Show the language model's opinion on a message #15

Merged

jcoffey-dev merged 1 commits from feature/llm-opinion into main

2026-09-23 05:39:19 +00:00

jcoffey-dev commented

2026-09-23 05:19:44 +00:00

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When inbuxa-server's AI spam classification is on, it records the model's
answer in an X-Spam-LLM header: a tag (LLM_[_]) and,
in parentheses, the model's explanation. The full message now asks for it,
and where it's there:

the message details show "Language model's opinion" beside the spam
filter's own working, with category, confidence and explanation;
a message in Junk carries a banner saying the same.

Both say it's one of several signals the spam filter weighed, never the
reason on its own, as the server's spec requires. The explanation is model
output and is only ever rendered as text. Nothing shows without the header,
so a server without the feature, or with it off, looks as before.

Translations: two new strings, "Language model's opinion" and "One of
several signals the spam filter weighed", in all eight catalogues (16
entries). Category and confidence come from the server and aren't
translated.

Summary

Related issues

Translations

Testing

Screenshots

When inbuxa-server's AI spam classification is on, it records the model's answer in an X-Spam-LLM header: a tag (LLM_<category>[_<confidence>]) and, in parentheses, the model's explanation. The full message now asks for it, and where it's there: - the message details show "Language model's opinion" beside the spam filter's own working, with category, confidence and explanation; - a message in Junk carries a banner saying the same. Both say it's one of several signals the spam filter weighed, never the reason on its own, as the server's spec requires. The explanation is model output and is only ever rendered as text. Nothing shows without the header, so a server without the feature, or with it off, looks as before. Translations: two new strings, "Language model's opinion" and "One of several signals the spam filter weighed", in all eight catalogues (16 entries). Category and confidence come from the server and aren't translated.  ## Summary  ## Related issues  ## Translations  ## Testing  ## Screenshots

jcoffey-dev added 1 commit 2026-09-23 05:19:44 +00:00

Show the language model's opinion on a message

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e4926cfa7d

When inbuxa-server's AI spam classification is on, it records the model's
answer in an X-Spam-LLM header: a tag (LLM_<category>[_<confidence>]) and,
in parentheses, the model's explanation. The full message now asks for it,
and where it's there:

- the message details show "Language model's opinion" beside the spam
  filter's own working, with category, confidence and explanation;
- a message in Junk carries a banner saying the same.

Both say it's one of several signals the spam filter weighed, never the
reason on its own, as the server's spec requires. The explanation is model
output and is only ever rendered as text. Nothing shows without the header,
so a server without the feature, or with it off, looks as before.

Translations: two new strings, "Language model's opinion" and "One of
several signals the spam filter weighed", in all eight catalogues (16
entries). Category and confidence come from the server and aren't
translated.

jcoffey-dev merged commit 119548090e into main

2026-09-23 05:39:19 +00:00

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Reference: inbuxa/ihasmail-inbuxa#15