Scale research through governance
Mike S. (Mike Swain) — Main Author, Research Programmer, and Scientist at AE / Æ Hive — leads Hybrid Quantum Optimization, Quantum Multipath Bonding and Taurnet 1.0, Dynamic Yield Pricing and Yield Mesh 1.0, FEATSRV and Feat Mesh 1.0, and StochVRP-Mesh organ logistics: open papers, blogging, and production-ready APIs — latest first.
Mike S.
Main Author · Research Programmer · Scientist · AE Database & Quantum R&D Center · Æ Hive
Designs and ships end-to-end research systems — from hybrid quantum optimization and quantum multipath bonding to dynamic yield management, temporal feature theory, and FastAPI surfaces — so maritime continuity, equipment fleets, actuarial models, and organ logistics train and serve on leakage-free, reproducible definitions.
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More from the portfolio
Additional papers, docs, blogging, and open-access archives — latest first.
Latest research & APIs
Papers, public APIs, documentation, and open archives from Mike Swain — Main Author, Research Programmer, and Scientist at Æ Hive. Newest work appears first.
Opti Mesh 1.0 — Hybrid Quantum Optimization Laboratory Console
Overview health, z3 safety proofs, AIS fleet, and QPU raw→refined optimality — via /api/optimesh. Main Author Mike S.
Hybrid Quantum Optimization: Combinatorial Optimization Problem
NISQ QAOA sampling, classical refinement, and SMT/Z3 verification for NP-hard routing, scheduling, and allocation. Main Author Mike S.
Zenodo archive — Hybrid Quantum Optimization report
Taurnet 1.0 — Quantum Multipath Bonding Laboratory Console
Bonding status, Bell-state path optimization, and BB84 QKD generation — laboratory dashboard via /api/taurnet. Main Author Mike S.
Quantum Multipath Bonding: MPTCP, QKD, and Hybrid Traffic Intelligence
Layered multipath transport, hybrid QKD/PQC security, and Bell-state traffic intelligence for maritime, mining, and enterprise continuity.
Zenodo archive — Quantum Multipath Bonding report
Yield Mesh 1.0 — Dynamic Yield Pricing Partner Console
Live partner console for offerings, sales, on-call jobs, customers, and fleet inventory — authored by Mike S. as Main Author.
Dynamic Yield Pricing: Real-Time Yield Management for Laser Cleaning Equipment Leasing
Airline-style yield management — RL elasticity, SDP contracts, and spot auctions. Projected +29.6% revenue and +16 pp utilisation.
Zenodo archive — Dynamic Yield Pricing report
Feat Mesh 1.0 — Point-in-Time Feature Serving Console
Live operator console for online Redis lookups, PIT training previews, leakage audits, and feature importance — authored by Mike S.
FEATSRV: Point-in-Time Correct Feature Serving for Insurance Without Data Leakage
Leakage-free SCD Type 2 as-of joins with Feast, Redis, PySpark, and FastAPI — plus the Nimbus actuarial benchmark.
Feat Mesh 1.0 API documentation
Organ Mesh 1.0 — Advanced Prediction Console for Organ Logistics
StochVRP-Mesh: Stochastic Prediction and NP-Hard Routing for Time-Critical Organ Transplant Logistics
Organ Mesh 1.0 API documentation
Zenodo archive — FEATSRV Point-in-Time report
Zenodo archive — StochVRP-Mesh organ logistics report
Æ Hive Research — blogging, tools, and latest project news
Top research technology
Innovation makes an impact when operators see results. Explore the Mesh products and papers recognised across Æ Hive's open research portfolio — verified in the lab and archived on Zenodo.
Opti Mesh 1.0
Hybrid quantum optimization console — QAOA sampling, classical refinement, and z3 verification.
Hybrid Quantum Optimization
Combinatorial QAOA with classical refine and SMT/Z3 proofs for NP-hard allocation problems.
Taurnet 1.0
Multipath bonding laboratory console — Bell-state path optimization, BB84 QKD, and /api/taurnet proxy.
Quantum Multipath Bonding
MPTCP sessions across satellite, cellular, and fiber with hybrid QKD/PQC and traffic intelligence.
Yield Mesh 1.0
Live dynamic pricing console — partner offerings, fleet yield, bookings, and short-TTL quotes.
Dynamic Yield Pricing
RL elasticity, SDP contracts, and spot auctions for perishable equipment inventory.
Feat Mesh 1.0
Live feature serving console — online Redis lookups, PIT training, leakage audits, and importance charts.
FEATSRV
Point-in-time actuarial feature store — Feast, Redis, PySpark, FastAPI with leakage audit and Nimbus packs.
Organ Mesh 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.
Top research products
Recognised among Æ Hive's open research portfolio — advancing multipath bonding, hybrid feature serving, organ logistics, and reproducible Zenodo archives.
Opti Mesh 1.0 API
Hybrid quantum optimization console — QAOA sampling, classical refinement, and z3 verification via /api/optimesh.
“GET /overview — POST /optimize — z3 safety proofs.” — API · Sep 2026
Hybrid Quantum Optimization
Combinatorial QAOA, classical refinement, and SMT/Z3 verification for NP-hard routing, scheduling, and allocation.
“Three-layer hybrid — NISQ · refine · verify.” — NP-hard · Sep 2026
Taurnet 1.0 API
Quantum Multipath Bonding laboratory console — bonding status, Bell-state optimize, and BB84 QKD via /api/taurnet.
“GET /bonding/* — POST /quantum/optimize — BB84 key generation.” — API · Sep 2026
Quantum Multipath Bonding
MPTCP multipath transport, hybrid QKD/PQC security, and Bell-state traffic intelligence for maritime, mining, and enterprise continuity.
“Layered bonding — satellite, cellular, and fiber under one session.” — NP-hard · Sep 2026
Yield Mesh 1.0 API
Live dynamic yield pricing console — partner offerings, sales, on-call jobs, customers, and fleet inventory via /api/dynprix.
“GET /fleet/* — POST /pricing/quote — booking complete loop.” — API · Aug 2026
Dynamic Yield Pricing
Airline-style yield management for equipment fleets — RL elasticity, SDP contracts, and spot auctions for laser-cleaning rentals.
“+29.6% revenue — +16 pp utilisation on a 50-unit portfolio.” — NP-hard · Aug 2026
Feat Mesh 1.0 API
Live feature console — online Redis lookups, PIT training previews, leakage audits, and importance via the Feat Mesh surface.
“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 — dual Feast/Dask and PySpark PIT engines.” — NP-hard · Aug 2026
Feat Mesh Docs
Operator and developer documentation for Feat Mesh 1.0 — auth, endpoints, PIT training, and audit workflows.
“Same-origin docs for the live feature console.” — Docs · Aug 2026
Organ Mesh 1.0 API
Live organ logistics console — dwell, travel, and locker diversion predictions with cold-chain risk synthesis.
“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 — VRPTW + QAOA under ischaemic windows.” — NP-hard · Jul 2026
Organ Mesh Docs
Documentation for Organ Mesh 1.0 prediction routes, cold-chain risk synthesis, and console workflows.
“Guides for operators and integration partners.” — Docs · Jul 2026
Tools + Code
Public APIs, documentation, and open research surfaces from Mike S. — accessible from Æ Hive infrastructure.
Opti Mesh 1.0
Hybrid quantum optimization console — QAOA, refine, and z3 verify via /api/optimesh.
View project →Combinatorial Optimization
Hybrid Quantum Optimization research — NISQ QAOA, classical refinement, and Z3 verification.
View project →Taurnet 1.0
Multipath bonding laboratory console — bonding status, Bell-state optimize, and BB84 QKD generation.
View project →Quantum Multipath Bonding
MPTCP, hybrid QKD/PQC, and Bell-state traffic intelligence for maritime and enterprise continuity.
View project →Yield Mesh 1.0
Live partner console — offerings, sales, on-call jobs, customers, and fleet inventory via /api/dynprix.
View project →Dynamic Yield Pricing
Arkham yield management research — RL elasticity, SDP contracts, and spot auctions for laser fleets.
View project →Feat Mesh 1.0
Live feature console — online Redis lookups, PIT training, leakage audits, and feature importance.
View project →FEATSRV · Point-in-Time
Leakage-free actuarial feature store — Feast, Redis, PySpark, FastAPI, and Nimbus SCD Type 2 packs.
View project →Feat Mesh Docs
API documentation for Feat Mesh 1.0 endpoints, auth, and operator workflows.
View project →Organ Mesh 1.0
Live prediction console — dwell, travel, and locker diversion with cold-chain risk synthesis.
View project →StochVRP-Mesh Research
NP-hard organ transplant logistics — quantile models, classical VRPTW, and QAOA pathfinding.
View project →Organ Mesh Docs
API documentation for Organ Mesh 1.0 prediction and risk synthesis routes.
View project →GitHub · A-Eq
Open research and platform code from AE Database & Quantum R&D Center.
View project →Get API access
Request production API access for Æ Hive risk and research surfaces.
View project →Risk Management
Financial services risk management — quantum-ready portfolio optimisation workflows.
View project →Mike Swain— Main Author, Research Programmer & Scientist
Mike S. (Mike Swain) leads research programmes at AE Database & Quantum R&D Center / Æ Hive as Main Author, Research Programmer, and Scientist. He architects end-to-end bonding, actuarial, yield-management, and logistics experiment pipelines — from multipath transport and temporal feature theory to FastAPI surfaces, operator consoles, blogging, and open Zenodo archival.
His portfolio spans Quantum Multipath Bonding / Taurnet 1.0, Dynamic Yield Pricing / Yield Mesh 1.0, point-in-time actuarial feature serving (FEATSRV / Feat Mesh 1.0), NP-hard organ transplant logistics (StochVRP-Mesh / Organ Mesh 1.0), leakage science with Nimbus benchmarks, and research hub blogging. Connect via ORCID, LinkedIn, GitHub, or ae@a-eq.com.
Key contributions · latest first
- Opti Mesh 1.0 — Hybrid Quantum Optimization API
- Hybrid Quantum Optimization — Combinatorial Optimization Problem
- Taurnet 1.0 — Quantum Multipath Bonding API
- Quantum Multipath Bonding — MPTCP & Hybrid Traffic Intelligence
- Yield Mesh 1.0 — Dynamic Yield Pricing API
- Dynamic Yield Pricing — Equipment Yield Management
- Feat Mesh 1.0 — Point-in-Time Feature Serving API
- FEATSRV — Point-in-Time Feature Store
- Feat Mesh 1.0 Documentation
- Organ Mesh 1.0 — Organ Logistics Prediction API
- StochVRP-Mesh — Organ Transplant Logistics
- Organ Mesh 1.0 Documentation
Smarter impact powered by Æ Hive
QAOA sampling with classical refinement and Z3 proofs for NP-hard routing and allocation.
Continuity across LEO beam hand-offs and coastal cellular with bonded satellite paths.
Airline-style yield management lifts revenue and utilisation on perishable laser-cleaning inventory.
Leakage-free point-in-time joins with sub-10 ms Redis lookups and audit-grade Nimbus packs.
Quantile dwell/travel prediction fused with VRPTW and QAOA under ischaemic cold-chain deadlines.
Connect on hybrid quantum optimization, multipath bonding, yield management, and organ logistics
Papers, Opti Mesh and Taurnet APIs, Yield Mesh, Feat Mesh and Organ Mesh consoles, blogging, and open-access research programming from Æ Hive.
Stay connected
What's New at Æ Hive newsletter — updates from Mike S.'s research programme, Opti Mesh and Taurnet releases, Yield Mesh and Feat Mesh APIs, Organ Mesh consoles, and papers.
Or email ae@a-eq.com · ORCID