Decompose the Task and Verify the Contract
For a hypothetical support assistant, separate input intake, order lookup, draft generation, validation, and agent approval. Define each stage’s completion criteria; keep refunds and message delivery behind separate authorization. When using NexoToken for model API access, consult the current main platform documentation to confirm whether the selected interface supports streaming and how it signals errors and completion. Implement that contract explicitly. A closed connection alone should not satisfy your application’s success criteria.
Set Boundaries for Text, Images, and Audio
Keep the original text and a task identifier; display incoming text as an unfinished draft. If a hypothetical ticket includes a screenshot, confirm image input support and validate extracted order details before using them. Request clarification when required details remain uncertain. For a hypothetical voice complaint, separate audio intake, transcription, and reply generation according to supported capabilities. Pause downstream work if transcription is incomplete. If audio output is required, check playback separately before marking delivery complete.
Build Evaluation Cases and Check Throughput
Prepare deidentified tickets covering missing details, unclear screenshots, and ambiguous speech. Define acceptable replies and required clarification for each case. Simulate disconnects, timeouts, and parsing failures in a client or proxy you control, then record actual outcomes. Increase concurrency gradually while tracking time to the first usable fragment, total task duration, queue length, and unfinished tasks. Set acceptance criteria before running checks. If queues keep growing, limit intake; if consumers fall behind, bound buffering and cancel stale work.
Recover According to the Failed Stage
Assign a stable business task identifier and a separate identifier to each generation attempt. After a disconnect, mark partial text incomplete; start a separate draft unless documented continuation semantics permit resumption. Retry only eligible failures, with bounded attempts and waiting intervals; correct input or authorization errors first. Require completion, field checks, and agent approval before sending. In a hypothetical interrupted refund explanation, never infer that a refund occurred. Reconcile account platform credits and usage history separately: an incomplete display does not establish whether usage occurred.
Sources & further reading
NexoToken platform and community
Platform website: https://www.nexotoken.net/
QQ community group: 822274386
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