ariffazil/dream-engine
dream_engine/SKILL.md
Scheduled substrate process for memory consolidation, threat rehearsal, emotional defusing, creative recombination, and housekeeping. Maps to L1-L5 only (L6 sovereign). Cron-driven Python, LLM only for cross-domain synthesis. Use when memory drift, dedup, or constitutional recalibration is needed.
$ install --global
skillsauthnpx skillsauth add ariffazil/openclaw-workspace dream-engineInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Jul 10, 2026, 4:01 AM108.7s4 files scanned
SKILL.md
- name:
- dream-engine
- description:
- Scheduled substrate process for memory consolidation, threat rehearsal, emotional defusing, creative recombination, and housekeeping. Maps to L1-L5 only (L6 sovereign). Cron-driven Python, LLM only for cross-domain synthesis. Use when memory drift, dedup, or constitutional recalibration is needed.
dream-engine
The dream engine is a substrate process, not an LLM loop.
When to use
- Memory is drifting (Qdrant dedup needed, Graphiti entity merge needed)
- Constitutional floors need recalibration (monthly dream)
- Counterfactual rehearsal of past sealed verdicts (weekly dream)
- TTL compaction on L1/L2 Redis
- Cross-organ graph walks for creative recombination
When NOT to use
- L6 VAULT999 touch (sovereign only — L11 + L13)
- Real-time LLM inference (that's
arif_mind_reason) - Live session state mutation (that's
arif_memory_recall(mode=store))
Authority
- T1 (Consolidate, Housekeep, Defuse) — L4 capability, autonomous in F13-waived session
- T2 (Rehearse, Recombine) — L5 capability, requires L11 Ed25519 sig
- T3 (Constitutional, Witness) — L6 capability, sovereign only
3-Phase Cycle
| Phase | Schedule | Function | |-------|----------|----------| | Nightly | 04:00 MYT | Consolidate + Defuse + Housekeep | | Weekly | Sun 02:00 MYT | Rehearse + Recombine | | Monthly | 1st @ 01:00 MYT | Constitutional + Witness |
Commands
# Run a single pass manually
python3 /root/.openclaw/workspace/dream_engine/dreams/consolidate.py --dry-run
# Run the full nightly cycle
/root/.openclaw/workspace/dream_engine/scheduler/dream_cron.sh nightly
# Inspect last run
cat /root/.openclaw/workspace/dream_engine/state/last_dream.json
Reversibility
All writes go to shadow namespaces first. 7-day dual-write. Atomic cutover. If a dream fails: shadow is discarded, live untouched.
systemctl disable --now dream_cron.timer
rm -rf /root/.openclaw/workspace/dream_engine/
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