Creative
PromptBeginner5 minmarkdown
- Leverage built-in utility types (Partial
Required
0
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Creative
PromptBeginner5 minmarkdown
- Add type annotations incrementally
starting with the most critical interfaces and working outward.
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Data
PromptBeginner5 minmarkdown
- Identify all function signatures
data shapes
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Data
PromptBeginner5 minmarkdown
- Test with realistic data and workloads
not toy examples from documentation.
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Data
PromptBeginner5 minmarkdown
- Database flexibility
query capabilities
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Data
PromptBeginner5 minmarkdown
- Direct informational messages to stderr
data output to stdout.
0
Creative
PromptBeginner5 minmarkdown
- Start from evidence and work toward conclusions
never the reverse
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Data
PromptBeginner5 minmarkdown
- **Incomplete Impact Assessment**: Failing to quantify the full scope of user
data
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Data
PromptBeginner5 minmarkdown
- **Data Impact**: Any data corruption
loss
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Data
PromptBeginner5 minmarkdown
- Assess data loss
corruption
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Data
PromptBeginner5 minmarkdown
- Document data gaps
retention issues
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Data
PromptBeginner5 minmarkdown
- Identify data sensitivity
compliance implications
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Creative
PromptBeginner5 minmarkdown
- Collect telemetry artifacts: application logs
system logs
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Data
PromptBeginner5 minmarkdown
- **Analyze** symptoms and impact scope to map failure boundaries and quantify user
data
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Data
PromptBeginner5 minmarkdown
- Prefer managed services (auth
database
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Data
PromptBeginner5 minmarkdown
- **Prepare** demos with public deployment URLs
realistic data
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Data
PromptBeginner5 minmarkdown
- [ ] Technical considerations address data privacy
scalability
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Creative
PromptBeginner5 minmarkdown
- User experience design: entry points
core flows
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Data
PromptBeginner5 minmarkdown
- Technical considerations: integrations
data privacy
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Data
PromptBeginner5 minmarkdown
- Identify technical considerations: integrations
data storage
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Data
PromptBeginner5 minmarkdown
- Ask clarifying questions about technical preferences (database
framework
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Creative
PromptBeginner5 minmarkdown
- If the user provides a project idea without a PRD
start at Phase 1 (PRD Creation)
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Data
PromptBeginner5 minmarkdown
- **Environment drift**: Test environment differs materially from production in configuration
data
0
Data
PromptBeginner5 minmarkdown
- Escalate issues that could cause data loss
security breaches
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