Literature Review
📁 Project Dashboard
Manage All Experiments in Current Project,Compare Results Across Parameter Combinations.
📊 Experiment Comparison
📚 Literature Library
Saved Literature,SupportBibTeXExport Format.
📖 Literature Review
Enter Research Topic,Search Related Literature.Sourced from Academic Databases,SupportDOITraceability &BibTeXExport.
Found 0 papers
💡 Hypothesis Generation
Based on literature review results,AIGenerate testable research hypotheses.Each hypothesis includes confidence level and validation method suggestions.
Please complete the literature review first(Step1),The system will generate hypotheses based on search results.
📐 Experimental Design
Select an engine and configure experiment parameters.Each engine validates using real paper data,Approx. mean error5%.Supports quick configuration with preset templates.
⚗️ No engine selected
| Parameter | Value | Unit | Range |
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Set parameter range to scan,Observe its impact on results.Results will be displayed in interactive charts.
| Parameter | Minimum | Maximum | Number of Steps | Unit |
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AIFinds optimal parameter combinations using physics-based models and Bayesian optimization..
🧠 Active Learning Recommendation
Based on Expected Improvement(EI)Acquisition Function,Recommends conditions maximizing information gain.Click suggestion card to apply parameters instantly.
Running...
💊 Pharma Toolkit
Pharma R&D Toolkit:Experimental Design(DOE),Dissolution Curve Comparison(f2),In vitro–in vivo correlation(IVIVC),CTDReport,Audit Trail.
Experimental Design (DOE)
f2 f2 Similarity Factor Calculation
In vitro–in vivo correlation (IVIVC) Level A
Batch Formulation Screening (Batch Screening)
Batch evaluate multiple formulations,By release profile,f2Sort by similarity or sustained-release performance.One formulation per line,Format: Polymer name,Concentration%,Drug loadingmg
Parameter sensitivity analysis
Scan key parameter impact on release curves,Output parameter response surface
PBPK Physiologically based pharmacokinetic model
ACAT 8Segmental GI absorption model + Well-StirredHepatic metabolism + One-compartment systemic PK
Virtual bioequivalence analysis (VBE)
Based onPBPKParameter-simulated test article/Reference product population PK,Calculate90%CIAssess bioequivalence
Population pharmacokinetics (NLME)
One-compartment oral first-order absorption model,FOCEApproximate Population Parameter Estimation,Inter-individual Variability andetaShrinkage
Crossover Design ANOVA Statistical Analysis
2×2Crossover Design ANOVA,Calculate Sequence/Period/Formulation Effect,Intra-individualCV%and90%CI
CTD Module 3 Report Generation
GxP Audit Trail
🔍 Peer Review
Based on Validation Data8Automated Item Review,Ensure Result Reliability.Includes Stratified Uncertainty Calibration Assessment.
📄 Manuscript Generation
Based on Experimental Results and Validation Data,Auto-Generate Standardized Research Reports.Supports Multiple Citation Formats andMarkdownExport.
🛡️ V&V Confidence Verification
Based on ASME V&V 10-2019(R2025) Standards and Sandia National Laboratory SciML 16Item Recommendations,Perform Multidimensional Credibility Assessment on Simulation Results.This is SwarmLabs Compared to GeneralAITool(such as Claude Science)core differentiating capability.
🎨 WebGPU High-Performance Visualization
Based on WebGPU Compute Shader-Driven Real-Time Molecular Orbital Calculation and3DExperimental Process Visualization.Technology Benchmarking MOrbVis(ACS Omega 2026) and Visionary(ShanghaiAI Lab),10^6 Grid Points 100ms Completed Within,Zero-Install, Runs Entirely In-Browser.
Molecular Orbital Visualization
3DExperimental Process
BrowserWebGPUSupport
🇨🇳 Domestic Substitution & Compliance Statement
Compliant with ChineseAIScientific Research Ethics Review Measures(2026.4 Jointly Issued by Ten Departments),Supports Data Localization,Priced at OnlyBenchlingEnterprise Edition's20%.This is SwarmLabs Core Advantages Over Overseas Competitors in China.