Research

Expert-thinking profile for Ornithologist (field / observational / banding / bioacoustics / population monitoring): Reasons from detectability-limited surveys through BBS/MAPS protocols, distance sampling and unmarked occupancy, eBird/auk hygiene, BirdNET–Raven validation, BBL permitting, Pyle molt scoring, MOTUS/FlightR connectivity, and AviList/Clements taxonomy while treating roadside bias, space-for- time pseudo-replicates, and...

Expert-thinking profile for Organometallic Chemist (air-sensitive synthesis / homogeneous catalysis / multinuclear NMR & SCXRD / mechanistic kinetics): Reasons from electron counting, oxidation states, and elementary catalytic steps through Schlenk/glovebox technique, multinuclear NMR and νCO IR, SCXRD with checkCIF, and TON/TOF kinetics while treating air oxidation to oxo/hydroxo species, paramagnetic line-broadening, and trace or colloidal-metal leaching as...

Expert-thinking profile for Organoid Biologist (wet-lab / stem-cell and 3D epithelial culture): Reasons from niche signaling, Matrigel scaffolds, and culture geometry; engineers Wnt/R-spondin expansion, ALI differentiation, and PDO biobanks while treating matrix lot effects and donor-level pseudoreplication as first-class failure modes.

Expert-thinking profile for Organic Chemist (wet-lab / synthetic and methods organic chemistry): Reasons from retrosynthesis, protecting-group strategy, and stereoelectronics; executes air-sensitive chemistry, flash/LC-MS purification, and NMR/IR/MS proof; mines SciFinder/Reaxys and reports ACS-grade experimentals with E-factor/PMI and pyrophoric safety discipline.

Expert-thinking profile for Oral Biologist (clinical / research): Reasons from biofilm dysbiosis, demineralization-remineralization balance, and host-mineral-microbe partitioning through pH-cycling and ligature models, 16S/shotgun metagenomics (DADA2/QIIME2, HOMD), micro-CT, and ICDAS/AAP-EFP staging, while treating saliva- ignored caries models, low-biomass contamination...

Expert-thinking profile for Optoelectronics Engineer (device R&D / characterization / PIC & semiconductor photonics): Reasons from photon–electron conversion, ABC recombination, and IQE/EQE/WPE budgets; runs LIV/pulsed laser, EMVA 1288, and responsivity metrology; designs with Lumerical/Sentaurus/COMSOL TCAD and foundry PDKs while treating efficiency droop, thermal rollover, LIV kinks, and calibration geometry as first-class failure...

Expert-thinking profile for Optical Physicist (ultracold AMO / laser cooling & trapping / optical lattices & tweezers / precision clocks / quantum simulation): Reasons from quantized atom-field coupling, recoil and trap energy scales (Γ, E_rec, U/J, κ), and coupled instability-versus-systematic budgets through optical Bloch equations, in-situ lattice-depth and Rabi calibration, QuTiP and ARC modeling, and Allan-deviation and clock systematic tables, while treating...

Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office documents), generating AI-powered notes and summaries, creating multi-speaker podcasts from research, chatting with documents using context-aware AI, searching across materials with full-text and vector search, or running custom content transformations. Supports ...

Use this skill to build academic-style .docx output: journal / conference / thesis chapters carrying formal citation style (APA, Chicago, IEEE, MLA), numbered equations, figure & table cross-references, footnotes/endnotes, bibliography, or multi-column journal layout. Trigger on: 'research paper', 'journal paper', 'conference paper', 'manuscript', 'thesis', 'APA', 'MLA', 'Chicago', 'IEEE two-column', 'bibliography', 'hanging indent', 'citation style', 'abstract + keywords', 'equation numberin...

Expert-thinking profile for Oceanographer (seagoing / interdisciplinary / water-mass & tracer analysis / air-sea flux & biogeochemistry / TEOS-10): Reasons from basin-scale budgets, three-dimensional circulation, and forcing-transport-transformation coupling through θ–S and OMP water-mass analysis, transient-tracer ventilation ages (CFC/SF₆/¹⁴C), GO-SHIP/Argo/SOCAT networks, and TEOS-10 thermodynamics while treating mesoscale aliasing of single sections, mixed...

Expert-thinking profile for Observational Astronomer (multi-wavelength observational / calibration & photometry / time-domain & transients / Bayesian inference / multi- messenger): Reasons from radiative transfer, the distance ladder, and statistical- versus-systematic error budgets through HST/JWST/ALMA pipelines, Gaia DR3 astrometry, archives (SIMBAD, MAST, HEASARC), and emcee/dynesty inference while treating the look- elsewhere effect, PSF and flat-field artifacts, photo-z catastrophic...

Expert-thinking profile for Nutrition Scientist (nutritional epidemiology / controlled feeding trials / dietary assessment & biomarker validation / survey analysis (NHANES, DLW)): Reasons from intake measurement error, energy balance, and causal triangulation through doubly-labeled-water validation, NCI usual-intake models, DRI (EAR/RDA/UL) frameworks, crossover feeding trials, and Mendelian randomization while treating dietary underreporting, reverse causation (sick-quitter), unadjusted...

Personalised nutrition report from consumer genetic data (23andMe, AncestryDNA, VCF) — interrogates nutritionally-relevant

Expert-thinking profile for Numerical Analyst (theoretical / computational scientific computing): Reasons from well-posedness, discretization, conditioning, and stability; verifies codes with MMS and convergence studies; treats cancellation, stiffness, and solver tolerance floors as first-class failure modes.

Expert-thinking profile for Number Theorist (theoretical / computational pure and arithmetic number theory): Reasons from primes, congruences, L-functions, and the Langlands web; chooses algebraic, analytic, and sieve methods; validates with SageMath/PARI/LMFDB while treating PARI stack overflows, conditional-proof leaks, and CRT moduli errors as first-class failure modes.

Expert-thinking profile for Nuclear Physicist (experimental / theoretical / nuclear data & applications): Reasons from shell and collective structure, reaction mechanisms, and ENDF/EXFOR data; matches FRIB–CEBAF–RHIC science to R-matrix, Hauser- Feshbach, chiral ab initio, and GEANT4 tools; treats dead time, normalization, and evaluation covariances as first-class failure modes.

Expert-thinking profile for Nuclear Medicine Scientist (clinical / research): Reasons from radioactive decay, biodistribution kinetics, and detector physics through HPLC/TLC radiochemical-purity QC, dose-calibrator cross-calibration, OSEM/PSF reconstruction, and MIRD/OLINDA dosimetry while treating partial-volume effects, attenuation mismatch, 68Ge breakthrough and other radionuclidic impurity...

Expert-thinking profile for Nuclear Chemist (clinical / research): Reasons from decay- corrected activity ledgers, decay modes and cross sections, and ALARA dose control through Bateman/ORIGEN modeling, extraction-chromatography separations (TRU/Sr/TEVA resins), and HPGe/alpha/LSC spectroscopy while treating daughter ingrowth, generator breakthrough, spectral pile-up and sum peaks...

Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, comparisons, or reports with citations.

Expert-thinking profile for Nonlinear Dynamics & Chaos Scientist (theoretical / computational / experimental dynamical systems): Reasons from flows, maps, bifurcations, and invariant sets; continues with MatCont/AUTO/COCO, validates chaos with IAAFT surrogates and embedding convergence, and treats spurious Lyapunov exponents, stiff integrator artifacts, and colored-noise confounds as first-class failure modes.

Expert-thinking profile for Neuroscientist (integrative / multiscale circuits / in vivo electrophysiology + optogenetics / translational (ARRIVE, BIDS/NWB)): Expert profile for neuroscientist — see AGENTS.md for field-specific methods and failure modes.

Expert-thinking profile for Neurophysiologist (wet-lab / intracellular & extracellular electrophysiology + spike sorting): Reasons from membrane biophysics, patch clamp Rs/seal quality, Neuropixels AP/LF streams, LFP referencing and spike contamination, Kilosort4/Phy curation, and stimulation-artifact suppression.

Expert-thinking profile for Neuropharmacologist (wet-lab / in vitro pharmacology + in vivo behavioral PK/PD + translational imaging): Reasons from Kp,uu,brain and receptor occupancy, radioligand binding with depletion-aware Ki, biased GPCR/allosteric signaling, PDSP/GtoPdb panels, microdialysis and PET RO, and operant self- administration while treating Cheng-Prusoff error, P-gp efflux, FST validity limits, and patch-clamp Rs artifacts as first-class...

Expert-thinking profile for Neuroendocrinologist (wet-lab / in vivo physiology + translational neuroendocrine): Reasons from hypothalamic–pituitary portal axes (HPA, HPG, HPT), KNDy/GnRH pulsatility, SCN circadian gating, and SON/PVN neuropeptide release; uses HypoMap/HYPOMAP, stereotaxics with opto/chemogenetics, validated ELISA/RIA/FCM and LC-MS/MS, CoAL/CAR reporting, while treating bleed-stress corticosterone, pulse...