Live Evo: Online Evolution with verified experiences
v0.1.0Self-evolving memory system that learns from verifiable tasks. Use when completing tasks where you can verify the outcome (coding, predictions, analysis). Au...
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byYaolunZhang@mercury7353
MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
Security Scan
OpenClaw
Benign
high confidencePurpose & Capability
The skill name/description (self-evolving memory for verifiable tasks) matches what the code and SKILL.md do: add, list, retrieve, generate guidelines from, and reweight past experiences. There are no unrelated requirements (no credentials, no unrelated binaries).
Instruction Scope
SKILL.md instructs the agent to run the included scripts and explicitly tells how to call them; those scripts only read/write the experience DB and local weight history. They do not read other system configuration or environment variables. Note: SKILL.md and the scripts insist on persistent storage at ~/.live-evo, so any task text, user feedback, or answers you pass to these scripts will be stored on disk.
Install Mechanism
There is no install spec — this is instruction-only plus bundled Python scripts. No packages are downloaded or executed from external URLs. Risk from installation is low; executing the provided Python scripts runs local code included in the skill package.
Credentials
The skill requests no environment variables or external credentials (proportional). However, it persistently stores user-provided inputs (questions, failure reasons, improvements) under ~/.live-evo/experience_db.jsonl and writes weight history to ~/.live-evo/weight_history.jsonl. This is expected for a memory system but may capture sensitive data if you pass secrets or private content into the scripts.
Persistence & Privilege
always is false and model invocation is allowed (normal). The skill writes its own data under the user's home directory (~/.live-evo) which is a reasonable level of persistence for a memory skill, but it is persistent across agent runs and not encrypted or access-controlled by the skill. The skill does not modify other skills or system-wide settings.
Assessment
This skill appears to do what it claims: it stores and retrieves 'experiences' locally to help produce task-specific guidelines and adjust weights based on verification. Before installing/using: (1) review the included Python files (they are small and local) — no network/exfiltration code is present; (2) avoid passing secrets or private data (API keys, passwords, private messages, proprietary code) into the add/update/retrieve commands because those strings are stored in plaintext under ~/.live-evo; (3) note that a referenced bundled seed path (experiences/experience_db.jsonl) is looked up on first run — if present it will be copied into ~/.live-evo, otherwise nothing is copied; (4) if you want less persistence, run the scripts with a separate working directory or periodically delete/rotate ~/.live-evo; (5) if you plan to share outputs produced using retrieved experiences, review them first to ensure they don't leak stored sensitive inputs.Like a lobster shell, security has layers — review code before you run it.
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License
MIT-0
Free to use, modify, and redistribute. No attribution required.