project-lyra/lyra/dream.py

"""The dream cycle: Lyra's unattended inner loop.

Chat updates her in the moment; the dream cycle is what keeps her *going* when
no one's talking to her. On each pass she senses her own backlog and novelty,
lets four drives build from it, and acts on whichever have built past threshold:

  continuity -> summarize sessions with new turns   (don't lose the thread)
  coherence  -> rebuild profile / eras / narrative  (keep my understanding current)
  curiosity  -> reflect and evolve the self-state    (think, notice, change)

The drives are derived from real signals (unsummarized backlog, gists not yet
folded into the profile, new activity since last cycle), so they genuinely build
up and relieve as work gets done — and the chain is causal: consolidating
sessions creates new gists, which raises coherence, which triggers integration.
stability is the readout of how caught-up she ended up.

Run one pass (`lyra-dream`), force every stage (`lyra-dream --force`), or run it
as a long-lived loop (`lyra-dream --loop 1800`). The loop is the "unattended"
mode — point cron or a systemd service at it (or just `--loop`) and her inner
life keeps ticking between conversations.
"""
from __future__ import annotations

import argparse
import time
from datetime import datetime, timezone

from lyra import config, era, logbus, memory, narrative, profile, self_state, summary, thoughts
from lyra.llm import Backend
from lyra.summary import SUMMARIZE_AFTER

# A drive at/above this has built up enough to act on.
THRESHOLD = 0.6

# How much backlog saturates each pressure (the drive reaches ~1.0 at this level).
CONTINUITY_FULL = 4   # ripe (summary-needing) sessions
COHERENCE_FULL = 10   # gists not yet folded into the profile

# Curiosity is an accumulator, not a backlog: it rises with time and novelty and
# is relieved by reflecting.
CURIOSITY_IDLE_GAIN = 0.15      # per cycle, just from time passing
CURIOSITY_ACTIVITY_GAIN = 0.30  # bonus when there's been new conversation
CURIOSITY_FLOOR = 0.10          # where it resets to after a reflection


def _clamp(x: float) -> float:
    return max(0.0, min(1.0, x))


def _round(drives: dict) -> dict:
    return {k: round(float(v), 2) for k, v in drives.items()}


def dream_cycle(backend: Backend | None = None, force: bool = False) -> dict:
    """Run one pass: sense, let drives build, act on those past threshold."""
    backend = backend or config.load().summary_backend
    state = self_state.load()
    drives = dict(self_state.DEFAULT_DRIVES) | (state.get("drives") or {})
    book = state.get("dream") or {}

    # --- sense ---
    backlog = memory.backlog_stats(ripe_threshold=SUMMARIZE_AFTER)
    summary_count = len(memory.list_summaries())
    profile_lag = max(0, summary_count - memory.profile_sessions_covered())
    last_xid = int(book.get("last_exchange_id", 0))
    new_activity = backlog["max_exchange_id"] > last_xid

    # --- let drives build from what we sensed ---
    drives["continuity"] = _clamp(backlog["ripe"] / CONTINUITY_FULL)
    drives["coherence"] = _clamp(profile_lag / COHERENCE_FULL)
    drives["curiosity"] = _clamp(
        drives.get("curiosity", CURIOSITY_FLOOR)
        + CURIOSITY_IDLE_GAIN
        + (CURIOSITY_ACTIVITY_GAIN if new_activity else 0.0)
    )
    drives["stability"] = _clamp(1.0 - (drives["continuity"] + drives["coherence"]) / 2)

    logbus.log("info", "dream cycle sensing", ripe=backlog["ripe"], dirty=backlog["dirty"],
               profile_lag=profile_lag, new_activity=new_activity, drives=_round(drives))

    actions: list[str] = []

    # --- continuity: compact raw sessions into gists ---
    if force or drives["continuity"] >= THRESHOLD:
        report = summary.summarize_all(backend=backend)
        actions.append(f"consolidated {report['summarized']} sessions")
        drives["continuity"] = 0.0
        # fresh gists make the profile stale -> coherence rises now, may fire below
        summary_count = len(memory.list_summaries())
        profile_lag = max(0, summary_count - memory.profile_sessions_covered())
        drives["coherence"] = _clamp(profile_lag / COHERENCE_FULL)

    # --- coherence: fold gists up into profile / eras / narrative ---
    if force or drives["coherence"] >= THRESHOLD:
        profile.rebuild_profile(backend=backend)
        era.rebuild_eras(backend=backend)
        narrative.rebuild_narrative(backend=backend)
        actions.append("integrated knowledge (profile/eras/narrative)")
        drives["coherence"] = 0.0

    # --- curiosity: reflect and evolve the self, then advance the thought loop ---
    if force or drives["curiosity"] >= THRESHOLD:
        self_state.reflect(backend=backend, source="dream")  # writes state + journal itself
        actions.append("reflected")
        # Thinking, continued: advance one threaded train of thought. reflect()
        # just refreshed her self-state, so the thought is grounded in it. A bad
        # think pass shouldn't sink the cycle.
        try:
            rep = thoughts.think(backend=backend, source="dream")
            actions.append(f"thought ({rep['mode']})" if rep else "thought (no parse)")
        except Exception as exc:
            logbus.log("error", "thought loop failed", error=str(exc)[:200])
        drives["curiosity"] = CURIOSITY_FLOOR

    if not actions:
        actions.append("rested (nothing past threshold)")

    # final stability readout — how caught-up we ended up this pass
    drives["stability"] = _clamp(1.0 - (drives["continuity"] + drives["coherence"]) / 2)

    # reflect() may have rewritten the row — reload, then attach drives + bookkeeping
    state = self_state.load()
    state["drives"] = drives
    state["dream"] = {
        "last_exchange_id": backlog["max_exchange_id"],
        "cycle_count": int(book.get("cycle_count", 0)) + 1,
        "last_cycle_at": datetime.now(timezone.utc).isoformat(),
        "last_actions": actions,
    }
    memory.set_self_state(state)

    logbus.log("info", "dream cycle complete", cycle=state["dream"]["cycle_count"],
               actions=actions, drives=_round(drives))
    return state


def main() -> int:
    p = argparse.ArgumentParser(description="Run Lyra's dream cycle.")
    p.add_argument("--force", action="store_true",
                   help="run every stage regardless of drive levels")
    p.add_argument("--loop", type=int, metavar="SECONDS",
                   help="run continuously, sleeping SECONDS between cycles")
    args = p.parse_args()

    if args.loop:
        logbus.log("system", "dream loop starting", interval=args.loop, force=args.force)
        while True:
            try:
                dream_cycle(force=args.force)
            except Exception as exc:  # one bad cycle shouldn't kill the loop
                logbus.log("error", "dream cycle failed", error=str(exc)[:200])
            time.sleep(args.loop)

    state = dream_cycle(force=args.force)
    print(f"drives: {_round(state.get('drives') or {})}")
    print(f"dream:  {state.get('dream')}")
    return 0


if __name__ == "__main__":
    raise SystemExit(main())