General
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- **Registry**: pkg.go.dev
GitHub releases
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General
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- **Dependency file**: requirements.txt
pyproject.toml
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General
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- **Key topics**: routing
middleware
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General
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- **Key topics**: ActiveRecord
routing
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- **Key topics**: async
type-hints
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- **Key topics**: routing
blueprints
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General
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- **Dependency file**: requirements.txt
pyproject.toml
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General
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- **Common questions**: Custom config
class naming
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- **Common questions**: Authentication
migrations
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- **Key topics**: models
views
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- **Key topics**: middleware
routing
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- **Key topics**: utilities
customization
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- **Key topics**: routing
middleware
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- ❌ **Hallucinate features** - If docs don't mention it
it may not exist
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- If upgrade exists
did you provide migration guidance?
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- **Key topics**: hooks
components
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✅ YES if: Using Server Components
want performance gains
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General
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- Latest version (what's new
what changed)
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⚠️ WAIT if: Large app
limited testing time
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General
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3. **Check lockfiles for exact version** (optional
for precision):
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General
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- Check file extensions (.js
.py
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Extract: gem 'rails'
'~> 7.0.8' → Current version is 7.0.8
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General
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- Look for dependency files (package.json
requirements.txt
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General
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- **TypeScript**: types
generics
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