Validating artifact schemas and preparing the command center…
Validating artifact schemas and preparing the command center…
About · Methodology
AegisLoop combines a hand-coded stateful payment simulator, a contextual-bandit red team, a supervised-plus-anomaly defender and a leakage-free evidence protocol. It is an offline control-plane concept—not a replacement authorization engine.
The novelty claim is intentionally specific.
A campaign-level extension of single-transaction RL fraud-evasion attacks, closing the loop into adversarial defender hardening.
Qualitative architecture only; no unsupported latency, throughput or ROI values.
Offline threat lab
Generate synthetic, entity-linked campaigns without exposing cardholder data or live authorization endpoints.
Governed hardening set
Only fidelity-valid evasions enter a versioned adversarial training candidate set.
Shadow evaluation
Compare candidate and incumbent defenders on time-separated traffic before any decisioning change.
Human approval gate
Fraud strategy, model risk and operations owners review evidence and false-positive trade-offs.
Controlled promotion
Deploy through existing scoring infrastructure with rollback, monitoring and outcome feedback.
Responsible-use controls embedded in the design.
Synthetic-only
No real cardholder data or live payment endpoints.
Entity linked
Campaigns retain shared devices, beneficiaries, merchants and temporal state.
Versioned evidence
Every promoted claim maps to an immutable artifact field.
Primary sources used by the paper and prototype.
Continue through the evidence, not the narrative.
The claim ledger exposes every source field used by the interface.