Retry AI qualifier failures once
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@@ -104,6 +104,7 @@ As of 2026-07-29:
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- Sonnet 4.6 can return `rewrites` as a JSON string instead of a list. `validate_rewrites()` in `src/vk_parser_app/workers/ai_writer.py` now parses stringified `rewrites` before validation.
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- 2026-07-30 incident: post `2348` was retried 983 times by AI writer because automatic claim included `rewrite_status='failed'`; estimated internal cost was `$16.465977`. Live setting `ai_writer_enabled` was switched to `false` manually to stop spend. Automatic AI qualifier/writer claims must not include `failed`; failed posts require an explicit manual reset to `pending`. AI writer/qualifier keep running after a failed batch, show the error on `/workers`, and send a Telegram alert via daily-report/TG-poster bot recipients.
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- Sonnet 4.6 may return `category_id=18` (`Не целевой контент`) with empty `text` and the explanation in `notes`. This is valid AI rejection, not a writer error; `validate_rewrites()` allows short/empty text only for non-target category.
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- AI qualifier has exactly one automatic retry: after the first failed qualification batch, affected posts are returned to `qualification_status='pending'`; after the second failed batch for the same post, they stay `failed` and are not claimed again automatically.
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## Prompt Architecture
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