Curiosity loop

SkillDev tools

Lets your agent track what it doesn't yet know, pick exploration targets, and surface creative cross-topic insights.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the Curiosity loop skill

About this skill

Use when the user asks what you are curious about or do not know, wants dream-synthesized insights, or after you investigate an exploration target. Not for plain fact recall (use memory_search).

What this skill tells your AI

The instructions your AI receives, as published by bitterbot-ai/bitterbot-desktop in skills/curiosity-loop/SKILL.md and read by ahel’s review.

Curiosity engine

The curiosity engine tracks knowledge gaps, anomalies, frontiers and contradictions. Each new chunk is assessed for novelty and surprise. Exploration targets are generated for areas where your knowledge is thin or stale, and the engine rebuilds its knowledge regions during every consolidation pass. Many open gaps bias the dream engine toward exploration mode.

Tools

  • curiosity_state: view knowledge gaps, exploration targets, learning progress and surprise assessments. Reach for it when the user asks "what do you know about X?", "what are you curious about?" or "what don't you know?".
  • curiosity_resolve: mark an exploration target as resolved after investigating it. Close targets you actually resolved; do not close them to tidy the list.
  • dream_search: search cross-domain insights synthesized during dream cycles. Use it when you want creative connections across topics.
  • dream_status: dream engine state, last cycle details, insight count.

MEMORY.md sections that feed the loop

  • Curiosity Gaps: what you want to explore next (rewritten by the dream engine).
  • Emerging Skills: patterns detected in your own behaviour, pre-crystallization.

When a user question lands on one of these gaps, investigate (memory_search, web tools, or the user), then curiosity_resolve the target so the next dream cycle can move on.

Signals

GitHub stars
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Last commit
Sep 2026
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Item type
skill
Key
curiosity-loop
Source
github.com/bitterbot-ai/bitterbot-desktop