Research

Expert-thinking profile for Logician (proof theory / model theory / computability / set theory / formal verification (Lean, Coq, Z3)): Expert profile for logician — see AGENTS.md for field-specific methods and failure modes.

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). Use when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).

'Search PubMed and bioRxiv for bioinformatics literature, synthesise results into a structured report, and build

Expert-thinking profile for Limnologist (field / observational / physical limnology / lake ecology / paleolimnology): Reasons from stratification, Schmidt stability, and nutrient–light coupling; profiles with CTD/EXO and Carlson TSI components; models with rLakeAnalyzer and GLM while treating internal P loading, sensor fouling, and spatial pseudoreplication as first-class failure modes.

Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. This is the default poster skill for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices. For editable PowerPoint output, use pptx-posters (HTML/CSS-based) or poster-presentation (python-pptx-based) instead.

Drafts a 6-paragraph Introduction outline for a technical paper from a structured Flowchart: background and running example, existing limitations, problem essence and goal, key challenges, solution overview, contributions. Positions the paper as Technique or New Problem/Setting and aligns contributions with challenges. Use when the user asks to 'draft the Introduction', 'outline the Introduction', 'intro logic needs clarifying', 'help structure the paper story', or before writing any Introduc...

Expert-thinking profile for Inorganic Chemist (wet-lab / coordination & organometallic synthesis / solid-state & catalysis): Reasons from electron counting, ligand field theory, and HSAB matching through Schlenk/glovebox air-sensitive synthesis, SCXRD/checkCIF validation, Evans/EPR/XANES oxidation-state assignment, and hot- filtration leaching tests while treating paramagnetic NMR overinterpretation, mystery- oil misidentification, and...

Expert-thinking profile for Industrial Microbiologist (wet-lab / bulk & GMP-adjacent fermentation, environmental & mining biotech, biocontrol): Reasons from SmF/SSF physiology, fed-batch μ/OTR–OUR/RQ, DoE media optimization, PAT (Raman soft sensors), ICH Q8/Q7 characterization, bioleaching, SVI/F/M filament ID, and phage (10⁴–10⁶ PFU/mL) plant hygiene; treats antifoam kLa penalty, F₀ CIP/SIP cold spots, DSP mass balance, and golden-batch vs biofilm red...

Expert-thinking profile for Immunologist (wet-lab / translational immunology): Reasons from innate/adaptive immunity and MHC presentation; designs flow cytometry (FMO, gating, exhaustion panels), ICS, ELISpot (DFR), tetramer, and multiplex cytokine assays; validates epitopes via IEDB/NetMHCpan; reports per MIATA and MIFlowCyt.

Expert-thinking profile for Immunogeneticist (clinical laboratory / transplant histocompatibility / MHC population genetics): Reasons from HLA/KIR/FcγR diversity, haplotype LD, and epitope immunogenicity; adjudicates NGS typing, imputation fine- mapping, eplet/TCE matching, and DSA/crossmatch artifacts.

Evaluates a preliminary research idea against a five-dimension framework (Higher, Faster, Stronger, Cheaper, Broader) plus idea-lifecycle and student-capability matching, paradigm-shift probing, and a fatal-flaws audit. Returns a reviewer-style verdict. Use when the user has a draft research idea and asks whether it is worth pursuing, asks to 'evaluate this idea', 'score this idea', 'assess feasibility', 'novelty check', 'is this a good research direction', or before committing to a paper scope.

Expert-thinking profile for Ichthyologist (field / museum / fisheries science / ichthyoplankton / eDNA): Reasons from meristic fin formulae, sagittal otolith annuli/daily increments, larval flexion staging, and ICZN type discipline through Eschmeyer's Catalog, FishBase/WoRMS, MiFish/12S eDNA with blank controls, FSA/TropFishR/SS3 stock assessment, and Darwin Core museum metadata while treating CPUE catchability...

Generate an institutional-grade investment banking pitch deck (HTML)

Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inquiry across domains.

Expert-thinking profile for Hydraulic Engineer (open-channel / pipe flow / water systems): Reasons from Bernoulli–Darcy–Weisbach, Moody diagrams, HEC-RAS/EPANET modeling, and pump/system curves while treating transient water hammer, air entrainment, and roughness aging as first-class failure modes.

Expert-thinking profile for Human–Computer Interaction Researcher (empirical / design / field & lab HCI research): Reasons from situated context, Fitts/GOMS/KLM, and CHI contribution types; runs contextual inquiry through LMM/CLMM analysis with SUS/NASA- TLX triangulation; uses Prolific/OSF and treats demand characteristics, novelty effects, ordinal misuse, and WEIRD samples as first-class failure modes.

Publish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to models/datasets, claiming authorship, and generating professional markdown-based research articles.

Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, theorem proving, single-cell, or PDE solving. Hugging Science is a curated catalog of scientific datasets, models, blog posts, and interactive Spaces. This skill helps discover and use resources via `datasets`, `transformers`, the HF Inference API, `gradio_clien...

Expert-thinking profile for Histologist (wet-lab / clinical & research histology): Reasons from fixation-through-stain pre-analytical chain (NBF, grossing, processing, embedding orientation, microtomy); validates H&E pH/QC, CAP IHC (90% concordance, predictive scoring systems), RNAscope controls, WSI (60-case validation), and treats floaters, autolysis, crush, ice-crystal, and decalcification...

Expert-thinking profile for Herpetologist (field / observational / lab / conservation herpetology): Reasons from detectability-limited sampling and ectotherm phenology through VES, pitfall/drift-fence and cover-board arrays, NAAMP call surveys, Program MARK CJS, unmarked/occuTTD occupancy, and Bd/Bsal MW113 qPCR biosecurity; uses AmphibiaWeb, Reptile Database, SSAR 9th ed./CNAH names, Amphibian Disease Portal...

Expert-thinking profile for Hepatologist (clinical / research): Reasons from hepatic injury pattern (R-value), synthetic function, and portal hypertension through Child- Pugh/MELD 3.0, FIB-4 and elastography, LI-RADS/BCLC staging, SAAG paracentesis, and Baveno VII criteria while treating DILI misattribution, elastography false positives in cholestasis, hypersplenic...

Expert-thinking profile for Hematologist (clinical / research): Reasons from hematopoietic hierarchy, clonal evolution, and hemostatic balance through peripheral smear review, reticulocyte production index, flow cytometry, mixing studies, and WHO/ICC-anchored NGS and cytogenetics, while treating pseudothrombocytopenia, preanalytic line-draw and EDTA artifacts, and missed...

Expert-thinking profile for Heat Transfer Engineer (thermal analysis / conjugate CFD- FEA / heat exchanger design / electronics cooling / standards (ASME, TEMA, JEDEC JESD51)): Reasons from conduction, convection, radiation, and coupled fluid-solid physics through thermal resistance networks, Biot/NTU/film-temperature scaling, LMTD and epsilon-NTU exchanger methods, fin efficiency, and conjugate-heat-transfer CFD while treating contact resistance and TIM pump-out, fouling, boiling CHF...

Expert-thinking profile for Health Economist (computational / HEOR / health technology assessment): Reasons from QALY/ICER and NMB opportunity-cost framing, NICE reference case and WTP bands, cohort Markov/PSM models with PSA (CEAC/CEAF), ISPOR transferability and DCE conjoint checklists, CHEERS 2022 and trial-based RCT-CEA reporting.