Process and analyze CSV, JSON, and text files with data transformation, cleaning, analysis, and visualization capabilities
Learning roadmaps and career progression tracking - personalized development plans with milestone tracking
Comprehensive market analysis using web research, data synthesis, and competitive positioning
Use when asked to scan, decode, read, or extract data from QR codes or barcodes in images.
Write idiomatic PHP code with generators, iterators, SPL data
Write idiomatic PHP code with generators, iterators, SPL data
Write idiomatic PHP code with generators, iterators, SPL data
Write idiomatic PHP code with generators, iterators, SPL data
Data room preparation, VC Q&A prep, due diligence readiness, and fundraising materials
Foundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization and publication figures.
Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs, scheduling compute-intensive tasks, or serving APIs...
Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows....
AWS Aurora Serverless v2, RDS Proxy, Data API, connection pooling
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of...
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
Use when tests have race conditions, timing dependencies, or inconsistent pass/fail behavior - replaces arbitrary timeouts with condition polling to wait for actual state changes, eliminating...
Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation...
Next.js App Router principles. Server Components, data fetching, routing patterns.