A title call that could not survive a model that thinks
Reported: chat names never regenerate after the first reply. They were regenerating; the request was being made and the answer thrown away. `complete()` returns `message.content` verbatim, and a model that emits `<think>` inline puts its thinking in exactly the field the title is read from. So the title came back as "<think>Okay, the user wants a short title for" -- or, once the too-long guard caught that, as the first prompt trimmed, which is indistinguishable from titling never having run. That is what was being seen. Underneath it, `max_tokens: 24`. Ample for six words, and nowhere near enough for a model that reasons first: the budget goes on thinking and the content field comes back empty or holding an unclosed tag. Too small is not a shorter title, it is no title at all. Both fixed: the reply goes through `reasoning.strip_reasoning`, and the budget is `TITLE_MAX_TOKENS` with room to think. Reproduced first against the four shapes an endpoint actually answers with -- three of them were broken -- and the tests are written from those. What I did *not* do is ask for a low reasoning effort on the call, which would make it much cheaper and was the obvious move. `reasoning_effort` and `chat_template_kwargs` appear only where somebody has opted in, so that a provider strict about unknown parameters sees exactly the request it always did. An LLMError here is caught and turned into a fallback title -- so a 400 would be titling silently switching itself off, which is the failure this commit exists to fix. The token budget makes the room instead. The shipped prompt now asks for a leading emoji, as requested. Asked for rather than assumed: a model that ignores it gives a title without one, and an administrator who does not want them clears the word. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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+38
-10
@@ -33,6 +33,13 @@ FORWARDED_PARAMS = frozenset(
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MAX_TITLE_LENGTH = 60
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# What one title call may spend. A title is a handful of words; the rest of this
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# is headroom for a model that thinks before it answers, which is most of the
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# interesting local ones. Too small is not a shorter title -- it is no title at
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# all, because the thinking consumes the budget and the content field comes back
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# empty or holding an unclosed `<think>`.
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TITLE_MAX_TOKENS = 512
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# How long a temporary chat survives after the last thing said in it.
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TEMPORARY_LIFETIME = timedelta(hours=24)
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@@ -468,24 +475,45 @@ async def generate_title(
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if not template.strip():
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return fallback_title(question)
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from lembas.services.reasoning import strip_reasoning
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prompt = prompts_service.substitute(
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template, {"question": question[:500], "answer": answer[:500]}
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)
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body = {
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"model": model_id,
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"messages": [{"role": ROLE_USER, "content": prompt}],
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# Enough that a model which thinks before answering can do both. It was
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# 24, which is ample for six words and nowhere near enough for a
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# reasoning model: the whole budget went on thinking and the reply came
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# back either empty or as an unclosed `<think>`, so every chat on such a
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# model silently fell back to its first prompt and looked as though
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# titling had never run.
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"max_tokens": TITLE_MAX_TOKENS,
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"temperature": 0.2,
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}
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# Deliberately *not* `apply_effort(body, "low")`, tempting as it is: naming
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# a chat does not reward deliberation and a low effort would make this call
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# much cheaper. But `reasoning_effort` and `chat_template_kwargs` appear
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# only when somebody has opted in, precisely so a provider strict about
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# unknown parameters sees exactly the request it always did — and sending
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# them here would put them on every instance's title call, where a 400 is
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# caught and turned into a fallback title. That is titling silently
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# switching itself off, which is the failure this whole change is fixing.
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# The token budget above is what makes room for the thinking instead.
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try:
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raw = await complete(
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endpoint,
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{
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"model": model_id,
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"messages": [{"role": ROLE_USER, "content": prompt}],
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"max_tokens": 24,
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"temperature": 0.2,
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},
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)
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raw = await complete(endpoint, body)
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except LLMError as exc:
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log.debug("auto-title failed, using fallback: %s", exc)
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return fallback_title(question)
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title = " ".join(raw.split()).strip().strip('"“”\'')
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# `complete` hands back `message.content` as it arrived. A model that emits
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# `<think>` tags inline puts them in exactly that field, so without this the
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# title was "<think>Okay, the user wants a short title for". Reasoning sent
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# in a separate `reasoning_content` field is ignored by `complete` already.
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answered, _thinking = strip_reasoning(raw)
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title = " ".join(answered.split()).strip().strip('"“”\'')
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# Small models sometimes ignore the instruction and answer the question
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# instead; an over-long reply is a better signal of that than anything else.
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if not title or len(title) > MAX_TITLE_LENGTH * 1.5:
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@@ -1211,13 +1211,18 @@ BUILTIN: tuple[Fragment, ...] = (
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group=GROUP_TASKS,
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order=400,
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variables=("question", "answer"),
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hint="A separate one-message request, not part of any chat. Clear it to "
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"stop asking a model for titles: chats are then named from their first "
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"message, and no request is made at all.",
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hint="A separate one-message request, not part of any chat, made once "
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"the first reply has finished so the title can describe the exchange "
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"rather than only the question. Clear it to stop asking a model for "
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"titles: chats are then named from their first message, and no request "
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"is made at all. The emoji is asked for rather than assumed — it makes "
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"a sidebar of twenty chats scannable — and a model that ignores the "
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"instruction simply gives a title without one.",
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default=(
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"Summarise this exchange as a title of at most six words. Reply with the "
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"title alone: no quotes, no punctuation at the end, no preamble. Use the "
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"language of the exchange.\n"
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"Summarise this exchange as a title of at most six words, beginning with "
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"a single emoji that fits it. Reply with the title alone: no quotes, no "
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"punctuation at the end, no preamble, no explanation. Use the language of "
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"the exchange.\n"
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"\n"
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"User: {{question}}\n"
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"\n"
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