Inventory Stored State Before Moving Responses Work to Converse

Separate conversations, items, files and search attachments before moving a document-assisted task to Bedrock Converse. Build an ownership and disposition record...

Before moving a document-assisted task from OpenAI Responses to Bedrock Converse, account for each stored object the task depends on. A conversation identifier does not contain the original file. Removing a search attachment does not delete that file. Reconstruct the context the target needs from permitted, versioned inputs, and keep source retirement as a separate decision.

The example here compares OpenAI Responses with gpt-4.1-2025-04-14, Conversations and hosted file-search dependencies against Bedrock Runtime Converse with us.anthropic.claude-haiku-4-5-20251001-v1:0, originating in us-east-1. The target candidate receives application-supplied text context. It does not import a provider conversation or search index. All task identifiers, records and outcomes below are fictional. No provider request, export, deletion or model evaluation was executed.

The reader's output is an ownership and disposition record for one task, not a universal session converter. The provider continuity and exit whitepaper owns the broader fallback and exit policy. This article examines the narrower object boundaries that can make an endpoint-only change incomplete.

Pin the API that will own the next turn

OpenAI's GPT-4.1 reference identifies the selected snapshot and Responses support. The GPT-4.1 feature guidance lists file search among its supported tools; the file-search guide describes the uploaded-file and vector-store dependencies. The source configuration is a declared comparison input, not evidence that an account currently permits every feature. Record the actual request revision, project, model and required feature access before evaluating a real task.

For the selected target, AWS's Haiku 4.5 model card lists Runtime Converse support and the US profile. It lists us-east-1, us-east-2 and us-west-2 as destinations when that profile is called from us-east-1. That source Region does not establish single-Region processing. The card does not list Responses support for this model. Do not combine the API column from one model with the profile from another.

Converse receives a messages array. AWS explains that the caller preserves conversational context by supplying the relevant conversation messages on subsequent requests. Its request contract does not provide an OpenAI conversation or previous_response_id import field. Converse request reference, Converse conversation context Copying a source identifier into text would tell the model a string; it would not retrieve that source object.

Other Bedrock paths differ. AWS documents a stateful Responses API for supported model/endpoint combinations, and separate session-management APIs. Neither is selected here. This comparison makes no claim that Bedrock as a whole is stateless, or that every API sharing the Responses name can read another provider's identifiers. Agents, AgentCore memory, Knowledge Bases, background execution, streaming, multimodal replay and reasoning-state transfer need their own review.

Separate an object inventory from an export

OpenAI Conversations provide a durable object whose items can include messages, tool calls and tool outputs. The application still needs its own task identity, actor, accepted document revision and current permissions. Native conversation and response IDs identify provider resources; they are not a business acceptance record.

Inspect more than the last answer. The official conversation-items implementation exposes retrieval, pagination, order and optional included content. For a real export review, record which pages and fields were obtained, the ordering, any unavailable item, and the cutoff used while new turns could still be arriving. Reaching a final page is not evidence of an atomic snapshot across concurrent updates. Establish a controlled cut or document the reconciliation needed.

A citation can name a file without supplying its bytes. File search also omits its search results by default unless requested through the documented include option. An answer with a filename therefore cannot establish which complete evidence was available. Preserve missing evidence as missing rather than reconstructing it from the generated answer.

The Files content operation returns file contents. The vector-store file content operation returns parsed content. Record which representation you obtained and compare it against the application's accepted source identity and revision. Parsed text can be useful without proving byte-for-byte recovery of the original document.

Content availability, permission to read it and permission to disclose it to the target are separate fields. An administrator's ability to export a file does not settle whether a task should use it, whether its retention period permits another copy, or whether the proposed processing locations are allowed. This is an engineering inventory, not a legal finding about ownership or erasure rights.

Check what a deletion operation actually removes

Two source operations have boundaries that an endpoint-migration checklist can miss. OpenAI's delete-conversation reference says the conversation's items are not deleted by that operation. A deleted conversation receipt therefore cannot close an inventory row for its items. Determine the item disposition before removing the container needed by the reviewed management path; this article does not establish a complete deletion sequence or post-deletion access behavior.

The vector-store file deletion reference removes the file from the named vector store without deleting the underlying File. Conversely, the Files deletion method describes deleting the File and removing it from all vector stores. Identify other consumers before selecting that broader operation. A file shared with a task that remains at the source cannot be retired solely because one migrating task no longer needs it.

Keep three statements apart: a requested operation, its documented object scope, and observed completion under the actual configuration. A receipt for one resource does not attest to every log, backup, downloaded copy or derived answer. The existing AI deletion article develops the broader cleanup and stale-reinsertion workflow. Do not repeat that entire workflow inside an API adapter.

Work one task through its state inventory

Consider fictional task T17: answer whether a cancelled order can be refunded under approved policy revision D7. The source has stored conversation C17 and response R17. Its file-search tool uses store VS-A with an attachment to File F17. The application retains D7 and the task record. A second task, T18, still uses F17 through VS-B.

D7 contains a general statement, “Requests within 30 days can be considered,” and a decisive exception, “Cancelled orders are excluded.” These are teaching text, not a commercial policy. The task requires both clauses, a D7 source reference and an answer held for application review. A source response that includes only the general clause cannot establish the intended result. No refund tool or customer action is part of this task.

The following inventory is supplied evidence for discussion. C17, R17, F17 and the other short labels are readable aliases, not valid provider identifiers to place in API requests. The phrase NOT EXECUTED applies to every export, target invocation and retirement action.

Application task T17, revision 4: The application owner retains the user's question, accepted D7 revision, current caller scope, answer requirements and pending status. Proposed treatment: keep this authoritative record and start a new candidate attempt linked to it. Source and target resource aliases remain separate. No answer or execution receipt has been accepted.
Canonical source D7: The document owner controls the approved revision and its permitted audience. The supplied example includes both the general rule and cancellation exception. Proposed treatment: assemble the bounded text needed by T17 only after current source and target-disclosure checks. No actual bytes, digest or export receipt is claimed.
Source conversation C17 and its items: The integration owner maps C17 to T17 in the source project. Item listing, ordering and completeness are unobserved. Proposed treatment: investigate or retain under the agreed policy, not send C17 as target context. Deleting C17 alone cannot establish item disposal.
Source response R17: The integration owner records it as a prior attempt associated with C17, not the authority for D7. A quoted answer is insufficient to recover a missing exception. Proposed treatment: retain only as permitted evidence of that attempt, with a separate response/item disposition. Its actual retrieval and retention settings are UNKNOWN.
Source File F17: The data owner must establish the mapping from F17 to D7, its current content and all relevant consumers. T18 still depends on it in this scenario. Proposed treatment: do not delete F17 under T17's migration scope. An export request, if separately authorized, must identify its representation and revision evidence.
Attachments VS-A/F17 and VS-B/F17: The retrieval owner distinguishes two associations to the same File. VS-A is used by T17; VS-B remains needed by T18. Proposed treatment: review VS-A separately after T17 stops depending on it. Detaching VS-A/F17 does not remove F17 or settle VS-B. No attachment or File deletion has occurred.
Candidate context K17 and operational copies: The application owner proposes K17 from the approved task and both D7 clauses. It is a new derived artifact, not an imported conversation. Security and operations owners must record target disclosure, request logging, local traces, cache/history serving and retention. Target invocation and answer-quality checks remain NOT EXECUTED.

This case supports planning a bounded reconstruction of T17. It does not support source-account retirement: T18's dependency alone prevents deleting F17 under the proposed scope. Continuation and retirement can have different dispositions. A task may be reconstructable while its source records must remain, or source records may be scheduled for expiry while the task cannot yet continue.

For K17, write down the exact evidence the new attempt should receive and what the application will accept. Here the supplied expectation is an answer that preserves the cancellation exclusion and names D7, without proposing a refund. The target has not produced such an answer. Replacing file search with application-supplied text changes the retrieval and context boundary, so evaluate it as a changed implementation rather than claim identical behavior from similar model output.

The retrieval-regression article explains how to compare source evidence, context and answer behavior. A large corpus or a task needing runtime search would require a retrieval design beyond this one-document case. Copying parsed content does not reproduce an old index's ranking or demonstrate that a new embedding space is compatible.

Challenge the plan with cases that change the disposition

Use these supplied opposing cases before collecting real records. Their expected decisions follow the declared task and object boundaries. They are not provider test results or a software evaluator's certification.

Only C17 and the last answer were preserved: HOLD reconstruction. The required D7 evidence and its current permission are absent. A readable answer and valid conversation alias cannot supply the missing source. The integration owner requests the approved document revision or narrows the supported task with its business owner.
F17 is readable, but the mapping resolves to D6: HOLD the D7 task. Byte access does not establish the required revision. The document owner resolves the mapping; the adapter must not relabel D6 as D7 because the filenames match.
Both D7 clauses exist, but target disclosure is unknown: HOLD target processing. Content completeness does not grant disclosure permission. The authorized owner must settle the route and data scope before any real request. Do not run a paid model call to discover whether the transfer was allowed.
T17 has a reviewed candidate, but T18 still needs F17: Keep F17 outside T17's deletion scope. Review only the named association if that is the approved change. A favorable T17 result does not authorize removal of another task's source dependency.
A supplied receipt says C17 was deleted: Keep item disposal unresolved. The documented conversation operation does not delete its items. Request object-specific scope and retention evidence rather than changing the overall inventory to “all source data deleted.”

Now stipulate the positive planning case: the accepted D7 revision is available, both clauses are retained, the caller and target-processing scope are approved within the fictional record, and T17 has no unresolved external effect. The integration owner can propose a separately authorized evaluation of K17 without external business actions. Such an evaluation can still incur inference charges and create configured logs. This does not establish a successful model result, real permission, complete provider export or finished deletion. The expected answer remains a test input until observed and reviewed.

Keep a filled record and a matching blank worksheet

Use one record per object or association. A shared File and each vector-store association need distinct rows because their owners and retirement effects can differ. An unknown field should state which observation is missing and who can obtain it. Avoid a single “portable” checkbox that merges reconstruction, copying and disposal.

This filled record describes the VS-A/F17 association. Its nine labels match the blank record below. Roles are fictional responsibilities, not named customer reviewers.

Task, record and accountable owner: T17, inventory revision 1, association record A17; fictional retrieval owner, with data-owner review for any wider File action.
Namespaced object identity: OpenAI source project P-A, vector-store file association VS-A/F17. Short labels are fictional aliases; a real record needs exact returned identifiers.
Authority, revision and dependencies: T17 requires D7. F17-to-D7 mapping is a supplied assumption here. VS-B/F17 serves T18 and must be retained under this scope.
Available representation and export evidence: No provider export executed. The association is an inventory reference; neither original File bytes nor parsed vector-store content is claimed as retrieved.
Current read and target-disclosure scope: Real caller/project permission and target disclosure are UNKNOWN. A separate authorized review must establish both before processing content.
Proposed target treatment: Do not import the association ID. Propose text context reconstructed from accepted D7 for T17; retrieval equivalence and actual target behavior remain untested.
Source disposition and retained copies: Review detachment of VS-A/F17 only after T17 no longer requires it and the owner authorizes the change. Retain F17/VS-B for T18. Conversation items, responses, logs and exports have separate records.
Evidence, readback and unresolved status: NOT EXECUTED for listing, export, target request and deletion. Need identity/consumer readback plus operation-specific evidence; no all-copy erasure conclusion.
Next action, stop and invalidation: Retrieval owner obtains a permitted object/dependency inventory for data-owner review. Stop on revision, permission or consumer conflict. New consumers, model/API changes or changed retention rules reopen the record.

Copy the blank version for each relevant object. Keep actual content out of a broadly shared review record; reference restricted evidence where a body is unnecessary.

Task, record and accountable owner: Enter the task, inventory revision, object-row identifier and responsible reviewer.
Namespaced object identity: Enter provider, account/project scope, object kind, parent or association where applicable, and exact identifier. Do not use a filename alone.
Authority, revision and dependencies: Identify the accepted source revision, what this object proves, and every known in-scope consumer. Mark incomplete coverage.
Available representation and export evidence: Distinguish reference, original content, parsed content, selected search result and generated answer. Record pages, ordering, cutoff and unavailable parts.
Current read and target-disclosure scope: Reference current source access and target-processing permission separately. Mark absent or denied evidence instead of assuming permission.
Proposed target treatment: Choose retain, reconstruct, rebuild, archive or hold, with a reason and the exact target API/model/profile/Region scope if relevant.
Source disposition and retained copies: State the requested operation, its documented boundary, other consumers, retention decision and stores outside that operation.
Evidence, readback and unresolved status: Separate planned checks, request receipts and observed results. Record NOT EXECUTED where appropriate and list remaining gaps.
Next action, stop and invalidation: Name the next evidence owner, review decision, stop conditions and changes that invalidate the record.

Review retention without turning defaults into erasure promises

OpenAI's conversation-state guidance distinguishes stored Response objects from Conversation items, which are not subject to the same 30-day TTL. Its data-controls documentation separately describes application state, abuse-monitoring retention, endpoint eligibility and exceptions. Do not apply one response setting or a familiar duration to every resource in the inventory.

Record the effective feature and account configuration rather than assume store: false disposes of old Conversations, Files or derived records. Files have their own manual-deletion and expiry controls. An observed absence from one application route also cannot settle provider retention obligations or copies outside that route. Obtain the appropriate account and data-owner evidence without placing secrets or private policy text in the public article.

Converse's content-storage description is not a whole-application no-retention guarantee. AWS also supports optional model invocation logging, which can collect inputs and outputs into configured CloudWatch Logs or S3 destinations. Application traces, history and exports are additional stores. Document the effective setup and each store's lifecycle; disabling future logging alone is not evidence that past copies were removed.

Source cleanup may be irreversible even when model routing is easy to reverse. Before any authorized deletion, establish which retained artifacts the fallback or investigation path needs, whether keeping them remains permitted, and what happens if a deletion response is lost. Leave uncertain operations unresolved for the owner. Do not recreate deleted material or repeat broader commands merely to make an inventory green.

The access-revocation article owns current entitlement across history, cached answers and direct downloads. Neither an export nor a migration authorizes indefinite reuse. A copy already delivered to a user is also outside a promise of universal recall. Mark these boundaries without pretending the worksheet itself proves compliance.

Choose a migration unit that the evidence can support

Keeping existing conversations on the source while admitting only new tasks to the candidate can reduce reconstruction work, but leaves two operating dependencies and their retention duties. Reconstructing a bounded active task can reduce that dependency, but requires source completeness, current permission and target-behavior evaluation. A new managed state service may be useful, but introduces another object model and lifecycle to review. None of these choices is established by changing a base URL.

For T17, the next useful action is a review of one complete state record, not an account-wide export. Have the integration owner and data owner resolve the F17-to-D7 mapping, the continuing T18 dependency and the permitted target-processing scope. Keep reconstruction held where those answers are missing. If they support a bounded candidate, define a separate evaluation without external business actions, with a predeclared cancellation-exception check and explicit stop conditions. Preserve the current route and evidence needed for an approved fallback; do not retire source resources as part of that test.

Use an AI integration review to turn the inventory into an owned implementation scope, or evaluation and observability work for the separate evidence and answer checks. Share object classes, the task requirement and unresolved decisions rather than live identifiers, private files or API credentials. This article authorizes no provider request, export or deletion.