Buyer's Guide
A Visibility Timeout Can End While an AI Worker Keeps Running
Evaluate an SQS-backed AI task offer using the visibility boundary, every active processing attempt and the identity of each receive. For a Standard queue, temporary hiding does not establish exclusive processing or completed work. In the fictional case below, one message has two attempts overlapping for 14 seconds: the stated nonoverlap requirement fails, while the application outcome remains unproved.
Visibility gives the queue a temporary hiding period
SQS temporarily hides a received message while it remains in the queue. If it is neither deleted nor given a changed visibility period, expiration makes it available to be received again. For Standard queues, AWS also explicitly allows duplicate delivery within that period. The hiding mechanism therefore carries an at-least-once qualification; it is not an exclusive processing lock.
This comparison uses the current AWS Standard queue documentation checked October 21, 2026, rather than an immutable platform revision. An offer promising nonoverlapping AI work needs evidence about the processing attempts themselves. Queue availability and continued application execution are separate facts. A timer boundary alone supplies no observation that an earlier attempt ended.
References: [SQS-VIS]
Identify the message, the receive and the application work
AWS assigns a MessageId to a message. A ReceiptHandle identifies a particular receive, and receiving the same message again produces a different handle. A repeated message identity and a changed receive identity can therefore describe the same message at different receives.
The application also needs its own definition of work. In the example, work T means one intended inference result for a fixed input revision D and model revision R. The application mapping from message M to T is stipulated. Neither the spelling of a message identifier nor a receipt handle establishes that mapping or defines an acceptable result.
Finally, distinguish a receive from a processing attempt. An offer must connect them rather than assume that retrieving a message proves computation began. SQ246 explicitly supplies that connection and the active intervals. These distinctions let the buyer interpret a second receive without counting it as either a second original message or a second completed result.
References: [SQS-IDS]
SQ246: the earlier worker continues beyond second 30
SQ246 is an invented interval example, with no queue operation or worker test performed. All times are seconds on one common monotonic clock. There is one Standard queue message M, mapped to work T. The requirement is at most one active processing attempt for T at every instant in the illustrated interval.
At time 0, A receives M with handle H1 and a stipulated 30-second visibility period, and begins processing. No visibility change or deletion occurs before time 45. A remains active until time 45. A second receive by B at time 31, with a distinct handle H2, is separately stipulated. B begins processing then and remains active until time 55.
Treat each active interval as including its start and excluding its end. A occupies [0, 45); B occupies [31, 55). The original visibility boundary is 0 + 30 = 30 seconds. B's receive at 31 is a supplied event, not a promised redelivery time inferred from that boundary.
At second 32, both A and B are active. Their common interval is [31, 45), lasting 45 − 31 = 14 seconds. From 0 to 31 only A is active; from 31 to 45 both are active; from 45 to 55 only B is active. The visibility boundary at 30 does not change A's stipulated execution interval.
Return an explanation that accounts for both attempts
A useful returned explanation identifies M and its mapping to T, associates A with H1 and B with H2, states the original visibility boundary and accounts for both active intervals. The totals in this case are one original message, two receives, two handles and two processing attempts. The simultaneous active count at second 32 is two.
That account resolves the stated nonoverlap decision: SQ246 fails the requirement during the 14-second intersection. Calling A finished at second 30 would contradict the supplied processing record. Omitting A after B's receive would conceal the same overlap. The explanation can recognize the usefulness of temporary queue hiding while declining to treat its duration as a processing-duration promise.
If an offer supplies only receive times and a visibility setting, without processing intervals, the nonoverlap claim remains unproved. SQ246 reaches the stronger conclusion because its premises expressly establish continued execution. It does not infer overlap merely from two receive records, and it does not establish a general redelivery delay.
A deletion response leaves its own identity question
AWS's DeleteMessage contract warns that a request using an old receipt handle can succeed while the message might not be deleted. In SQ246, H1 is the earlier handle and H2 belongs to the later receive. If an offer subsequently cites a successful response associated with H1, that response alone cannot establish removal of M. This is a qualification on interpreting evidence, rather than a deletion procedure.
AWS also documents rare receipt of Standard queue messages after deletion. Its at-least-once explanation describes replicated copies: a copy on an unavailable server can remain and be returned later. Those documented possibilities do not determine what happened in SQ246; its premises supply no deletion result.
A queue response also identifies no accepted inference output in this case. Preserve the distinction between the service operation being reported and the application result the buyer needs.
References: [SQS-DELETE][SQS-ALO]
Ask separately what result the work delivered
The case supplies activity end times, with no output observations. Ending at 45 or 55 therefore establishes neither successful inference nor an accepted result. The available record supplies no count of application effects: zero, one and two would each add an unsupported conclusion.
For work T, request a returned account from the appointed application owner connecting each relevant attempt to its output, the fixed D and R references, and the agreed acceptance criteria. It should identify which result was accepted and account for incomplete or rejected output where relevant. A generic done label leaves that relationship unexplained.
If later evidence establishes one accepted result for T, that can resolve the stated result requirement within the evidence's scope. It cannot erase the earlier 14-second processing overlap. Likewise, one accepted result does not count every write, external action or other effect. A buyer requiring processing nonoverlap and a usable result needs support for both conditions; satisfying one does not repair a demonstrated failure of the other.
Keep a separate physical equipment package in its own scope
If the wider project includes a separately approved equipment work package, the related Complete Physical Infrastructure Deployment service and project inquiry provide a route to discuss receiving, rack integration, onsite installation, IT cabling and physical handoff records. Share a nonconfidential equipment, site and requested-stage outline to discuss scope and availability. SQS behavior and application-result acceptance remain with the appointed platform and application owners.
References: [L1]
Primary sources
- [SQS-VIS] AWS — Amazon SQS visibility timeoutChecked 2026-10-21. Current Standard queue visibility and renewed-availability semantics, including duplicate delivery during visibility. No FIFO conclusion is drawn.
- [SQS-IDS] AWS — Amazon SQS queue and message identifiersChecked 2026-10-21. Standard queue message identity and receive-specific handle identity; application work identity is separately stipulated.
- [SQS-DELETE] AWS — DeleteMessage API referenceChecked 2026-10-21. Old-handle response caveat and rare post-deletion receipt; used to interpret claims, without prescribing an API operation.
- [SQS-ALO] AWS — Amazon SQS at-least-once deliveryChecked 2026-10-21. Replicated-copy explanation of possible repeated delivery; supplies no particular redelivery instant or application outcome.
- [L1] Leviathan Systems — Complete Physical Infrastructure DeploymentChecked 2026-10-21. Physical stages and project-specific handoff scope for a separate equipment package; availability and included tasks require agreement.