Raja Ram M.
Zi Humana Research — inventing what's next in hybrid quantum combinatorial optimization, quantum multipath bonding, dynamic yield pricing, and leakage-free feature serving. Portfolio spans Maer Sat 1.0, Taurnet 1.0, Arkham 1.0, FEATSRV / FeatLock 1.0, ColdMesh, open papers, APIs, and developer documentation.
0009-0009-2205-533XRecommended for you
About the author
Main author · Research programmer · Scientist · Zi Humana Research
Raja Ram M. is the main author, research programmer, and research scientist at Zi Humana. His portfolio spans hybrid quantum combinatorial optimization (Maer Sat 1.0), quantum multipath bonding (Taurnet 1.0), dynamic yield pricing for equipment fleets, leakage-free point-in-time feature serving for actuarial ML, and cold-chain organ logistics — each programme delivered as open papers, live APIs, blogging-style documentation, and developer guides.
As principal author of Hybrid Quantum Optimization and Quantum Multipath Bonding, and lead researcher on Arkham and FEATSRV, he connects research theory to production consoles: QAOA · refine · SMT pipelines, bonded multipath sessions, market-clearing quotes, temporally honest PIT joins, and quantile cold-chain risk synthesis.
Contact: zi@zi-us.com · ORCID 0009-0009-2205-533X · LinkedIn linkedin.com/in/zius · GitHub Zius-Global / AgroSea.
Key contributions — Raja Ram M.
Main author · Research programmer · Scientist
Raja Ram M. is the main author on Hybrid Quantum Optimization (doi:10.5281/zenodo.22765909) and corresponding author on Quantum Multipath Bonding (doi:10.5281/zenodo.22219465). As research programmer and scientist, he leads the three-layer QAOA · refine · SMT pipeline, Maer Sat 1.0 operator console, bonding-engine data plane, Bell-state path picker, and laboratory figures published with each manuscript.
Key contributions: NISQ QAOA sampling with classical greedy repair and SMT (z3) certificates; four-plane MPTCP/QKD/PQC/intelligence stack; Starlink · 5G · Fiber bonded-path inventory; compose-stack telemetry; Bell-state path optimization; hybrid key management with ML-KEM / ML-DSA fallback.
Key contributions
- AuthorMain author — Combinatorial Optimization / Maer SatRaja Ram M. — main author on Hybrid Quantum Optimization (doi:10.5281/zenodo.22765909). Research programmer and scientist on the three-layer QAOA · refine · SMT pipeline and Maer Sat 1.0 operator console.
- ScienceResearch scientist — hybrid quantum-classical pipelinesFormalised NISQ QAOA as a proposal mechanism, classical greedy repair for bitflip noise, and SMT (z3) certificates for hard combinatorial constraints.
- SystemsResearch programmer — Maer Sat 1.0Shipped the live ops console and same-origin /api/maersat proxy — health, fleet, verify, overview, and quantum refinement endpoints.
- AuthorMain author — Quantum Multipath Bonding / TaurnetCorresponding author on the multipath bonding manuscript (doi:10.5281/zenodo.22219465). Research programmer on bonding-engine and Taurnet 1.0 laboratory stack.
- ScienceResearch scientist — MPTCP · QKD · Bell-state intelligenceFour-plane architecture, hybrid QKD/PQC key management, Bell-state path optimization, and BB84 sifting — laboratory figures from CDNER-X compose stack.
- AuthorMain researcher — Dynamic Yield Pricing / ArkhamLead scientific programme for perishable equipment-hour yield management — RL, SDP, and auction market clearing with open Zenodo archive.
- SystemsResearch programmer — Arkham 1.0Shipped the live Estimator / Partners / Ops / Fleet console and same-origin /api/arkham proxy workabilities for quotes, bookings, and tracking.
- AuthorMain researcher — FEATSRV / Point-in-TimePrincipal author of the leakage-free actuarial feature-store research programme and Zenodo engineering report.
- SystemsResearch programmer — FeatLock 1.0Designed and shipped the interactive feature-serving console, REST surface, and same-origin /api/featsrv proxy.
- APIsMulti-product research APIsMaer Sat combinatorial ops, Taurnet multipath bonding, Arkham yield pricing, FeatLock PIT serving, and ColdMesh cold-chain prediction — all behind Zi Humana same-origin proxies.
Top research capabilities
Zi Humana advances smarter industry systems through hybrid quantum combinatorial optimization, quantum multipath bonding, dynamic yield pricing, leakage-free feature serving, and cold-chain logistics — with Raja Ram M. as main author across papers, APIs, documentation, and open science.
Maer Sat 1.0™
Live combinatorial optimization console — fleet health, z3 safety proofs, AIS sample, QPU refinement.
Hybrid Quantum Optimization
Three-layer QAOA · classical refine · SMT verification for NP-hard maritime and logistics decisions.
Taurnet 1.0™
Live multipath bonding console — bonded sessions, Bell-state optimize, BB84 protect, lab figures.
Arkham 1.0™
Live dynamic yield pricing console — quotes, bookings, partner ops, and fleet tracking.
FEATSRV™
Point-in-time feature store research platform for actuarial ML — Feast, Redis, PySpark, FastAPI.
FeatLock 1.0™
Live console for lineage, leakage audit, importance, training sets, and online lookups.
ColdMesh 1.0
Organ logistics prediction APIs — dwell, travel, and locker diversion under ischaemic constraints.
Open science
Zenodo archives, ORCID identity, AgroSea GitHub projects, and developer documentation.
Smarter impact powered by Zi Humana
Fleet health, z3 safety proofs, and QPU refinement history in one hybrid quantum ops console.
QAOA proposals, classical greedy repair, and SMT certificates for hard combinatorial constraints.
Bond Starlink, 5G, and Fiber with Bell-state path pick and BB84 session protection in one console.
Four-plane MPTCP/QKD/PQC/intelligence stack with manuscript figures from the laboratory.
Market-clearing rental quotes raise fleet revenue without new capital — RL, SDP, and spot auction.
Operators inspect lineage, audits, and online Redis payloads in one research console.
Quantile cold-chain models feed NP-hard organ routing under hard ischaemic deadlines.
Persistent researcher identity for Raja Ram M. across papers, software, and citations.
Unlock expert insights on hybrid quantum combinatorial optimization
Meet Raja Ram M. — main author behind Maer Sat 1.0, Taurnet 1.0, Arkham, and FeatLock — papers, live APIs, and open documentation from Zi Humana Research.
Latest work — papers, APIs & documentation
Hybrid Quantum Optimization — Combinatorial Optimization Problem: QAOA, Classical Refinement, and SMT Verification
Three-layer hybrid architecture for NP-hard combinatorial problems — NISQ QAOA sampling, classical greedy refinement, and SMT formal verification for maritime and logistics decisions.
Maer Sat 1.0 — Combinatorial Optimization Console
Fleet health, z3 safety proofs, AIS sample, and QPU refinement history — operator console for hybrid quantum-classical combinatorial optimization.
Maer Marine — Sign-in & marine data intelligence
Experience live marine data intelligence capture — sign in and explore the production Maer Marine console.
Maer Sat API documentation — ops & QPU fundamentals
GET /health, /fleet, /verify, /overview, and /quantum/* via same-origin /api/maersat proxy with laboratory JSON fallback.
Hybrid Quantum Optimization whitepaper on Zenodo
Full research report — three-layer pipeline, raw vs refined optimality ratio, and formal verification principles.
AgroSea GitHub projects board
Combinatorial optimization / Maer Sat programme — hybrid QAOA, classical refinement, SMT verification, and maritime ops stack.
Quantum Multipath Bonding: MPTCP Transport, Hybrid QKD/PQC Security, and Bell-State Traffic Intelligence
Layered platform bonding Multipath TCP, hybrid quantum security, and Bell-state traffic intelligence — maritime, remote, disaster-response, and enterprise backup paths.
Taurnet 1.0 — Quantum Multipath Bonding Console
Bonded session control, Bell-state path recommendation, BB84 session protection, and lab dashboard figures from the CDNER-X stack.
Taurnet API documentation — bonding & QKD fundamentals
GET /api/bonding/status, POST /api/quantum/optimize, and POST /api/qkd/generate via same-origin /api/taurnet proxy.
Quantum Multipath Bonding engineering report on Zenodo
Full research report — four-plane architecture, bonded paths, BB84 sifting, Bell-state counts, and application mapping tables.
CDNER-X GitHub projects board
Bonding engine, Bell-state path picker, BB84 sifting service, and Taurnet 1.0 laboratory stack — multipath connectivity programme.
Dynamic Yield Pricing for Equipment Rentals: Arkham Architecture, Operator Surfaces, and Laser Cleaning Fleet Case Study
Airline-style yield management for equipment leasing — RL elasticity, SDP lease pricing, and real-time auctions. Projected +29.6% fleet revenue.
Arkham 1.0 — Dynamic Yield Pricing Console
Estimator, partners, ops, and fleet tabs — live quotes, bookings, tracking, and machine release against the yield API.
Arkham API documentation — pricing & fleet fundamentals
Fleet, quote, booking, tracking, and release endpoints for integrators building on Dynamic Yield Pricing.
Arkham engineering report on Zenodo
Full research report — economic rationale, three pricing engines, operator surfaces, and laser-cleaning case study.
DYNPRIX GitHub projects board
Research programme projects for Dynamic Yield Pricing — implementation tracks, API surfaces, and release planning.
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, FastAPI, and the Nimbus actuarial benchmark.
FeatLock 1.0 — Feature Serving Console
Overview, lineage, leakage audit, feature importance, PIT training, and online Redis policy/claim lookups.
FeatLock API documentation — PIT serving fundamentals
Authentication, /api/featsrv proxy, online Redis lookups, PIT training, and leakage audit for integrators.
FEATSRV engineering report on Zenodo
Full research report documenting dual Dask/PySpark engines, REST surface, and intentional leakage traps.
StochVRP-Mesh — NP-hard organ transplant logistics
Quantile dwell/travel prediction fused with classical VRPTW and QAOA pathfinding under ischaemic cold-chain deadlines.
ColdMesh 1.0 — Organ logistics prediction console
Dwell, travel, and locker diversion models with cold-chain risk synthesis for time-critical organ delivery.
ColdMesh API documentation — fundamentals
Authentication, endpoints, payloads, and cold-chain risk synthesis for integrators.
Stay connected
What's New at Zi Humana — Raja Ram M. research releases, Maer Sat 1.0, Taurnet, Arkham, FeatLock, and open-access papers.