The future of computing is now
Inventing What's Next
Data-T Research is helping solve problems at the frontier of science — from Hybrid Quantum Optimization and Muskan Sharma's Argo Mesh 1.0 programme to Quantum Multipath Bonding, Dynamic Yield Pricing, FEATSRV, and NP-hard organ logistics.
Recent news
Argo Mesh 1.0 — Hybrid optimization console for QAOA, refinement, and z3 verification
Hybrid Quantum Optimization: Combinatorial Optimization Problem
Three-layer hybrid architecture — NISQ QAOA sampling, classical refinement, and formal SMT verification for NP-hard routing, scheduling, and resource allocation.
Open access archive — Hybrid Quantum Optimization on Zenodo
Muskan Sharma — Main Researcher, Research Programmer, and Scientist at Data-T
Complete portfolio — Argo Mesh 1.0, Hybrid Quantum Optimization, Taurnet / Yield Mesh / FeatLock APIs, technical blogging, ORCID, LinkedIn, GitHub AgroSea, and dt@data-t.uk.
Taurnet 1.0 — Multipath bonding console for sessions, path optimisation, and BB84 protection
Quantum Multipath Bonding: MPTCP, QKD, and Hybrid Traffic Intelligence
Bond Multipath TCP transport, hybrid QKD/PQC security, and Bell-state path optimisation for maritime, remote, and enterprise connectivity.
Dynamic Yield Pricing: Real-Time Dynamic Pricing and Yield Management for Laser Cleaning Equipment Leasing
Airline-style yield management for equipment rentals — RL elasticity, SDP contracts, and spot auctions. Projected +29.6% fleet revenue and +16 pp utilisation.
Yield Mesh 1.0 — Dynamic pricing console for fleet quotes, booking, and release
Point-in-Time Feature Serving in Actuarial Data Science: Foundations, Leakage Dynamics, and FEATSRV
Leakage-free PIT as-of joins for SCD Type 2 actuarial entities — Feast, Redis, PySpark, FastAPI, and the Nimbus synthetic benchmark.
FeatLock 1.0 — Feature serving console for lineage, leakage audit, and online Redis lookups
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.
Organ Mesh 1.0 — Advanced Prediction Console for Organ Logistics
Arkham operator surfaces — customer estimator, partners console, and API docs
Data lineage from Parquet sources through PIT store to actuarial models
Classical VRPTW ischaemic time windows across organ types
Open access archive — Dynamic Yield Pricing research report on Zenodo
Open access archive — FEATSRV engineering report on Zenodo
Tools + Code
Hybrid Quantum Optimization
QAOA sampling, classical refinement, and formal SMT verification for NP-hard combinatorial problems.
View project →Argo Mesh 1.0
Live optimization console — overview, z3 proof, AIS fleet, and QPU history via /api/argomesh.
View project →Quantum Multipath Bonding
MPTCP transport, hybrid QKD/PQC security, and Bell-state path optimisation.
View project →Taurnet 1.0
Live bonding console — sessions, path optimisation, and BB84 via /api/taurnet.
View project →Muskan Sharma · MS
Main Researcher portfolio — papers, APIs, blogging, ORCID, LinkedIn, GitHub AgroSea, and dt@data-t.uk.
View project →Dynamic Yield Pricing
Arkham yield management — RL, SDP, and spot auctions for equipment rental fleets.
View project →Yield Mesh 1.0
Live pricing console — customer booking, internal ops, and /api/yieldmesh proxy.
View project →FEATSRV Point-in-Time
Leakage-free point-in-time feature serving for insurance — Feast, Redis, PySpark, FastAPI, and Nimbus.
View project →FeatLock 1.0
Feature serving dashboard — lineage, leakage audit, feature importance, PIT training, and online lookups.
View project →Organ Mesh 1.0
Live prediction console — dwell, travel, and locker diversion with cold-chain risk synthesis via /api/coldmesh.
View project →