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.
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QuantIQ Lead Intelligence — QSVM scoring dashboard and tensor REST API
Open QuantIQ API Research PaperTT Voyage Compression — 7,528× maritime tensor compression on QPU
Read Voyage Matrices BlogBrowse trending research news, tools, and blogging on Kryptur Research Home
Read research blog Open sourceClone Qiskit pipelines, FastAPI services, and experiment scripts on GitHub
View shellworlds repositoriesLatest research & APIs
Papers, public APIs, and open pipelines from Raja Ram M — Main Author and Research Scientist at Kryptur OU. Newest work appears first.

ColdMesh 1.0 Prediction API

StochVRP-Mesh · Organ Transplant

TauNet 1.0 Risk API

ALZQAPI · MRI Genetics

Kryptur Research Home & blogging

RetailX 1.0 Analytics API

RetailX ELT Pipeline

Beam IQ 1.0 Scheduling API

Beam-IQ SBSP Scheduling

QuantIQ Lead Intelligence API

QuantIQ E-commerce Lead Pipeline

TT Voyage Compression

TTDECOM REST API & stage explorer

Ocean Temperature on ibm_fez

Olfactory Vibration — IETS biology

VQPP surgical path planning

Angled VQO laser ablation

Zero-Noise Extrapolation · GHZ

Fidelity Decomposition · GHZ
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.
StochVRP-Mesh™
NP-hard organ logistics — quantile prediction, classical VRPTW, and QAOA pathfinding under ischaemic deadlines.
TauNet 1.0™
Single-patient and batch CSV Alzheimer's risk scoring with gauge visualization, SHAP attribution, and quantum kernel heatmap.
ALZQAPI™
8-qubit ZZFeatureMap quantum kernel SVM for Alzheimer's risk — ibm_fez QPU validation at AUC 0.9167.
RetailX 1.0™
Thirteen Chart.js analytics panels with GET /analytics_overview proxy and dbt quality gauge.
Beam IQ 1.0™
Seven-step SBSP scheduling wizard with POST /schedule proxy and seven Chart.js operational panels.
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.
Smarter impact powered by Kryptur research
Predict dwell, travel, and locker diversion under ischaemic cold-chain budgets
Optimise organ transplant logistics under ischaemic cold-chain deadlines
Score Alzheimer's risk with quantum kernel SVM and batch CSV assessment
Run live retail analytics with 13-chart dashboard and dbt quality gauge
Training for what's next
Kryptur Research Home & blog
Trending quantum science, recent news tiles, tools, and blogging from the research programme.
Read latest research news →Research documentation
Explore papers, datasets, and reproducibility guides across the Kryptur Research Programme.
Strengthen your expertise →Open-source pipelines
Clone Qiskit experiment scripts, TTDECOM FastAPI services, and IETS dashboards on GitHub.
Start shaping tomorrow →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.
ColdMesh 1.0 API
Live dwell/travel/locker prediction console with cold-chain risk synthesis via /api/coldmesh.
View project →StochVRP-Mesh Research
NP-hard organ logistics — VRPTW, quantile prediction, and QAOA pathfinding on ibm_fez.
View project →TauNet 1.0 API
Live POST /alzheimers-risk console with risk gauge, batch CSV, and SHAP charts.
View project →ALZQAPI Research
Quantum kernel SVM for Alzheimer's risk — MRI genetics, CSF biomarkers, and ibm_fez validation.
View project →RetailX 1.0 API
Live analytics overview dashboard with 13 Chart.js panels and Hetzner proxy.
View project →Beam IQ 1.0 API
Live SBSP scheduling console and POST /schedule same-origin proxy.
View project →QuantIQ Lead API
QSVM lead scoring dashboard with parallel coordinates and live Hetzner proxy.
View project →shellworlds GitHub
Qiskit pipelines, FastAPI services, beam_client_interactive.py, and reproducible scripts.
View project →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
- ColdMesh 1.0 — Organ Logistics Prediction API
- StochVRP-Mesh — Organ Transplant Logistics
- TauNet 1.0 — Alzheimer's Risk API
- ALZQAPI — MRI Genetics Alzheimer's Risk
- RetailX 1.0 — Analytics Overview API
- RetailX — ELT Data Engineering Platform
- Beam IQ 1.0 — SBSP Scheduling API
- Beam-IQ — SBSP Beam Scheduling
- QuantIQ — E-commerce Lead Pipeline
- QuantIQ Lead Intelligence API
- TT Voyage Compression (TTDECOM)
- TTDECOM REST API Dashboard
- Ocean Temperature (OCNQENC)
- Vibrational Quantum Olfaction
- Variational Quantum Path Planning (VQPP)
- Angle-Encoded VQO — Laser Ablation
- Zero-Noise Extrapolation — 80-qubit GHZ
- GHZ Fidelity Decomposition
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Latest research
- ColdMesh 1.0 API dashboard live — dwell, travel, locker diversion, and cold-chain risk synthesis
- StochVRP-Mesh — NP-hard organ logistics with VRPTW ischaemic windows and QAOA pathfinding
- Kryptur Research Home — blogging, tools, and trending quantum science news
- TauNet 1.0 API dashboard live — single-patient risk gauge and batch CSV assessment
- ALZQAPI — quantum kernel SVM reaches AUC 0.9167 on ibm_fez for Alzheimer's risk
- RetailX 1.0 API dashboard live — 13-chart analytics overview with dbt quality gauge
- RetailX ELT pipeline — 25 wizard jobs, 17 dbt tests, tier-1 13-chart dashboard
- Beam IQ 1.0 API dashboard live — seven-step scheduling wizard with Chart.js panels
- Beam-IQ delivers seven-panel SBSP operational dashboard with ERA5 weather validation
- QuantIQ achieves QSVM AUC 0.994 on classically-hard lead scoring dataset
- TT Voyage Compression API dashboard live — 46-stage experimental explorer
- Voyage Matrices achieves 7,528× GPU compression with 0.9936 QPU fidelity
- Ocean Temperature encoded on ibm_fez — first real-hardware geophysical field
- Vibrational Quantum Olfaction archived — IETS peak separation 1.2 meV
- VQPP executes 14-qubit QAOA on IBM Kingston for surgical path planning
- Angled VQO reaches global minimum with 150 warm-started VQE evaluations
- Open-source ZNE + DD pipeline published for 80-qubit GHZ states
- Fidelity decomposition benchmarks 4–80 qubits on cloud hardware