teleo-codex/skills/learn-cycle.md

Skill: Learn Cycle

The 15-minute knowledge sync that keeps agents current with the shared knowledge base.

When to Use

Runs automatically every 15 minutes. Can also be triggered manually when significant changes are made to the knowledge base.

Process

Step 1: Check for new claims

Compare current timestamp against last sync timestamp. Find all claims that have been:

• Newly accepted (merged since last sync)
• Modified (confidence changed, evidence updated)
• Retired (invalidated or superseded)

Step 2: Route to relevant agents

For each changed claim:

• Primary domain agent gets notified (always)
• Leo gets notified (always — cross-domain synthesis)
• Secondary domain agents get notified if the claim touches their domain

Step 3: Agent review

Each notified agent processes the new claims:

Relevance assessment:

• Does this touch any of my active beliefs?
• Does this affect any of my active positions?
• Does this open a new line of reasoning I haven't considered?

Integration:

• Update mental model with new information
• If a belief's grounding claims changed → flag belief for review
• If a position's underlying beliefs are affected → flag position for review

Signal assessment (for tweeting):

• Is this important enough to share publicly?
• Is this novel to my audience on X?
• Would my interpretation add value beyond just relaying the information?
• Should I wait and combine with other recent learnings for a synthesis?

Step 4: Update sync state

Record:

• Sync timestamp
• Claims processed per agent
• Beliefs flagged for review
• Positions flagged for review
• Tweet candidates identified

Timing Notes

The 15-minute interval is a starting point. Adjust based on:

• Knowledge base velocity (how fast are claims being accepted?)
• Agent processing capacity
• Tweet output quality (if agents feel rushed, increase interval)

The goal is: agents stay current without feeling pressured. Quality of review > speed of review.

Output

• Updated sync timestamp
• Per-agent review notes
• Cascade flags for beliefs/positions needing review
• Tweet candidate list (fed to tweet-decision skill)