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From the lab bench to the last mile.

Practitioner notes from JAQL on PQC, hybrid intelligence, agentic AI and sovereign deployment. Subscribe to the Jumpstart Newsletter on LinkedIn for weekly drops.

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Quantum, PQC and hybrid-AI commentary from Kishan Sathyan and Dr. Nupur Mukherjee. Delivered to your LinkedIn inbox.

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Featured publication

INT'L JOURNAL OF QUANTUM TECHNOLOGIES · IN PRESS · 2026

Human Indemnity Quantum Transmission Framework™ (HIQTF™): A Defence-Grade Architecture for Long-Haul Quantum Key Distribution

Zero trusted-node QKD transmission for defence and critical infrastructure. Peer-reviewed; in press.

Read on Prime Open Access →

Recent posts

PQC · BFSI

Why Indian banks have 18 months, not 18 years, to migrate to PQC

Harvest-Now-Decrypt-Later is already happening. A pragmatic 5-phase migration roadmap aligned to NIST FIPS 203/204/205.

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HYBRID INTELLIGENCE

How JAQL cuts LLM token spend by 70%+ without losing quality

RoPE-aware orchestration, behavioural caching, and human-in-the-loop routing — the architecture behind the 4.8× ROI.

Coming soon
DEFENCE

HIQTF™ explained: zero trusted-node QKD for long-haul defence networks

Companion notes to the peer-reviewed paper. Why "trusted node" is the weakest link, and how HIQTF removes it.

Coming soon
AGENTIC AI

SAP review agents in production: what worked, what didn't

Field notes from deploying ABAP and S/4HANA review agents inside regulated enterprises.

Coming soon
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