The future of computing is now
Inventing What's Next
Zi Humana Research is helping solve problems at the frontier of science — from hybrid quantum-classical combinatorial optimization and quantum multipath bonding to dynamic yield pricing, leakage-free point-in-time feature serving, and NP-hard organ logistics. Experience live marine data intelligence at maer-marine.q-dit.com.
Recent news
Hybrid Quantum Optimization — Combinatorial Optimization Problem: QAOA, Classical Refinement, and SMT Verification
A three-layer hybrid architecture for NP-hard combinatorial problems — NISQ QAOA sampling, classical greedy refinement, and SMT formal verification. Open access doi:10.5281/zenodo.22765909.
Maer Sat 1.0 — Combinatorial Optimization Console for Hybrid Maritime Ops
Maer Marine — Sign-in & Live Marine Data Intelligence Capture
Production Maer Marine experience — sign in and explore live marine data intelligence capture at maer-marine.q-dit.com.
Open access archive — Hybrid Quantum Optimization on Zenodo
Raja Ram M. — Main Author, Research Programmer & Scientist at Zi Humana
Complete portfolio — Maer Sat 1.0 / Hybrid Quantum Optimization, Taurnet 1.0, Arkham 1.0, FeatLock, ColdMesh, papers, APIs, and docs. ORCID 0009-0009-2205-533X · linkedin.com/in/zius · github.com/Zius-Global/AgroSea · zi@zi-us.com.
Quantum Multipath Bonding: MPTCP Transport, Hybrid QKD/PQC Security, and Bell-State Traffic Intelligence
A layered platform bonding Multipath TCP, hybrid quantum key distribution with post-quantum cryptography, and Bell-state traffic intelligence — for maritime, remote, disaster-response, and enterprise backup connectivity.
Taurnet 1.0 — Quantum Multipath Bonding Console for Bonded Connectivity
Open access archive — Quantum Multipath Bonding report on Zenodo
Dynamic Yield Pricing for Equipment Rentals: Arkham Architecture, Operator Surfaces, and Laser Cleaning Fleet Case Study
Arkham brings airline-style yield management to equipment leasing — RL elasticity, SDP lease pricing, and real-time auctions. Projected +29.6% fleet revenue on a 50-machine laser-cleaning portfolio.
Arkham 1.0 — Dynamic Yield Pricing Console for Equipment Rental Fleets
Open access archive — Arkham Dynamic Yield Pricing report on Zenodo
Point-in-Time Feature Serving in Actuarial Data Science: Foundations, Leakage Dynamics, and FEATSRV
Leakage-free PIT as-of joins for SCD Type 2 insurance entities — Feast, Redis, PySpark, and FastAPI with the Nimbus actuarial benchmark.
FeatLock 1.0 — Feature Serving Console for Point-in-Time Workloads
FEATSRV console — lineage, leakage audit, and online Redis feature serving
StochVRP-Mesh: Stochastic Prediction and NP-Hard Routing for Time-Critical Organ Transplant Logistics
Quantile-regression dwell/travel prediction fused with classical VRPTW and QAOA pathfinding under ischaemic cold-chain deadlines.
ColdMesh 1.0 — Advanced Prediction Console for Organ Logistics
Predictive layer model status — dwell, travel, locker diversion
Classical VRPTW ischaemic time windows across organ types
QUBO to QAOA pathfinding pipeline on ibm_fez for organ corridors
Open access archive — StochVRP-Mesh engineering report on Zenodo
Tools + Code
Combinatorial Optimization
Hybrid Quantum Optimization — QAOA sampling, classical refinement, and SMT verification for NP-hard problems.
View project →Maer Sat 1.0
Live ops console — fleet health, z3 safety proofs, and QPU refinement via /api/maersat.
View project →Maer Marine · Live
Sign in for live marine data intelligence capture — production experience at maer-marine.q-dit.com.
View project →Maer Sat Docs
API fundamentals for /api/maersat — health, fleet, verify, overview, and quantum endpoints.
View project →HQO Zenodo
Open-access whitepaper doi:10.5281/zenodo.22765909 — Zi R&D Center · Zi Humana.
View project →Taurnet 1.0
Live bonding console — status, Bell-state optimize, BB84 protect, and lab dashboard via /api/taurnet.
View project →Taurnet API Docs
Fundamentals for /api/taurnet — bonding, quantum optimize, and QKD generate endpoints.
View project →Multiple Path Bonding
Quantum multipath bonding research — MPTCP transport, hybrid QKD/PQC, and Bell-state path optimization.
View project →MPB Zenodo
Open-access report doi:10.5281/zenodo.22219465 — Zi R&D Center · Zi Humana.
View project →Arkham 1.0
Live yield console — quotes, bookings, partner ops, and fleet tracking via /api/arkham.
View project →Arkham API Docs
Fundamentals for /api/arkham — fleet, quotes, bookings, tracking, and release endpoints.
View project →Arkham · DYP
Dynamic yield pricing research — RL, SDP, and auction engines for equipment rental fleets.
View project →Arkham Zenodo
Open-access engineering report doi:10.5281/zenodo.21873050 — Zi R&D Center · Zi Humana.
View project →Raja Ram · VJ
Main author portfolio — Maer Sat 1.0, Taurnet, Arkham, FeatLock, ColdMesh, papers, ORCID, LinkedIn, AgroSea GitHub, and email.
View project →FeatLock 1.0
Live feature-serving console — lineage, leakage audit, PIT training, and online Redis lookups via /api/featsrv.
View project →FEATSRV Research
Point-in-time feature serving for actuarial data science — leakage-free joins, Redis online serving, and Nimbus.
View project →FEATSRV Zenodo
Open-access engineering report doi:10.5281/zenodo.21798383 — Zius R&D · Zi Humana.
View project →ColdMesh API Docs
Fundamentals for /api/coldmesh — authentication, endpoints, payloads, and cold-chain risk synthesis.
View project →ColdMesh 1.0
Live prediction console — dwell, travel, and locker diversion with cold-chain risk synthesis via /api/coldmesh.
View project →StochVRP-Mesh Research
NP-hard organ transplant logistics — quantile models, classical VRPTW, and QAOA pathfinding.
View project →Risk Management
Zi Humana quantum risk models for financial services — portfolio, credit, and actuarial workflows.
View project →