name: drug-encapsulation-optimizer description: Drug delivery formulation skill for optimizing drug loading, encapsulation efficiency, and release kinetics allowed-tools:
- Read
- Write
- Glob
- Grep
- Bash
metadata:
specialization: nanotechnology
domain: science
category: applications
priority: high
phase: 6
tools-libraries:
- Dissolution modeling software
- Stability testing protocols
Drug Encapsulation Optimizer
Purpose
The Drug Encapsulation Optimizer skill provides systematic optimization of nanoparticle drug delivery formulations, enabling maximized drug loading, controlled release kinetics, and formulation stability.
Capabilities
- Drug loading optimization
- Encapsulation efficiency calculation
- Release kinetics modeling (zero-order, Higuchi, Korsmeyer-Peppas)
- Stability testing protocols
- Size optimization for target application
- Payload-to-carrier ratio optimization
Usage Guidelines
Formulation Optimization
-
Loading Optimization
- Screen loading methods
- Optimize drug:carrier ratio
- Maximize encapsulation efficiency
-
Release Kinetics
- Characterize release profile
- Fit to kinetic models
- Design sustained release
-
Stability Assessment
- Monitor size over time
- Track drug leakage
- Accelerated stability testing
Process Integration
- Nanoparticle Drug Delivery System Development
- Nanomaterial Safety Assessment Pipeline
Input Schema
{
"drug": "string",
"carrier_type": "liposome|polymer|micelle|lipid_np",
"target_loading": "number (wt%)",
"release_target": "immediate|sustained|triggered",
"route": "iv|oral|topical|inhalation"
}
Output Schema
{
"optimized_formulation": {
"drug_loading": "number (wt%)",
"encapsulation_efficiency": "number (%)",
"particle_size": "number (nm)",
"pdi": "number"
},
"release_kinetics": {
"model": "string",
"parameters": {},
"t50": "number (hours)",
"t90": "number (hours)"
},
"stability": {
"shelf_life": "number (months)",
"storage_conditions": "string"
}
}