Langhui
QUALITY & DELIVERY

Quality is a jointly confirmed record

Buying and research teams should see the same boundary: task, processing scope, authorization, format, version, and acceptance. Evidence is provided inside authorization and confidentiality limits.

Fit

Task and scene

What model or robot task, which scene, which stage — written into the project note first.

Process

Steps that occurred

Capture, processing, annotation, and review follow the agreement. Steps that did not happen are not sold as delivered capability.

Rights

What can be provided

What can be evaluated now, and what needs confirmation inside the project boundary.

Format

Deliverable shape

Medical imaging default is DICOM; nii.gz, NRRD, TXT, and Excel can be discussed. DICOM-SEG / RTSTRUCT, WSI, video, and NLP need a separate agreement.

Version

Traceable delivery

Data, notes, and quality records are delivered to the confirmed scope.

Acceptance

Criteria, not slogans

Check rules, sampling, and pass conditions are aligned in the contract stage. Dice, IoU, and Kappa are not default built-in promises.