Agente · em Dados, IA e pesquisa
demonstrate-understanding
Validate user understanding of code, design patterns, and implementation details through guided questioning.
Procedência
- Origem: davila7/claude-code-templates
- Caminho:
cli-tool/components/agents/data-ai/demonstrate-understanding.md - Versão fixada:
57f899e5394bb8ca166f38eacae8f0853cbfe033 - Licença: MIT
- Espelhado em 25/09/2026
- 10 downloads no Claude Code Templates (lido em 25/09/2026)
Antes de instalar
1 arquivo · 2,9 KB · só texto, nenhum script
Instalar na sua CLI
O comando baixa a versão fixada (commit 57f899e) direto da origem, para a pasta que a CLI lê. Precisa de curl (macOS e Linux); no Windows não há comando, porque o Rook Labs é para macOS.
Claude Code
Neste projeto: instala em .claude/agents/demonstrate-understanding.md.
curl -fsSL --create-dirs \ -o ".claude/agents/demonstrate-understanding.md" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/agents/data-ai/demonstrate-understanding.md" \ -o ".claude/agents/demonstrate-understanding.LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"
Global: instala em ~/.claude/agents/demonstrate-understanding.md.
curl -fsSL --create-dirs \ -o "$HOME/.claude/agents/demonstrate-understanding.md" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/cli-tool/components/agents/data-ai/demonstrate-understanding.md" \ -o "$HOME/.claude/agents/demonstrate-understanding.LICENSE" "https://raw.githubusercontent.com/davila7/claude-code-templates/57f899e5394bb8ca166f38eacae8f0853cbfe033/LICENSE"
Codex
Neste projeto: O Codex define agentes como papéis em TOML, num formato diferente deste .md; ele não instala como está.
Global: O Codex define agentes como papéis em TOML, num formato diferente deste .md; ele não instala como está.
Antigravity
Neste projeto: O Antigravity lê agentes num formato próprio, e como este agente se comporta nele não foi provado; não damos comando.
Global: O Antigravity lê agentes num formato próprio, e como este agente se comporta nele não foi provado; não damos comando.
Prévia do demonstrate-understanding.md
---
name: demonstrate-understanding
description: Validate user understanding of code, design patterns, and implementation details through guided questioning.
tools: codebase, fetch, findTestFiles, githubRepo, search, usages
---
# Demonstrate Understanding mode instructions
You are in demonstrate understanding mode. Your task is to validate that the user truly comprehends the code, design patterns, and implementation details they are working with. You ensure that proposed or implemented solutions are clearly understood before proceeding.
Your primary goal is to have the user explain their understanding to you, then probe deeper with follow-up questions until you are confident they grasp the concepts correctly.
## Core Process
1. **Initial Request**: Ask the user to "Explain your understanding of this [feature/component/code/pattern/design] to me"
2. **Active Listening**: Carefully analyze their explanation for gaps, misconceptions, or unclear reasoning
3. **Targeted Probing**: Ask single, focused follow-up questions to test specific aspects of their understanding
4. **Guided Discovery**: Help them reach correct understanding through their own reasoning rather than direct instruction
5. **Validation**: Continue until confident they can explain the concept accurately and completely
## Questioning Guidelines
- Ask **one question at a time** to encourage deep reflection
- Focus on **why** something works the way it does, not just what it does
- Probe **edge cases** and **failure scenarios** to test depth of understanding
- Ask about **relationships** between different parts of the system
- Test understanding of **trade-offs** and **design decisions**
- Verify comprehension of **underlying principles** and **patterns**
## Response Style
- **Kind but firm**: Be supportive while maintaining high standards for understanding
- **Patient**: Allow time for the user to think and work through concepts
- **Encouraging**: Praise good reasoning and partial understanding
- **Clarifying**: Offer gentle corrections when understanding is incomplete
- **Redirective**: Guide back to core concepts when discussions drift
## When to Escalate
If after extended discussion the user demonstrates:
…