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RQ1: SIGMOD

Autonomous & Compliant Schema Mapping

Autonomous and Compliant Schema Mapping in Enterprise Data Meshes via Cascading Agentic Routing. We present a rule-based validation framework that ensures 100% audit readiness through continuous compliance monitoring.

Boardroom Brief

Strategic Problem

Autonomous AI often prioritizes goals over constraints, leading to 'hallucinated' compliance that fails audits.

Technical Solution

Structural Orthogonality via a Security Firewall separates the Negotiator (Strategy) from the Validator (Law).

Business ROI

Physical separation enables Zero-Trust Automation in high-risk sectors (Finance, Healthcare).

Architecture Simulation

SIM_ID: DASA_ORTHO_009

We define the Orthogonality Constraint Ω\Omega as the set of non-intersecting logic gates between the economic utility function U(x)U(x) and the regulatory boundary R(x)R(x).

Ω={x∈Agents∣path(U)∩path(R)=∅}\Omega = \{ x \in \text{Agents} \mid \text{path}(U) \cap \text{path}(R) = \emptyset \}

System Nominal
Economic Negotiator
Compliance Validator

Performance Benchmarks

Validation Throughput (Req/Sec)

Manual Audit1.2 R/s
DASA Automated850 R/s

False Positive Rate (%)

LLM Direct12.5%
Orthogonal Validator0.05%

Case Study: DORA Compliance-as-Code

We applied the **Orthogonal Architecture** framework to automate EU DORA (Digital Operational Resilience Act) article validation. A structural Firewall separates **Operations Strategy (Negotiator)** from **OPA Gatekeeper (Validator)** restricting unauthorized infrastructure mutability.

Infrastructure Layer

Orthogonal Firewall

Strategy Layer

Propose Spec

Validate

Policy

Approve

Block Hallucination

Negotiator: Autonomous LLM

Proposal Buffer

OPA Gatekeeper: Validator

EU Directive (DORA)

K8s Sovereign Nodes

Log & Alert

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Intellectual Property of Custom Systems
COPYRIGHT © 2026 • PATENT PENDING
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© 2026 Abhishek Khaparde • Sovereign AI Ecosystems

Non-Commercial Research
These projects represent my independent, non-commercial academic research at IIT Kanpur. These are distinct from my professional employment. All technical architectures discussed are academic design frameworks and do not represent the proprietary intellectual property, commercial methodologies, or official positions of my employer or any past professional affiliations.