Raja Ram M · Main Author · Research Programmer · Scientist
Scale quantum research through governed pipelines
Hybrid quantum-classical transformation requires more than deploying solvers. Discover how Raja Ram M — Main Author, Research Programmer, and Scientist at Kryptur — scales papers, public APIs, open-source pipelines, and blogging through unified data, formal verification, and reproducible archives.
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More from the portfolio
RetailX — self-service multi-tenant ELT pipeline on Kafka, DuckDB, and dbt
Read ELT Pipeline research APIQuantIQ 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 sourceExplore ArgoSea — hybrid quantum-classical maritime optimization on GitHub
View ArgoSea on GitHubLatest research & APIs
Papers, public APIs, and open pipelines from Raja Ram M — Main Author and Research Scientist at Kryptur OU. Newest work appears first.
Maer Sat 1.0 Combinatorial Optimization API
Combinatorial Optimization · Hybrid QAOA
BondMesh 1.0 Multipath Bonding API
Quantum Multipath Bonding · Multiple-Path

Arkham 1.0 Yield Pricing API

Dynamic Yield Pricing · Arkham

FeatServe 1.0 Feature API

FEATSRV · Point-in-Time Feature Store

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.
Maer Sat 1.0™
Live hybrid quantum ops console — fleet health, z3 safety proofs, and QPU refinement via /api/maersat.
Combinatorial Optimization™
Three-layer hybrid pipeline — QAOA sampling, classical refinement, and SMT formal verification.
BondMesh 1.0™
Live multipath bonding console — status, Bell-state optimize, BB84 protect, and path inventory.
Multipath Bonding™
MPTCP path bonding with hybrid QKD/PQC and laboratory Bell-state traffic intelligence.
Arkham™
Dynamic yield pricing for equipment leasing — RL elasticity, SDP contracts, and spot auctions for laser cleaning fleets.
Arkham 1.0™
Live yield pricing console — fleet quotes, booking confirm, delivery tracking, and internal release controls.
FEATSRV™
Point-in-time actuarial feature store — Feast, Redis, PySpark, FastAPI with leakage audit and Nimbus demo packs.
FeatServe 1.0™
Live feature serving console — online Redis lookups, PIT training, leakage audits, and importance charts.
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.
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.
Maer Sat 1.0 API
Live hybrid quantum ops console — fleet health, z3 safety proofs, and QPU refinement via /api/maersat.
“GET /overview — POST /verify — POST /quantum/*.” — API · Sep 2026
Combinatorial Optimization
Hybrid Quantum Optimization — three-layer QAOA sampling, classical refinement, and SMT formal verification for NP-hard problems.
“doi:10.5281/zenodo.22765909 — Main Author Raja Ram M.” — NP-hard · Sep 2026
BondMesh 1.0 API
Live multipath bonding console — status, Bell-state path optimize, and BB84 session protection via /api/bondmesh.
“GET /bonding/status — POST /quantum/optimize — POST /qkd/generate.” — API · Sep 2026
Multiple-Path Bonding
Quantum Multipath Bonding — MPTCP transport, hybrid QKD/PQC security, and Bell-state path intelligence across satellite, 5G, and fiber.
“250 Mbps · 15 ms lab snapshot — three-path UDP bonding engine.” — NP-hard · Sep 2026
Arkham 1.0 API
Live customer booking, internal ops, and pricing console — fleet quotes, confirm, track via /api/arkham.
“POST /pricing/quote — /booking/confirm — GET /booking/{id}/track.” — API · Aug 2026
Dynamic Yield Pricing · Arkham
Real-time dynamic pricing and yield management for equipment leasing — RL, SDP, and spot auctions for laser cleaning fleets.
“+29.6% fleet revenue — +16 pp utilisation without new CapEx.” — NP-hard · Aug 2026
FeatServe 1.0 API
Live feature console — online Redis lookups, PIT training previews, leakage audits, and importance via /api/featserve.
“GET /online/* — POST /pit-training — leakage audit tables.” — API · Aug 2026
FEATSRV · Point-in-Time
Leakage-free actuarial feature store — Feast, Redis, PySpark, and FastAPI with offline PIT joins and sub-10 ms online lookups.
“Online Redis <10 ms — Dask PIT join <2 s on 1,000 claims.” — NP-hard · Aug 2026
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
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
Bond satellite, cellular, and fiber with live Bell-state path pick and BB84 protect
Keep sessions alive across Starlink, 5G, and fiber with hybrid QKD/PQC
Clear live fleet quotes, bookings, and delivery tracking with yield-aware pricing
Raise fleet revenue with real-time yield management for equipment leasing
Serve actuarial features live — online Redis lookups, PIT training, and leakage audits
Serve actuarial features with point-in-time correctness and zero leakage
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
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 →ArgoSea open-source
Hybrid quantum-classical maritime optimization — QAOA sampling, classical refinement, and z3 verification 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.
Maer Marine Live
Sign in for marine data intelligence live capture at maer-marine.q-dit.com.
View project →Maer Sat 1.0 API
Live fleet, z3 proof, and QPU refinement via /api/maersat.
View project →Combinatorial Optimization
Hybrid Quantum Optimization — QAOA, refinement, SMT verification.
View project →BondMesh 1.0 API
Live bonding status, path optimize, and BB84 protect via /api/bondmesh.
View project →Multiple-Path Bonding
Quantum Multipath Bonding — MPTCP, QKD/PQC, Bell-state path intelligence.
View project →Arkham 1.0 API
Live fleet quotes, booking confirm, tracking, and internal ops via /api/arkham.
View project →Dynamic Yield Pricing
Arkham real-time pricing — RL, SDP, spot auctions for laser cleaning equipment leasing.
View project →FeatServe 1.0 API
Live online lookups, PIT training, leakage audits, and importance via /api/featserve.
View project →FEATSRV Research
Point-in-time feature store — Feast, Redis, PySpark, FastAPI, leakage audit, and Nimbus packs.
View project →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 →ArgoSea GitHub
Open-source hybrid quantum-classical maritime optimization — QAOA, refine, z3.
View project →Research Home & Blog
Trending quantum science news, tools, and blogging from the Kryptur Research Programme.
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 and actuarial ML experiment pipelines — from Qiskit circuit design and GPU-accelerated classical preprocessing to real-device execution on cloud QPUs, public REST APIs, blogging, and open Zenodo archival.
His portfolio spans hybrid quantum-classical combinatorial optimization (Maer Sat 1.0 / Combinatorial Optimization Problem), quantum multipath bonding and hybrid QKD/PQC (BondMesh 1.0 / Multiple-Path Bonding), dynamic yield pricing for equipment leasing (Arkham 1.0 / Dynamic Yield Pricing), point-in-time actuarial feature serving (FEATSRV / FeatServe 1.0), 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
- Maer Sat 1.0 — Combinatorial Optimization API
- Hybrid Quantum Optimization — Combinatorial Optimization
- BondMesh 1.0 — Multiple-Path Bonding API
- Quantum Multipath Bonding — Multiple-Path Bonding
- Arkham 1.0 — Dynamic Yield Pricing API
- Dynamic Yield Pricing — Arkham Equipment Leasing
- FeatServe 1.0 — Point-in-Time Feature Serving API
- FEATSRV — Point-in-Time Feature Store
- 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
Stay connected
What's New at Kryptur · newsletter
Subscribe for Raja Ram M research releases — papers, APIs, blogging, and open-source pipelines from Kryptur OU.
Latest research
- Maer Marine live — sign in for marine data intelligence capture at maer-marine.q-dit.com
- Maer Sat 1.0 API dashboard live — fleet health, z3 proof, and QPU refinement via /api/maersat
- Combinatorial Optimization — Hybrid Quantum Optimization on Zenodo (doi:10.5281/zenodo.22765909)
- BondMesh 1.0 API dashboard live — bonding status, Bell-state optimize, BB84 protect via /api/bondmesh
- Quantum Multipath Bonding — MPTCP, hybrid QKD/PQC, and Bell-state path intelligence on Zenodo
- Arkham 1.0 API dashboard live — fleet quotes, booking confirm, tracking via /api/arkham
- Dynamic Yield Pricing — Arkham real-time pricing for laser cleaning equipment leasing
- FeatServe 1.0 API dashboard live — online Redis lookups, PIT training, and leakage audits
- FEATSRV — point-in-time feature store for insurance without actuarial data leakage
- 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