Additional

CoWork OS vs OpenClaw: Improvement Plan

Synced from github.com/CoWork-OS/CoWork-OS/docs

Last updated: After the layered-memory refactor, session recall tooling, curated hot memory, and edge-case hardening changes.

Executive Summary

The earlier OpenClaw-inspired memory gaps are mostly closed now:

search_sessions adds explicit recent-run transcript recall
memory_topics_load adds focused topical memory packs under .cowork/memory/topics
memory_curate and memory_curated_read add a Hermes-like curated hot-memory lane
archive memory is still searchable, but no longer injected by default
behavior-adaptation toggles are exposed in GuardrailSettings
task/message feedback UI already exists and feeds the learning loop

The remaining differences versus OpenClaw are now mostly product-shape choices rather than missing primitives. OpenClaw still has the simpler plain-markdown mental model; CoWork OS now favors a layered system with a small always-visible curated lane and explicit recall tools for broader history.

Current Comparison Matrix

Aspect	OpenClaw	CoWork OS	Current status
Personalization	`USER.md`, `IDENTITY.md`, `SOUL.md` in workspace	`UserProfileService`, `RelationshipMemoryService`, `.cowork/USER.md`, curated hot memory, adaptive style	CoWork has both file-based and structured personalization
Always-visible memory	Plain markdown memory files	Curated hot memory in `<cowork_hot_memory>` plus auto-managed blocks in `.cowork/USER.md` and `.cowork/MEMORY.md`	CoWork now has a dedicated hot-memory lane
Archive recall	Markdown memory history	`MemoryService`, `search_memories`, imported ChatGPT history, indexed `.cowork/` markdown	CoWork keeps broader searchable recall separate from always-on injection
Session recall	Session-history tooling	`search_sessions` over transcript spans and checkpoints	Gap closed
Topic-focused recall	Workspace-native markdown browsing	`memory_topics_load` packs focused topic files under `.cowork/memory/topics`	CoWork now has an explicit topical recall path
Daily logs	`memory/YYYY-MM-DD.md` style files	`DailyLogService` + `DailyLogSummarizer` under `.cowork/memory/daily` and `.cowork/memory/summaries`	Primitive exists; writer wiring remains an optional follow-up
Style adaptation	Static persona files	`AdaptiveStyleEngine` with UI toggles in `GuardrailSettings`	CoWork ahead
Feedback learning	Limited in reviewed docs	Message/task thumbs, `FeedbackService`, `UserProfileService.ingestUserFeedback`, playbook reinforcement	CoWork ahead
Privacy	Local-first	Local-first plus `SecureSettingsRepository` encryption	CoWork ahead

What Changed

Memory runtime

src/electron/memory/CuratedMemoryService.ts adds the curated hot-memory lane
src/electron/memory/SessionRecallService.ts adds transcript/checkpoint recall
src/electron/memory/MemorySynthesizer.ts now emits:
- <cowork_hot_memory>
- <cowork_structured_memory>
- <cowork_recall_hints>
src/electron/settings/memory-features-manager.ts now defaults archive injection to off

Tooling

memory_curate
memory_curated_read
search_sessions
memory_topics_load

UI and learning surfaces

src/renderer/components/GuardrailSettings.tsx exposes adaptiveStyleEnabled and channelPersonaEnabled
src/renderer/components/MainContent.tsx and src/renderer/components/RightPanel.tsx expose message/task feedback controls
src/renderer/components/MemoryHubSettings.tsx already exposes Open USER.md and Open MEMORY.md

Remaining Optional Follow-Ups

These are still reasonable OpenClaw-inspired improvements, but they are no longer parity blockers:

Surface the memory-feature flags (curatedMemoryEnabled, sessionRecallEnabled, topicMemoryEnabled, defaultArchiveInjectionEnabled) in the Memory Hub instead of keeping them runtime/settings-only.
Add a first-class UI for browsing generated topic packs under .cowork/memory/topics.
Wire more automatic writers into DailyLogService if the product wants OpenClaw-style operational journaling to become a default workflow.
Add an “OpenClaw-like memory mode” setup guide that explains how to lean more heavily on .cowork/USER.md, .cowork/MEMORY.md, and daily logs.

Key File References

Component	Path
Curated hot memory	`src/electron/memory/CuratedMemoryService.ts`
Session recall	`src/electron/memory/SessionRecallService.ts`
Prompt memory assembly	`src/electron/memory/MemorySynthesizer.ts`
Topic packs	`src/electron/memory/LayeredMemoryIndexService.ts`
Archive memory	`src/electron/memory/MemoryService.ts`
Memory tools	`src/electron/agent/tools/memory-tools.ts`
System recall tools	`src/electron/agent/tools/system-tools.ts`
Memory feature defaults	`src/electron/settings/memory-features-manager.ts`
Guardrail adaptation UI	`src/renderer/components/GuardrailSettings.tsx`
Memory hub UI	`src/renderer/components/MemoryHubSettings.tsx`
Feedback UI	`src/renderer/components/MainContent.tsx`, `src/renderer/components/RightPanel.tsx`

Openclaw Feature Comparison

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