backup materials and knowledge-base docs

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# Code Review
Comprehensive security and quality review of uncommitted changes:
1. Get changed files: git diff --name-only HEAD
2. For each changed file, check for:
**Security Issues (CRITICAL):**
- Hardcoded credentials, API keys, tokens
- SQL injection vulnerabilities
- XSS vulnerabilities
- Missing input validation
- Insecure dependencies
- Path traversal risks
- Insecure deserialization (pickle)
**Code Quality (HIGH):**
- Functions > 50 lines
- Files > 800 lines
- Nesting depth > 4 levels
- Missing error handling (try/except)
- print() statements in production
- TODO/FIXME comments without tickets
- Missing docstrings for public APIs
- Missing type hints (Python 3.6+)
**Best Practices (MEDIUM):**
- Mutable default arguments
- Emoji usage in code/comments
- Missing tests for new code
- Missing `if __name__ == "__main__"` guards
- Unused imports (detect with ruff/pyflakes)
3. Generate report with:
- Severity: CRITICAL, HIGH, MEDIUM, LOW
- File location and line numbers
- Issue description
- Suggested fix
4. Block commit if CRITICAL or HIGH issues found
Never approve code with security vulnerabilities!