Quantum computing

Quantum teams produce papers, circuits, calibration data and experiment logs, much of it proprietary research.

The challenge

• Results from earlier runs are hard to find again.
• Calibration drift is noticed late.
• Group knowledge is scattered across notebooks and chats.

Why SrvDB fits

• Lab-notebook search and Q&A over the group’s own material.
• Calibration and run similarity: compare snapshots stored as vectors.
• Local and private for unpublished research.

Five projects, five levels

Each project has its own page: the problem, how SrvDB powers it, what changes, architecture, use cases, core code and limits.

Level	Project	What it does
1 · Beginner	Lab Notebook Search	Search the group’s notes, papers and run summaries.
2 · Intermediate	Lab Q&A Assistant	Answers questions from the group’s own knowledge with citations.
3 · Advanced	Calibration Drift Detector	Compares calibration snapshots stored as vectors to catch drift.
4 · Expert	Experiment Memory Agent	An agent remembering runs, plots and decisions across experiments.
5 · Frontier	Circuit Similarity Research	Research platform for circuit embeddings and similarity search.

Caution

SrvDB is classical software: it stores ordinary vectors describing experiments and runs on regular computers, not on quantum hardware.

Coming soon

Runnable reference implementations of these projects are in progress.