Literature Review
📁 Project Dashboard
Manage all experiments in the current project, and compare results across parameter combinations.
📊 Experiment Comparison
📚 Literature Library
Saved literature, with BibTeX export support.
📖 Literature Review
Enter a research topic and search related literature, sourced from academic databases, with DOI traceability and BibTeX export.
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 is a published-model GP surrogate (simulation-conformance validation); 0/95 scenarios have real experimental ground truth. See /verify for the honest evidence boundary. Preset templates support quick configuration.
⚗️ No engine selected
| Parameter | Value | Unit | Range |
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Set a parameter range to scan and observe its impact on results. Results are 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 the Expected Improvement (EI) acquisition function. Recommends conditions that maximize information gain. Click a suggestion card to apply the parameters instantly.
Running...
💊 Pharma Toolkit
Pharma R&D toolkit: experimental design (DOE), dissolution-curve comparison (f2), in vitro–in vivo correlation (IVIVC), CTD report, 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 (f2), sorted by similarity or sustained-release performance. One formulation per line. Format: polymer name, concentration %, drug loading (mg)
Parameter sensitivity analysis
Scan how key parameters affect release curves, and output a 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; FOCE approximate population parameter estimation; inter-individual variability and eta shrinkage.
Crossover Design ANOVA Statistical Analysis
2×2 crossover design ANOVA. Calculates sequence / period / formulation effects, intra-individual CV%, and 90% CI.
CTD Module 3 Report Generation
GxP Audit Trail
🔍 Peer Review
Based on validation data and 8 automated item reviews to ensure result reliability. Includes stratified uncertainty calibration assessment.
📄 Manuscript Generation
Based on experimental results and validation data, auto-generates standardized research reports. Supports multiple citation formats and Markdown export.
🛡️ V&V Confidence Verification
Based on the ASME V&V 10-2019 (R2025) standard and Sandia National Laboratory's SciML 16-item recommendations, performs a multidimensional credibility assessment on simulation results. This is SwarmLabs's core differentiating capability versus general AI tools such as Claude for Science.
🎨 WebGPU High-Performance Visualization
Based on WebGPU compute-shader-driven real-time molecular orbital calculation and 3D experimental-process visualization. Benchmarking against MOrbVis (ACS Omega 2026) and Visionary (Shanghai AI Lab). 10^6 grid points completed within 100 ms — zero-install, runs entirely in-browser.
Molecular Orbital Visualization
3DExperimental Process
BrowserWebGPUSupport
🇨🇳 Domestic Substitution & Compliance Statement
Compliant with China's AI Scientific Research Ethics Review Measures (issued jointly by ten departments, April 2026) and supports data localization, priced at only 20% of Benchling Enterprise Edition. This is SwarmLabs's core advantage over overseas competitors in China.