Research & systems engineering
We connect identity, private data, AI workers, and remote devices into software people can operate. From a photo becoming a reviewed record to a network change backed by evidence.
What we build / 01
Remote-device operations, AI-assisted inventory, and service platforms share a practical need: moving information and actions reliably between systems.
01 / Cloud & edgeRemote infrastructure
Understand the path. Keep control.
Connect telemetry, field diagnostics, durable commands, and supervised recovery through assigned edges. Keep the operator informed and the device’s control path intact.
02 / Applied intelligenceAI inside the workflow
Turn private photographs into structured drafts with supporting research. Preserve owner corrections, show incomplete work, and keep a manual path available.
Explore the AI workflow03 / Service platformsFrom account to application
Connect verified accounts, organization workspaces, private storage, and background jobs. Bring service routing, HTTPS, and migration checks into the same engineering plan.
Explore platform engineeringSystems integration / 02
These anonymized examples draw on our engineering work. Each shows the systems involved, the handoff, and what makes the result dependable.
Connect device telemetry, an assigned edge, field diagnostics, and a durable command queue to one operator interface. Run a test from the remote site, retain the result, and use that evidence to decide whether a configuration change or supervised recovery is appropriate.
See the workflowSave original photographs in private storage, pass them to an identification worker, and return suggested attributes with research evidence to an editable draft. The owner corrects the record, chooses the price, and explicitly publishes the item.
See the workflowGive each physical item one identity, enforce an exclusive reservation, group checkout by seller, and send status changes through a durable notification outbox. Share pickup details only at the authorized stage and track the handoff separately from payment.
See the workflowHow we work / 03
MSB is an independent research and development lab, established in 2024. We work across the interface, service, worker, and data layers because a useful outcome depends on their connections.
Inside the labIdentify the source of truth, the people who approve changes, and the system responsible for each step.
Make waiting, retries, partial results, and recovery part of the workflow, with clear limits on automated actions.
Check the public route, retained state, and completed handoff. Keep evidence that explains what happened.
Start a conversation
Tell us which systems are involved, where the handoff breaks down, and what a useful outcome would look like. That’s a good place to start.