29 lines
1.1 KiB
Python
29 lines
1.1 KiB
Python
"""Journal closeout — nightly extraction of profile observations.
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Runs once per user per day at day_rollover_hour. Reads yesterday's /journal
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conversation, filters out assistant-authored auto-content (daily prep),
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asks the background LLM to extract user-side patterns/habits, and appends
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the bullets to user_profiles.observations_raw via append_observations.
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"""
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from __future__ import annotations
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# Message kinds whose content must NEVER be sent to the closeout LLM.
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# These are assistant-authored auto-blocks that would otherwise dominate
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# attention and leak back into "what the assistant has learned."
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EXCLUDED_KINDS: set[str] = {"daily_prep"}
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def _filter_messages(messages):
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"""Drop messages whose msg_metadata.kind is in EXCLUDED_KINDS.
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Accepts any iterable of message-like objects with `role`, `content`,
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and `msg_metadata` attributes (real Message rows or SimpleNamespace).
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"""
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kept = []
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for m in messages:
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meta = getattr(m, "msg_metadata", None) or {}
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if meta.get("kind") in EXCLUDED_KINDS:
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continue
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kept.append(m)
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return kept
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