Æ Hive Research is helping solve problems at the frontier of science with quantum-centric optimization — from hybrid combinatorial optimization and quantum multipath bonding to dynamic yield pricing, point-in-time actuarial feature serving, and NP-hard organ logistics.
Three-layer hybrid architecture — NISQ QAOA sampling, classical refinement, and SMT/Z3 formal verification for NP-hard routing, scheduling, and allocation.


Author portfolio for Mike Swain — Hybrid Quantum Optimization, Opti Mesh 1.0, Taurnet 1.0, Quantum Multipath Bonding, Dynamic Yield Pricing, Feat Mesh 1.0, FEATSRV, Organ Mesh 1.0, and open Zenodo archives.
Bond satellite, cellular, and fiber paths with hybrid QKD/PQC security and laboratory Bell-state traffic intelligence for maritime, mining, and enterprise continuity.

Airline-style yield management for equipment fleets — RL elasticity, SDP contracts, and spot auctions. Projected +29.6% revenue and +16 pp utilisation.



Leakage-free SCD Type 2 as-of joins with Feast, Redis, PySpark, and FastAPI — plus the Nimbus actuarial benchmark.



Quantile-regression dwell/travel prediction fused with classical VRPTW and QAOA pathfinding under ischaemic cold-chain deadlines.


Main Author, Research Programmer & Scientist — papers, APIs, blogging, ORCID, LinkedIn, GitHub.
View project →Sign-in and marine data intelligence live capture experience — AIS / fleet continuity on maer-marine.q-dit.com.
View project →Hybrid Quantum Optimization — NISQ QAOA, classical refinement, and Z3 verification.
View project →Hybrid quantum optimization laboratory console — QAOA, refine, and z3 verify via /api/optimesh.
View project →Arkham yield management — RL elasticity, SDP contracts, and spot auctions for laser-cleaning fleets.
View project →Live partner console — offerings, sales, on-call jobs, customers, and fleet inventory via /api/dynprix.
View project →Leakage-free actuarial feature store — Feast, Redis, PySpark, FastAPI, and Nimbus SCD Type 2 packs.
View project →Live feature console — online Redis lookups, PIT training, leakage audits, and feature importance.
View project →Live prediction console — dwell, travel, and locker diversion with cold-chain risk synthesis from the organos research stack.
View project →NP-hard organ transplant logistics — quantile models, classical VRPTW, and QAOA pathfinding.
View project →Open-access Dynamic Yield Pricing report doi:10.5281/zenodo.21873050 — Mike Swain · AE Database & Quantum R&D Center.
View project →