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Author

Janardhana Naidu Kola

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Conference Open access Sep 2026

Building a Production-Grade Enterprise Analytics Platform: Engineering Lessons from Scaling Business Intelligence at ADP

Building an enterprise analytics platform involves considerably more than producing dashboards. It means solving production problems: fragmented data, business processes that change under the platform, scalability, and the stakeholder trust without which the output is not used. This paper sets out engineering lessons f...

Janardhana Naidu Kola · 0 citations
Open access Jul 2026

Adaptive Context-Aware Secure Edge Reasoning Framework for Intelligent Traffic Monitoring Using Drone and Satellite Image Analytics

Results show that the proposed ACSERF can be an efficient, scalable, and cyber-resilient solution for next-generation intelligent traffic monitoring in smart transportation environments.

Abhijeet Kislay, K. Rathod, Janardhana Naidu Kola et al. · 0 citations
Review Open access Jul 2026

Confidence-Aware Escalation in Enterprise AI Governance: A Technical Framework

The Confidence-Aware Escalation (CAE) framework is formalized, which integrates quantified uncertainty into escalation decisions via conformal prediction theory, and achieves high automation rates while maintaining near-theoretical coverage guarantees and enabling transparent governance of false escalation risk.

Janardhana Naidu Kola · 0 citations

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