Serial Dilution Calculator

Step-by-step dilution protocol generator.

Use Cases

• - qPCR standard curves
• ELISA plate setup
• Drug dose responses
• MIC determinations

Parameters

• - starting_conc: Stock concentration
• INLINECODE1: Target concentration
• INLINECODE2: Step dilution
• INLINECODE3: Per well volume

Returns

• - Pipetting scheme table
• Required volumes
• Plate layout suggestion
• Common pitfall warnings

Example

Risk Assessment

Security Checklist

• - [ ] No hardcoded credentials or API keys
• [ ] No unauthorized file system access (../)
• [ ] Output does not expose sensitive information
• [ ] Prompt injection protections in place
• [ ] Input file paths validated (no ../ traversal)
• [ ] Output directory restricted to workspace
• [ ] Script execution in sandboxed environment
• [ ] Error messages sanitized (no stack traces exposed)
• [ ] Dependencies audited

Prerequisites

No additional Python packages required.

Evaluation Criteria

Success Metrics

• - [ ] Successfully executes main functionality
• [ ] Output meets quality standards
• [ ] Handles edge cases gracefully
• [ ] Performance is acceptable

Test Cases

1. 1. Basic Functionality: Standard input → Expected output
2. Edge Case: Invalid input → Graceful error handling
3. Performance: Large dataset → Acceptable processing time

Lifecycle Status

• - Current Stage: Draft
• Next Review Date: 2026-03-06
• Known Issues: None
• Planned Improvements: