Agents That Improve Themselves Weekly
The Problem
Static prompts degrade over time as the world changes. Agents need to identify their own gaps and propose fixes.
How It Works
Every Friday, a review runs across all workspaces: memory logs, daily notes, failed tasks, inconsistencies. A prioritized improvement list posts to Discord for your approval. You decide what to approve, and the agent implements the changes.
The Prompts That Drive This
The review looks for outdated information, broken references, repeated failures, and instructions that need updating based on what was learned.
Related Use Cases
Daily Security Auditing & Hardening
Configuration changes drift over time. A new tool gets installed, permissions get reset during an update. These need to be caught early.
Automated Nightly Backup to GitHub
If the machine dies, you need to restore the entire agent setup quickly. Expired credentials are the number one cause of silent failures.
Self-Healing Error Resolution
Agents encounter errors: browser timeouts, rate limits, changed file paths. In a naive setup, tasks fail silently.
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