Research

Formulates evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions…

Creates and reviews infographics with Nano Banana 2 via OpenRouter.

Designs custom laboratory hardware as parametric build123d models and exports fabrication artifacts as STEP, STL, and DXF files - microfluidic chips and…

Conducts systematic, scoping, and narrative literature reviews using PubMed, arXiv, bioRxiv, Semantic Scholar, and other appropriate sources.

Solves seawater carbonate chemistry with PyCO2SYS for chemical oceanography, ocean acidification, and marine carbon-cycle research.

Writes scientific Markdown documentation and Mermaid diagrams for workflows, relationships, timelines, and schemas.

Creates and customizes scientific plots with Matplotlib.

Creates, analyzes, and visualizes complex networks and graphs in Python with NetworkX.

Builds and audits reproducible NeuroKit2 research workflows for physiological time-series preprocessing, event/interval analysis, multimodal alignment…

Resolves free-text scientific labels to ontology term IDs and validates existing CURIEs against the EBI Ontology Lookup Service (OLS4).

Organizes research with the self-hosted Open Notebook alternative to NotebookLM.

GPU-accelerates scientific Python on NVIDIA hardware and verifies that the result is correct and faster.

Searches 18 scholarly APIs for papers, preprints, citations, open-access full text, repository records, and journal OA status, and returns results with…

Searches and reads biomedical papers, FDA/PMDA/EMA documents, clinical trials, and protein records with the GXL Paperclip CLI and Python SDK.

Uses Parallel CLI for web search, URL extraction, deep research, structured data enrichment, entity discovery, and recurring web monitoring.

Prepares evidence-bounded, constructive peer-review drafts and structured manuscript assessments.

Creates and audits editable scientific posters in macro-free PowerPoint (.pptx) from author-approved local content and assets.

Manages Zotero reference libraries using the pyzotero Python client: retrieves, creates, updates, and deletes items, collections, tags, and attachments via…

Supports research proposal preparation and review for NSF, NIH, DOE, DARPA, and Taiwan NSTC, including opportunity-specific requirements, aims, review…

Compiles current scholarly evidence for a scientific manuscript or research brief when the user explicitly asks to gather literature, references, background…

Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation, adversarial…

Evaluates scientific claims and evidence quality.

Generates scientific diagram drafts using Nano Banana 2 AI with smart iterative refinement.

Builds slide decks and presentations for research talks.