feat: era-rollup + narrative engine (consolidation steps 3-4)
Complete the consolidation pipeline: summaries -> profile + eras -> narrative.
- memory: eras table (per-month digests) + Era, summaries_by_month, store_era,
list_eras, recall_eras; narrative table + set/get_narrative
- lyra/era.py (lyra-era): groups session gists by the month the session occurred
(real timestamps) and map-reduces each month into a "what was happening" digest
- lyra/narrative.py (lyra-narrative): distills profile + recent eras into the
current arc/trends/callbacks ("remember when…", "you're trending toward…")
- chat.build_messages injects the narrative alongside the profile
Verified on the real corpus: 17 monthly eras (Dec 2024-Jun 2026) + a narrative
that surfaces specific callbacks (the $573 Hollywood session, 4 years sober).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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"""Narrative engine (consolidation step 4): the current arc, trends, callbacks.
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Where the profile is timeless ("who Brian is"), the narrative is time-aware
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("what's going on lately, where things are trending"). It distills the profile
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plus the most recent monthly era digests into the current story — recent focus,
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notable trends or changes, mood/arc, and a few specific callbacks worth
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referencing. Injected into chat so Lyra follows along like a friend who's been
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paying attention. Runs on the consolidation backend (MI50 in steady state).
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"""
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from __future__ import annotations
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from lyra import config, llm, logbus, memory
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from lyra.llm import Backend, Message
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RECENT_ERAS = 4
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_PROMPT = """You are distilling the CURRENT narrative about Brian — what a close \
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friend who has been following along would keep in mind right now. From his profile \
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and recent monthly digests below, write: what he's been focused on lately, any \
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notable trends or changes (improving, slipping, new patterns), his current arc and \
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mood, and 2-4 specific things worth referencing back to him ("remember when…"). \
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Third person, referring to him as "Brian". 6-10 sentences. This is a memory note, \
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not a reply. No preamble."""
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def rebuild_narrative(backend: Backend | None = None) -> str | None:
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"""(Re)derive the current narrative from the profile + recent era digests."""
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backend = backend or config.load().summary_backend
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profile = memory.get_profile()
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eras = memory.list_eras()
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if not profile and not eras:
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return None
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parts = []
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if profile:
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parts.append("PROFILE (timeless):\n" + profile)
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recent = eras[-RECENT_ERAS:]
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if recent:
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parts.append(
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"RECENT MONTHS (oldest first):\n"
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+ "\n\n".join(f"[{e.month}]\n{e.content}" for e in recent)
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)
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body = "\n\n".join(parts)
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messages: list[Message] = [
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{"role": "system", "content": _PROMPT},
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{"role": "user", "content": body},
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]
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narrative = llm.complete(messages, backend=backend)
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memory.set_narrative(narrative)
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logbus.log("info", "narrative rebuilt", chars=len(narrative), eras=len(recent))
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return narrative
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def main() -> int:
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narrative = rebuild_narrative()
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if narrative is None:
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print("Need a profile and/or eras first — run lyra-profile and lyra-era.")
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return 1
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print(narrative)
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return 0
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if __name__ == "__main__":
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raise SystemExit(main())
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