xiaohongshu
xiaohongshu
Monitors Claude's responses for struggle signals and suggests escalation to deep-thinking agents when complexity exceeds comfortable reasoning capacity.
Full skill instructions
This skill provides awareness of the struggle detection system and guidance on when to proactively engage deep-thinking resources.
Even before the struggle detector triggers, consider spawning deep-think-partner when:
Architectural decisions with competing constraints
Ambiguous requirements requiring interpretation
Multi-domain synthesis required
Edge case analysis needed
Before responding to complex questions, ask yourself:
If you answer "no" to any of these, consider proactive escalation.
Use the Task tool with the deep-think-partner agent:
Task tool:
subagent_type: deep-think-partner
prompt: [Detailed problem statement with all constraints]
description: [3-5 word summary]
Include:
User asks: "Should we use Redis or PostgreSQL for session storage?"
Self-assessment: Multiple valid approaches, depends on constraints not yet explored, "it depends" isn't helpful.
Escalation:
Task tool:
subagent_type: deep-think-partner
prompt: |
Context: Web application with 10k concurrent users, existing PostgreSQL database.
Question: Redis vs PostgreSQL for session storage.
Constraints: Team has PostgreSQL expertise, no Redis experience.
Must handle session expiry. Cost-sensitive.
Success: Clear recommendation with migration path.
description: Analyze session storage options
The automatic detector looks for these patterns in your responses:
| Signal | What It Means | Better Approach |
|---|---|---|
| Hedging | Uncertainty about recommendation | Escalate for deeper analysis |
| Deflecting | Avoiding commitment with questions | Answer then ask clarifying questions |
| Verbose | Rambling without concrete output | Structure response, include code/tables |
| Contradiction | Changed position mid-response | Stop, think, give one coherent answer |
| Apologetic | Previous response was wrong | Acknowledge, correct, move forward |
| Weaseling | Non-committal to avoid being wrong | Make a recommendation with confidence level |
When deep-think-partner returns its analysis:
Track your struggle detection rate to improve:
Self-awareness of your own patterns helps calibrate both the detector and your escalation instincts.
xiaohongshu
technical spec
product ux expert
database patterns
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