally coupled with the second causal inference unit and configured to generate
cyber threat intelligence signals that include encrypted
risk indicators, threat classification outputs, and response prioritization information, with the generated outputs excluding the disclosure of underlying
plaintext cyber threat telemetry.