A local pilot must test the complete specification handoff

The acceptance sheet should be signed before the partner presents the pilot results. GFT proposes six critical conditions: no unresolved geometry, rights, material or fit issue; every applicable required field present; receiving-CAD readback complete; and an identified release authority. These are minimum decision categories, not universal apparel tolerances. The accountable product team must add buyer-specific dimensions, permitted deviations and residual-risk decisions before testing. NIST explicitly does not prescribe an organisation's risk tolerance, so no generic AI framework score can supply the garment threshold.[S19]

A critical gate cannot be traded against a favourable average. A style with unresolved input permission is not rescued by correct panel geometry. A successful visual fit review is not rescued by, and cannot compensate for, an absent physical material record. A file that opens but loses notches or grading has not completed receiving-CAD readback. The release owner needs to see each condition independently. Composite scores would allow strong but irrelevant performance to conceal the precise reason a specification must remain on hold.

The team should distinguish critical release conditions from advisory improvement measures. Correction hours, candidate volume and elapsed calendar time inform value and manageability. They do not justify overriding a critical failure. Some conditions may be not applicable to a product family, but the reason must be recorded before that family is evaluated. An exception created after an unfavourable result is a change to the protocol. It needs independent review and a new decision, not silent editing of the original checklist.

Exhibit 53 shows the proposed route from permissions to the expansion decision. Every arrow represents a passed handoff, not an automatic transition. A failure returns to the responsible correction point with its evidence attached, while the last approved specification remains unchanged.

The flow also clarifies where evidence originates. Deterministic checks can detect defined schema or geometry failures, but they cannot establish cultural permission, buyer intent or physical comfort. Technician review can correct a pattern, but the correction must be logged rather than credited to generation. Physical checks can support material and fit acceptance within stated conditions, but they do not prove CAD exchange. Readback closes the information route, after which the accountable role decides whether the complete record permits release.

CLO's documentation lists Standard DXF, AAMA and ASTM options and controls for units, grading, notches, seam allowance and cutting or sewing lines.[S22] Those options make an exchange agreement concrete. They do not establish interoperability between the pilot's actual systems. The acceptance sheet should name the source and receiving releases, format, unit, size group and annotation conventions. The reviewer should compare reopened dimensions and required annotations with the approved source, recording pass, fail or a reasoned technician exception.

An exception needs boundaries. It should identify the affected field or feature, why the difference is acceptable, who approved it and whether the same exception may recur. Repeated manual repair of the same exchange defect is not a collection of independent passes. It is evidence of an unresolved workflow limitation. The pilot report should group such exceptions by cause and include the effort required to keep the route usable.

Release authority should remain explicit even when roles are combined in a small team. The person operating the model may also prepare a specification, but a separate review or documented compensating check should protect the critical decision. A partner can recommend, never self-authorise, production use. The final state should distinguish draft, technically reviewed, sample approved and released for the intended downstream purpose. No generated document should enter cutting merely because it has a complete filename or a polished cover.

The programme treats power and network reliability as design constraints, so the pilot should test degradation rather than assume continuous service. That programme statement is not a measurement of factory outages. Household electricity access and national internet use would not fill the evidence gap because they describe different boundaries. The local trial needs its own controlled interruption records and, later, operating observations from the intended site. Wider power and network architecture belongs to companion papers; this chapter concerns continuity of the specification handoff.

GFT recommends durable local copies of approved patterns, material records, tech packs and release histories. A controlled local repository should identify revision, approval state and the file or record digest used for integrity checking. The team must be able to open the last authorised specification without contacting the model provider. Read access alone is insufficient if the technician cannot continue a permitted manual edit, export through the qualified route or reconstruct why a revision was approved.

The recovery design should distinguish four interruption points: before input upload, during generation, after generation but before local validation, and during export or receiving-CAD readback. At each point, the record should show which artefacts exist locally, which external state is uncertain and what action is safe. A repeated submission after a timeout may create duplicate candidates or ambiguous revisions. A resumable transfer needs an attempt identifier and reconciliation rule, not merely a retry button.

A controlled recovery rehearsal can begin with an authorised style whose approved artefacts are already retained locally. The future pilot team should interrupt the external route at a planned step, verify that no unapproved candidate enters the release folder, reopen the last approved pattern and continue the manual path. When service resumes, the team should reconcile queued requests, model and integration versions, output identifiers and successor revisions before accepting any new candidate. The test result should record lost work, duplicates, unresolved states and reviewer actions without assigning invented recovery-time targets.

Version checks prevent a recovered service from silently changing the evaluation. If the provider model, connector or validation library changes during interruption, subsequent attempts belong to a new configuration until the impact is reviewed. NIST's generative-AI profile identifies value-chain and component-integration risks and supports lifecycle monitoring.[S20] For the maker, the practical response is to bind each output to the exact route that produced it and to rerun retained cases when a relevant component changes.

The manual fallback should preserve quality rather than create an emergency bypass. Core orders continue under the existing release rules, with the same physical checks and buyer approvals. Pilot work can pause when its evidence cannot be completed. Local continuity does not require running a foundation model on site, nor does it require owning every component. It requires the approved work, editable tools and decision records needed to operate without the unqualified dependency. That is the resilience condition procurement should test.

Exit is a workflow test, not a contractual slogan. The buyer should be able to retrieve approved geometry, grading, material links, artwork, construction instructions, configuration records and decision history in forms its own team can use. A compressed folder of proprietary files may satisfy a superficial export requirement while leaving the maker unable to reconstruct a garment. Portability therefore needs reopen evidence, semantic checks and an identified receiving owner for each artefact class.

The exit rehearsal should use retained approved work before dependence deepens. A reviewer receives the export in a controlled local environment, opens each artefact with the intended alternative or manual route, and compares required content with the release record. The team documents missing fields, unsupported features, conversion effort and any permission or retention constraint. This rehearsal does not require cancelling a service or executing a migration. It establishes whether the approved work remains usable if the relationship or component changes.

Exhibit 54 defines the proposed evidence pack. The entries are acceptance requirements to be rehearsed, not claims that a vendor currently supplies every format or that this lane has completed an export. CLO's documentation supports the need to specify DXF options and inspect the receiving result; it does not demonstrate this particular exit route.[S22]

Pattern and grading checks should compare meaning as well as coordinates. Units, panel identities, cut quantities, seam relationships, notches and size rules need to resolve to the same approved revision. Where the receiving system cannot preserve a feature, the exit record should identify the loss and the controlled reconstruction method. A technician's manual repair is a portability cost and a limitation. It should not be hidden by marking the file transfer successful.

Material and artwork portability requires links to evidence, not just embedded names. A material preset detached from its physical swatch and measurement record cannot support the same release decision. Artwork needs its authorised source, repeat geometry, placement and permission scope. If a service cannot export a generated intermediate representation, the buyer should know whether the remaining editable CAD and source records are sufficient for continued work. That answer depends on the intended future route, not on the quantity of downloaded files.

Decision and configuration history allow a new team to distinguish an approved correction from an unreviewed model output. TailorTrace illustrates the value of explicit pattern states and operation sequences in a research setting.[S15] GFT's exit contract extends the requirement across approvals and component versions. The record should retain who accepted each critical condition, which revision they saw and what later change would reopen their decision. Access controls and retention limits still apply; portability does not justify unrestricted copying of sensitive inputs.

Commercial review should cover export assistance, format limits, retention, deletion, support after termination and the treatment of uploaded content under the actual agreement. Those terms require current documents and jurisdiction-specific review where necessary. This chapter does not infer them from a product demonstration. The buyer's practical objective is narrower and testable: preserve an authorised manual route, reconstruct accepted specifications and avoid discovering irreplaceable records only after the service becomes unavailable.