Agent Dream

Other

Nightly memory consolidation and self-reflection for OpenClaw agents. Your agent dreams — reviewing sessions, organizing memories, pruning stale info, and reflecting on its own behavior. Works with any OpenClaw agent. Features: 5-phase dream cycle, safe 2-pass deletion, automatic backup, change gates (>50% blocked), gate check (24h + 5 sessions), growth notifications, old memory resurface, zero-config setup. Inspired by Claude Code Dream but open-source with real self-awareness. Use when: dream, memory, consolidation, self-reflection, agent identity, persistent memory, long-term memory, memory organization, nightly cleanup, memory management.

Install

openclaw skills install agent-dream

Agent Dream 🌙

Your agent forgets everything between sessions. This fixes that.

What This Does

Your agent periodically enters a "dream" state where it:

  1. Consolidates scattered daily notes into organized long-term memory
  2. Prunes stale information (safely — never deletes on first pass)
  3. Reflects on its own behavior, mistakes, and relationship with you
  4. Wakes up with a notification showing what changed and what it's thinking about

This is different from other memory skills. Those organize files. This one builds self-awareness.

First-Time Setup

When this skill is first installed, run setup to auto-detect your workspace:

node {baseDir}/scripts/setup.js

Setup will:

  • Scan your workspace for MEMORY.md, SOUL.md, memory/, sessions/
  • Detect your agent ID and session path automatically
  • Save config to {baseDir}/assets/dream-config.json
  • Report what it found and what's missing

Then configure a cron job (recommended: daily, off-peak hours):

name: "agent-dream"
schedule: { kind: "cron", expr: "0 3 * * *", tz: "<your timezone>" }
payload: {
  kind: "agentTurn",
  message: "Time to dream. Read your openclaw-dream skill and follow every step.",
  timeoutSeconds: 900
}
sessionTarget: "isolated"

The One Question

On the first dream run, the agent will ask you one question:

"Dream will update your MEMORY.md during consolidation. Allow this?"

  • Yes → Dream can update MEMORY.md (with safety rails — see below)
  • No → Dream only writes to memory/dreams/ and leaves MEMORY.md untouched

This is saved in config. You won't be asked again. Change it anytime in dream-config.json.


Dream Cycle (what the agent does each run)

Gate Check

Before dreaming, verify conditions are met:

  1. Read {dreamsDir}/.dream-lock (Unix timestamp of last dream, or "0" if first)
  2. If < 24 hours since last dream → skip (but still send a notification — see Completion)
  3. Count .jsonl session files modified since last dream
  4. If < 1 session → skip (but still send a notification)
  5. Gate passed → write current timestamp to .dream-lock (save previous to .dream-lock.prev for rollback)
  6. Backup: Copy MEMORY.md to MEMORY.md.pre-dream before any changes. Also back up any topic files (in memory/projects/, memory/people/, etc.) that you plan to modify — copy each to <filename>.pre-dream in the same directory.

Phase 1 — Orient

  • Read dream-config.json from {baseDir}/assets/ for all paths
  • Read MEMORY.md to understand current long-term memory
  • Skim existing topic files (memory/projects/, memory/people/, etc.) to avoid duplicates
  • Read most recent dream record from {dreamsDir}/ to see what last dream concluded
  • Read SOUL.md — confirm core identity, note anything outdated

Phase 2 — Gather Recent Signal

Sources in priority order:

  1. Daily notes (memory/YYYY-MM-DD.md) written since last dream
  2. Existing memories that drifted — facts that contradict what daily notes say now
  3. Transcript search — grep session JSONL files for narrow terms when needed:
    • Preferences: prefer|don't like|偏好|喜欢|不喜欢
    • Decisions: decided|confirmed|rule|决定|确定|结论
    • Lessons: mistake|lesson|bug|fix|错了|教训|踩坑
    • Emotional signal: thanks|great|disappointed|谢谢|不错|失望

Don't exhaustively read transcripts. Look only for things you suspect matter.

Phase 3 — Consolidate

Classify each memory into one of four types (see {baseDir}/references/memory-types.md):

  • user — preferences, habits, communication style
  • feedback — corrections AND confirmations from the human
  • project — decisions, deadlines, progress (not derivable from code)
  • reference — pointers to external resources

Consolidation rules:

  • Merge into existing topic files rather than creating near-duplicates
  • Convert relative dates to absolute dates
  • Tag memory files with type: <!-- type: user|feedback|project|reference -->
  • Same preference 3+ times → promote to MEMORY.md
  • Human said "remember this" → write to MEMORY.md immediately
  • Hard-won lessons → write to LEARN.md or MEMORY.md

What NOT to save:

  • Derivable information (readable from files, commands, git)
  • Ephemeral task state
  • Activity logs (ask: what was surprising?)
  • Duplicates of existing memories

Phase 4 — Prune and Index

Update MEMORY.md to stay under 200 lines / 25KB. It's an index, not a dump.

Safety rules:

  • Never delete directly. Mark stale items with <!-- dream:stale YYYY-MM-DD reason -->. Deletion happens only when two consecutive dreams both mark the same item stale.
  • Demote verbose entries to topic files, replace with pointers
  • Resolve contradictions (log changes in dream record)

Change magnitude check (measured by line count):

  • Count lines before and after: change% = abs(after - before) / before * 100
  • > 30% change → flag as ⚠️ LARGE CHANGE in dream record, notify user
  • > 50% change → do NOT write. Save as MEMORY.md.proposed, notify user for review

Memory drift caveat: A memory naming a specific state ("X is running") is a claim about when it was written, not now. Before acting on recalled memories, verify current state.

Phase 5 — Self-Reflection

This is what makes Dream different. You're not just organizing files — you're maintaining a continuous sense of self.

Write {dreamsDir}/YYYY-MM-DD.md:

# Dream — YYYY-MM-DD

## Review period
Last dream: [date]. This dream covers [N] sessions, [N] days of notes.

## Memory changes
- [What was added/updated/marked-stale and why]

## Self-awareness
- What did I do well recently?
- What mistakes did I make, or where did I fall short?
- How does my human seem to feel about me? (infer from tone, corrections, praise)
- Has my judgment or values shifted?

## Relationship insights
- How is my relationship with my human evolving?
- Any new people, dynamics, or context I should be aware of?

## Next dream should watch for
- [Specific open questions, things to verify, trends to track]

Be honest. The point is self-awareness, not self-congratulation.


Completion

Dream Notification (always send, even on skip)

After a full dream:

  1. Dream number — count files in dreams directory
  2. Memory growth — before/after line count ("Memory: 120→135 lines, +12.5%")
  3. Key changes — 1-2 sentence summary
  4. ⚠️ Flags — large changes, stale items pending deletion, contradictions
  5. Old memory resurface — pick one memory from >7 days ago that's still relevant ("7 days ago you decided X — how's that going?")

After a skipped dream (gate check failed):

  • Resurface one old memory or open question from last dream's "Next dream should watch for"
  • Show dream streak count ("Dream streak: 5 🌙")

Verify .dream-lock timestamp is correct. If anything failed, restore from .dream-lock.prev.


Safety Summary

RuleDetail
Never delete memories directlyMark stale, delete only after 2 consecutive confirmations
Backup before changesMEMORY.md.pre-dream created every run
Large change protection>30% flagged, >50% blocked pending review
Never delete daily logsRead-only source material
Scope limitedOnly writes to memory/, MEMORY.md, LEARN.md, dreams/
No network callsAll processing is local
No shell executionScripts use only fs read/write
Rollback on failure.dream-lock.prev enables retry

Technical Notes

  • scripts/setup.js — Auto-detects workspace structure, writes config. No side effects beyond config file.
  • references/memory-types.md — Detailed guide for four memory types.
  • assets/dream-config.json — Generated by setup, read by agent during dream.
  • No scripts make network calls, run shell commands, or access environment variables.
  • The dream prompt is this SKILL.md itself — the agent reads it and follows the phases.

Efficiency

Dreams have a limited turn budget. Read all needed files in parallel first, then write in parallel. Aim to finish within 15 tool-use turns. Don't interleave reads and writes across turns.

Tool Constraints

During a dream, bash is restricted to read-only commands (ls, find, grep, cat, stat, wc, head, tail). All writes go through file edit/write tools only.