Deep-dive meet
A full-community session unpacks the problem and maps it to the right quantum method: the "is this even quantumizable?" conversation.
Building together
Case studies we build together
Living deep-dives.
Our case studies aren't finished products for sale. They're living deep-dives the community nurtures. We unpack a real problem in an open meetup, then take it into focused, objective-driven meets where smaller groups carry it toward a prototype. AgriTech, drug discovery and routing are where our founders are focused first.
01 / the flow
From idea to working group.
Objective meet
A smaller group meets with a specific objective: formulate the QUBO/Hamiltonian, pick the algorithm, define a measurable milestone.
Working group
A small team nurtures the case study between meets, prototyping on cloud QPUs and reporting back to the community.
02 / active cases
Real problems mapped to quantum methods.
AgriTech
National weather models forecast on 10 to 100 km grids: right for the district, wrong for the farmer. Can quantum bring microclimate forecasting and catalysis (nitrogen fixation) to field resolution?
Method: Simulation · VQE / hybrid grids
Aim: Per-field irrigation & yield-risk windows
Drug Discovery
Exact classical simulation of a 100-electron compound is physically impossible. Can we simulate binding affinity and conformation well enough to shortlist candidates before the lab?
Method: Molecular simulation · VQE
Aim: Shortlist candidates, faster screening
Routing & Optimization
50 cities produce more route permutations than there are atoms in the observable universe. Can we optimise fleet routing (fuel, driver hours, port dwell) where classical solvers time out?
Method: Optimization · QAOA / QUBO
Aim: Cheaper routes on live cargo networks
03 / The Quantumizable Framework
Is it even a quantum problem? Four tests.
Exponential state space
The problem grows combinatorially, not linearly.
Structured interference
There's a pattern amplitudes can reinforce or cancel.
Small in, small out
Little data in, a short answer out, so I/O isn't the bottleneck.
Intractable today
No classical heuristic already solves it well enough.
04 / How we work these problems
The algorithms we run live on a cloud QPU.
QAOA
Alternating cost & mixer layers walk the solution landscape. Hybrid: CPU tunes angles, QPU scores candidates.
VQE
The workhorse of NISQ-era chemistry. QPU measures energy, CPU nudges the atoms, converging to the ground state.
Grover
An oracle marks the target; amplitude amplification lifts its probability. Quadratic: √N, not exponential.
QRNG & QKD
Harvest genuine physical randomness from measurement: no seed, no pattern. Already shipping commercially.
QML
Project cluttered data into a high-dimensional space for separations invisible in the original dimensions.
Shor & PQC
Cryptography, code-breaking and Shor's algorithm in depth, plus the post-quantum migration.
Bring us a challenge!
Have a problem from your own domain?
Bring it to a meet. If it passes the four tests, we'll spin up an objective meet around it.