Example Use Cases

Cluster 715K+ compounds from the COCONUT database to identify bacterial-derived drug candidates using ML dimensionality reduction.

Predict US recessions at 3, 6, and 12-month horizons using FRED macroeconomic indicators with XGBoost and Bayesian models.

Map model organism longevity genes to human orthologs and evaluate their validation through GWAS studies.

Rank 124 habitable zone exoplanets for JWST atmospheric characterization using TSM/ESM metrics and observability windows.

Benchmark variational quantum eigensolver algorithms for molecular simulations on H₂, LiH, BeH₂, and H₂O systems.

Elucidate doxorubicin's mechanism in MCF7 cells through differential expression, pathway enrichment, and drug connectivity.

Build HRV-based stress classifier from WESAD ECG data achieving 97% accuracy with XGBoost and Random Forest models.

Optimize enzyme expression ratios for lycopene production in E. coli using FBA and kinetic bottleneck analysis.

Identify master transcription factors regulating 866 epigenetic clock CpG sites and map FDA-approved drug targets.

Map publication-patent relationships for GLP-1 agonists like Semaglutide and Tirzepatide to identify prior art timing.

Analyze FDA adverse events for biodegradable orthopedic implants and create polymer selection decision framework.

Analyze 10,000 FDA MAUDE reports for implantable cardioverter defibrillators to identify failure modes by manufacturer.

Build ML models to predict protein corona composition on gold nanoparticles using physicochemical properties.

Discover fragmentation patterns from 1,267 GNPS spectra with FDR-corrected statistical enrichment analysis.

Explore heart-brain coupling for seizure prediction using EEG/ECG analysis and phase-amplitude coupling methods.

Analyze EPA AQI data to predict air quality categories and explore respiratory health impacts using XGBoost classification.

Predict ion suppression factors in LC-MS metabolomics using chromatographic context features and SHAP interpretability.

Technical comparison of Claude Agent Skills and Model Context Protocol architectures for AI tool integration.

Validate TMT 6-plex quantification accuracy using Erwinia carotovora spike-in proteins with 97% correlation to ground truth.

Identify molecular endotypes in 679 asthma patients using nasal airway RNA-Seq and pathway-based clustering.

Optimize Caribbean citizenship-by-investment strategy for a family of 6 with $1M budget across 5 CARICOM jurisdictions.

Build ML classifier for head and neck cancer treatment response using 270 patient samples with AUC=0.76.

Predict liver toxicity using Tox21 SR-MMP endpoint with XGBoost and SHAP-based structural interpretation.

Evaluate AVAs for Tempranillo/Cabernet Franc blend with $5M budget across terroir, climate, and business factors.

Model environmental impacts of policy changes on India's Aravali ranges with climate, air quality, and groundwater projections to 2050.

Generate nutritionally optimized 7-day meal plans for urban Indians across activity levels with regional diversity.

Quantify individualism-collectivism cultural differences using Hofstede dimensions and World Happiness Report data.

Stratify 97 ccRCC patients by predicted response to standard therapies and identify drug repurposing candidates.

Analyze state-wise emigration drivers with diaspora networks explaining 78% of variance using panel regression.

Design and cost-estimate a 50m span concrete dome for Sydney using membrane stress analysis and Australian Standards.

Detect pollution tipping points in Indian metros using Mann-Kendall tests and forecast PM2.5 to 2026 with Holt-Winters.

Compare AI research productivity and impact between India and China using OpenAlex bibliometric data (2019-2024).

Develop tourism potential model for India's heritage trees benchmarked against California Redwoods with $233M revenue opportunity.

Build Random Forest models for crop yield and soil fertility prediction across 33 Indian states with 71% test R².

Quantify thermal degradation effects on PV-electrolyzer systems in Rajasthan comparing Alkaline vs PEM technologies.

Panel regression shows charging infrastructure has 1.76x stronger impact than subsidies on 2-wheeler EV adoption.

Map $176M in CDR grants to patents and startups, identifying 5 investment opportunities across DAC, OAE, and enhanced weathering.

Analyze how road, electricity, and digital infrastructure affect female labor force participation using Indian Census and NFHS data.

Comprehensive review of germline and somatic variant callers for clinical genomics with ACMG/AMP classification frameworks.

Complete 65-day itinerary for hiking all 11 NZ Great Walks with $14K budget, transport strategy, and 12-week training program.

Investigate the Flying Dutchman legend's origins in Bernard Fokke's VOC voyages and the Brouwer Route navigation strategy.

Mathematical feasibility assessment of pyramid construction theories including hybrid ramps and counterweight-pulley mechanisms.

Data-driven analysis of AI trends covering agents, LLMs, compute infrastructure, regulation, and $500B+ market investment.

Emergency response guide for the 5 deadliest venoms: cone snail, box jellyfish, wandering spider, inland taipan, and funnel-web.

Analyze KRAS variant distribution and survival outcomes in 2,336 pancreatic adenocarcinoma patients from MSK cBioPortal data.