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3 layer of memory system
by
ckpxgfnksd-max
· GitHub ↗
· v0.1.0
· MIT-0
215
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Install in OpenClaw
/install smarty-skill
Description
Always active in every session. Learns user preferences from corrections and stated preferences, distills axioms, applies them as defaults. Makes every other...
Usage Guidance
This skill is coherent with its stated purpose: it will read and write two files in memory/context-infra (observations.log and context-profile.md), automatically distill recurring preferences into axioms, and apply them as soft defaults across future conversations. Before installing, consider: (1) backup any existing context-profile.md if you manually maintain a profile — the skill will rewrite it during reflection; (2) avoid stating secrets or highly sensitive preferences in free text, since the skill persists short lines from your input; (3) decide whether you want automatic, cross-session learning or prefer to review changes before they’re applied — ask the author for an opt-in/preview step if you want manual approval of promoted axioms; (4) confirm the platform’s invocation behavior (the skill claims “always active” but registry shows always:false). If those points are acceptable, the skill appears internally consistent and proportionate.
Capability Analysis
Type: OpenClaw Skill
Name: smarty-skill
Version: 0.1.0
The skill implements a long-term memory system designed to learn and apply user preferences across sessions by observing corrections and stated preferences. It manages its own state via local files in a dedicated memory directory (memory/context-infra/) and lacks any indicators of data exfiltration, malicious command execution, or unauthorized access to sensitive system credentials.
Capability Assessment
Purpose & Capability
Name/description (persistent, cross-session preference memory) align with the instructions: reading/writing memory/context-infra, recording corrections/preferences, clustering into axioms. No unrelated binaries, env vars, or external services are requested.
Instruction Scope
SKILL.md limits operations to files under memory/context-infra and to three signal types (correction, stated-preference, retraction). This is within scope. Note: the skill rewrites context-profile.md during reflection and appends observations.log; that can overwrite any user-edited profile and will persist defaults applied across future conversations. Also, recorded strings could include sensitive info if the user states preferences containing secrets — the skill does not filter content beyond the 15-word guidance.
Install Mechanism
Instruction-only skill with no install spec or code files — lowest install risk. Nothing is downloaded or executed on disk besides writing to the memory directory.
Credentials
No environment variables, credentials, or config paths are requested. The only filesystem access is to memory/context-infra, which is proportional to a preference-memory feature.
Persistence & Privilege
The skill is designed to persist and apply axioms across sessions (expected for a memory system). Registry flags show always:false (not force-included), and model invocation is allowed (normal). Note the description claims "Always active in every session" which conflicts with the registry always:false; confirm how the platform will invoke the skill if you want guaranteed per-session loading.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install smarty-skill - After installation, invoke the skill by name or use
/smarty-skill - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.1.0
An OpenClaw skill that silently learns your preferences, judgment patterns, and working style across sessions — then applies them as soft defaults in every future conversation.
Your AI gets sharper about you over time. You never configure anything.
https://github.com/ckpxgfnksd-max/smarty-skills-infra
Metadata
Frequently Asked Questions
What is 3 layer of memory system?
Always active in every session. Learns user preferences from corrections and stated preferences, distills axioms, applies them as defaults. Makes every other... It is an AI Agent Skill for Claude Code / OpenClaw, with 215 downloads so far.
How do I install 3 layer of memory system?
Run "/install smarty-skill" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is 3 layer of memory system free?
Yes, 3 layer of memory system is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does 3 layer of memory system support?
3 layer of memory system is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created 3 layer of memory system?
It is built and maintained by ckpxgfnksd-max (@ckpxgfnksd-max); the current version is v0.1.0.
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