Raja Ram M · Main Author · Research Programmer · Scientist

Power quantum research with reproducible pipelines

Stream, compress, encode, and validate across GPU and QPU hardware — fueling research papers, public APIs, open-source pipelines, and investor-grade reproducibility led by Raja Ram M at Kryptur OU.

16+Published research papers
6Live public APIs
46Experimental pipeline stages
Raja Ram M · Main Author · Research Programmer · Scientist0009-0008-4068-4079Raja Ramshellworldskr@kryptur.com
Latest news

Papers, public APIs, and open pipelines from Raja Ram M — Main Author and Research Scientist at Kryptur OU. Newest work appears first.

Top research capabilities

Recognised among leading quantum research portfolios, Kryptur advances smarter hybrid cloud and NISQ validation through industry-leading APIs, tensor compression, SBSP scheduling, and open Zenodo archives led by Main Author Raja Ram M.

ColdMesh 1.0™

Live organ logistics prediction — dwell, travel, locker diversion, and cold-chain risk synthesis.

1.0

StochVRP-Mesh™

NP-hard organ logistics — quantile prediction, classical VRPTW, and QAOA pathfinding under ischaemic deadlines.

0.849

TauNet 1.0™

Single-patient and batch CSV Alzheimer's risk scoring with gauge visualization, SHAP attribution, and quantum kernel heatmap.

1.0

ALZQAPI™

8-qubit ZZFeatureMap quantum kernel SVM for Alzheimer's risk — ibm_fez QPU validation at AUC 0.9167.

0.9167

RetailX 1.0™

Thirteen Chart.js analytics panels with GET /analytics_overview proxy and dbt quality gauge.

13

Beam IQ 1.0™

Seven-step SBSP scheduling wizard with POST /schedule proxy and seven Chart.js operational panels.

7

Top quantum research

Recognised among Kryptur's open quantum portfolio — advancing hybrid cloud, NISQ hardware validation, variational optimisation, and quantum biology through reproducible Zenodo archives.

ColdMesh 1.0 API

Live organ logistics console — dwell, travel, and locker diversion predictions with cold-chain risk synthesis via /api/coldmesh.

POST /predict/* — quantile bars, ischaemic countdown, session log.API · Jul 2026

StochVRP-Mesh · Organ Transplant

Quantile dwell/travel/locker prediction fused with classical VRPTW and QAOA pathfinding for ischaemic cold-chain organ delivery.

Locker ROC-AUC 0.849 — travel PI coverage 0.771 — 15×4 VRPTW scenario.NP-hard · Jul 2026

TauNet 1.0 API

Live Alzheimer's risk console — POST /alzheimers-risk proxy, risk gauge, batch CSV upload, quantum kernel heatmap, and SHAP charts.

8-qubit ZZFeatureMap — ibm_fez QPU validation at AUC 0.9167.API · Jul 2026

ALZQAPI · MRI Genetics

Quantum kernel SVM encodes 68-region cortical MRI thickness and CSF biomarkers into Hilbert space for preclinical Alzheimer's risk.

Simulator AUC 0.67 deployed — noise-normalised QPU kernel at 0.9167.MRI Genetics · Jul 2026

RetailX 1.0 API

Live analytics overview console — GET /analytics_overview proxy, 13 Chart.js panels, KPI strip, and dbt quality gauge.

Same-origin proxy to Hetzner RetailX tier-1 backend on port 8006.API · Jun 2026

RetailX ELT Pipeline

Kafka streaming, DuckDB lakehouse, dbt star schema, and Airflow orchestration — 25 self-service wizard jobs on a single VPS.

17/17 dbt tests — tier-1 HTML report and 13-chart live dashboard.Data Engineering · Jun 2026

Beam IQ 1.0 API

Live SBSP scheduling console — POST /schedule proxy, tiered solvers, CSV rectenna upload, seven Chart.js panels.

Seven-step wizard — ERA5 weather fill-in and client-code gating.API · Jun 2026

Beam-IQ SBSP

Microwave beam scheduling for orbital solar collectors — classical greedy, QAOA simulation, and ERA5 cloud validation.

Seven-panel operational dashboard — 40-city ERA5 validation.Satellite · Jun 2026

QuantIQ API

IBM-style lead intelligence dashboard — live QSVM scoring, parallel coordinates, and 46-stage pipeline explorer.

AUC 0.994 — same-origin proxy to Hetzner QuantIQ backend.API · Jun 2026

QuantIQ E-commerce

UN Comtrade enrichment, GPU Tucker decomposition, and 5-qubit QSVM lead scoring with live API visualisations.

AUC 0.994 vs 0.971 classical on quantum-hard data.E-commerce · Jun 2026

TTDECOM API

Public REST endpoint, live orchestration compression, and 46-stage Orchestration/Tensor/Quantum experimental explorer.

7,528× compression — interactive maritime logistics research dashboard.API · Jun 2026

Voyage Matrices

TT-SVD compression of 4-D voyage-cost tensors with amplitude encoding and eight quantum algorithms.

50× classical MIP speedup with 0.9936 QPU fidelity.Maritime · Jun 2026

Ocean Temperature

NOAA OISST amplitude encoding with Tucker compression and ibm_fez real-hardware validation.

16,070× compression — first geophysical quantum field on a QPU.Climate · Jun 2026

Olfactory Vibration

DFT vibrational analysis, WKB tunneling, and IETS fingerprints linking benzaldehyde and HCN.

1.2 meV peak separation at ~2080 cm⁻¹.Quantum Biology · Jun 2026

VQPP Surgical Planning

QUBO-encoded surgical graphs solved with one-layer QAOA on IBM Kingston.

5.8× GPU speedup — sub-3 s intra-operative replanning.QAOA · Jun 2026

Angled VQO

Hybrid PINN surrogate with warm-started VQE for laser ablation optimisation.

Global cost 0.5050 in 150 VQE evaluations.VQE · Jun 2026

Zero-Noise Extrapolation

Open ZNE + XY4 dynamical decoupling pipeline for cloud superconducting processors.

Resurrecting 80-qubit GHZ coherence with extrapolated limits.Error Mitigation · Jun 2026

Fidelity Decomposition

Multipartite GHZ fidelity decomposed into population purity and phase coherence.

Scaling benchmarks across 4–80 qubits.Entanglement · Jun 2026

Kryptur Research Summit · July 2026

Unlock expert insights on quantum-assisted research — from StochVRP-Mesh / ColdMesh 1.0 organ logistics and MRI genetics to GHZ entanglement benchmarks, RetailX ELT pipelines, and vibrational olfaction.

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Smarter impact powered by Kryptur research

Tools + Code

Public APIs, open-source pipelines, and reproducible experiment scripts from Raja Ram M — accessible from Kryptur infrastructure with same-origin proxies where needed.

Raja Ram M — Main Author, Research Programmer & Scientist

Raja Ram M (RRMR) leads the Kryptur Research Programme at Kryptur OU as Main Author, Research Programmer, and Scientist. He architects end-to-end quantum experiment pipelines — from Qiskit circuit design and GPU-accelerated classical preprocessing to real-device execution on IBM Quantum, public REST APIs, and open Zenodo archival.

His portfolio spans NP-hard organ transplant logistics (StochVRP-Mesh / ColdMesh 1.0), MRI genetics and quantum kernel SVM for Alzheimer's risk (ALZQAPI/TauNet 1.0), multipartite GHZ entanglement and zero-noise extrapolation, Tensor-Train maritime logistics compression, variational laser-ablation optimisation, surgical QAOA path planning, self-service ELT data engineering (RetailX), and quantum-biology IETS spectroscopy. Collaborators include Muskan S, Vipul Jain, and Kalinga Swain across Zius Quantum R&D Center, AE Quantum Research Division, and Borel Sigma Data Center.

Key contributions · latest first

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