OWonlyWeb

Knowledge

OpenClaw Session Rollup And Dream Pipeline

skills/openclaw-session-rollup-and-dream-pipeline.md

title: OpenClaw Session Rollup And Dream Pipeline category: skills tags: [openclaw, memory, rollup, dreams, qmd, logs] aliases: [OpenClaw Rollup Pipeline] relationships:

type: implements

type: uses

type: derived_from sources: [_raw/openclaw/p5678-sessions-skills-docs-logs-2026-05-25/] summary: OpenClaw maintains a secondary reflection pipeline that rolls up session memory, updates QMD collections, and generates dream-style narrative summaries from memory fragments. provenance: extracted: 0.84 inferred: 0.14 ambiguous: 0.02 base_confidence: 0.82 lifecycle: draft lifecycle_changed: 2026-05-25 tier: supporting created: 2026-05-25T09:15:45Z updated: 2026-05-25T09:15:45Z

OpenClaw Session Rollup And Dream Pipeline

The local setup does more than keep raw daily memory files. It also runs a nightly reflective layer that writes session rollups, attempts to refresh search indexes, and generates dream-diary-style narrative summaries from curated memory fragments.

Pipeline Shape

  • Roll up raw session activity into markdown under session_memory/rollups/.
  • Update QMD collections for workspace memory, session-memory pages, and related docs.
  • Generate dreaming transcripts that rewrite memory fragments into narrative text in deep, light, or rem modes.
  • Preserve these reflective artifacts separately from durable memory and operator-facing wiki pages.

Why It Exists

  • Rollups compress high-volume operational history into something humans can scan later.
  • Dream transcripts act as a creative synthesis layer that surfaces recurring motifs and possible long-term themes. ^[inferred]
  • The separation prevents MEMORY.md and daily notes from turning into a mixed pile of raw telemetry and reflective prose.

Failure Modes Seen In Logs

  • qmd-update.log shows repeated /bin/sh: qmd: command not found, which means part of the indexing path was scheduled before the CLI was reliably available.
  • session-memory-rollup.err.log shows repeated EPERM failures opening /Users/mac/Downloads/qmd-main/dist/qmd.js, which points to a brittle QMD path assumption.
  • Successful session-memory-rollup.out.log runs still show the intended behavior clearly: update multiple collections, then request a later qmd embed pass for missing vectors.

Dreaming Session Pattern

  • Write a dream diary entry from these memory fragments: - 00:04 CST Heartbeat: created today's daily memory file. - 00:04 CST Heartbeat: created today's daily memory file.; 08:01 CST 已执行每日新闻推送任务，按“科技 & ERP 新闻早报”格式整理近24小时资
  • [Sun 2026-04-26 03:00 GMT+8] Write a dream diary entry from these memory fragments: - # 2026-02-13 重要事项 ## OpenClaw 配置检查 - Gateway: local 模式，端口 18789 - 默认模型: MiniMax-M2.1 - 记忆插件: memory-core 已加载 - 每日记忆目录: ~/.openclaw/wor
  • [Sun 2026-04-26 03:00 GMT+8] Write a dream diary entry from these memory fragments: - Reflections: Theme: assistant kept surfacing across 974 memories.; confidence: 0.98; evidence: memory/.dreams/session-corpus/2026-04
  • Write a dream diary entry from these memory fragments: - 00:04 CST Heartbeat: created today's daily memory file. - 00:04 CST Heartbeat: created today's daily memory file.; 08:00 CST 已执行每日新闻推送任务，按“科技 & ERP 新闻早报”格式整理近24小时综

Practical Rule

Treat dream and rollup artifacts as exploratory compression layers. They are useful for surfacing themes, but they should not outrank explicit rules in MEMORY.md, daily notes, or manually curated wiki pages.

Related