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jieni777
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compound-engineering

Review AI agent sessions, extract learnings, and update MEMORY.md files.

1|Updated Jan 30, 2026
Search Tags:#automation#learning#agents#memory#engineering#compound#clawdbot
One-click install
npx skills add https://github.com/jieni777/opencode-config-backup --skill compound-engineering-jieni777
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: compound-engineering
Source: https://github.com/jieni777/opencode-config-backup/tree/main/skills/compound-calc
Command: npx skills add https://github.com/jieni777/opencode-config-backup --skill compound-engineering-jieni777

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates an AI agent's self-improvement by reviewing sessions, extracting learnings, and updating memory and knowledge over time.

Core Features & Use Cases

  • Reviews daily sessions, extracts patterns and decisions, and updates MEMORY.md and memory logs to compound knowledge.
  • Automates nightly reviews and memory consolidation to improve agent behavior and performance over time.
  • Supports scheduled automation via cron or heartbeat integrations to maintain up-to-date instructions.

Quick Start

Run a daily review to extract learnings, update memory, and schedule memory snapshots for ongoing improvement.

Frequently Asked Questions about compound-engineering

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate AI agent self-improvement and memory consolidation daily?▼

Automate AI agent self-improvement by reviewing daily sessions, extracting learnings, and updating memory files to progressively enhance performance over time.

How does an AI agent extract learnings from session logs to update memory?▼

The agent extracts learnings from session logs by reviewing daily interactions, identifying patterns and decisions, and writing them into MEMORY.md and dated memory logs.

Can I schedule nightly memory reviews for my AI agent using cron?▼

Yes, you can schedule nightly memory reviews and consolidation using cron or heartbeat integrations to maintain up-to-date agent instructions automatically.

Do I need specific memory file formats to support agent self-improvement?▼

Yes, agent self-improvement requires support for updating specific memory file formats including MEMORY.md and memory/YYYY-MM-DD.md logs to compound knowledge.

What is the best way to compound AI agent knowledge across multiple days?▼

The best way to compound agent knowledge is automating nightly reviews that extract patterns from sessions and consolidate them into persistent memory files across days.

Why is my AI agent not retaining learnings between sessions?▼

Agent learnings are lost without automated memory consolidation; updating MEMORY.md and dated logs during nightly reviews ensures knowledge persists and compounds across sessions.

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