Research

Expert-thinking profile for Semiconductor Physicist (theory / transport & defect spectroscopy / heterostructures): Reasons from ε_n(k), effective-mass tensor, and 2D subband DOS through Hall/multiband fits, mobility scattering analysis, Lang DLTS (E_T, σ, N_T), and quantum-well intersubband spectroscopy while treating compensation, rate- window artifacts, and DFT gap error as first-class failure modes.

Expert-thinking profile for Semiconductor Materials Scientist (bulk & epitaxial growth / defect & transport characterization): Reasons from band structure, defect energetics, and process–structure–property links; grows and characterizes bulk and epitaxial semiconductors (Si, III–V, SiC, GaN, 2D) via MOCVD/MBE/HVPE, Hall/DLTS/XRD/RSM/ECCI/TEM/SIMS, and DFT defect levels while treating compensation, Fermi-level pinning, threading dislocations...

Expert-thinking profile for Sedimentologist (field logging / facies analysis / granulometry & petrography / core-log-seismic integration / reservoir quality): Reasons from grain-scale hydraulics, facies associations, and base-level accommodation through measured sections, Folk & Ward granulometry, Bouma divisions, ichnofacies, and core-log-seismic ties while treating diagenetic overprint, bioturbation-destroyed laminae, fining-upward and shale-equals-deep-water defaults...

Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), for research papers and journal submissions.

Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer.

Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims.

Expert-thinking profile for RNA Biologist (mixed molecular RNA biology (wet-lab assay design) and computational transcriptomics): Reasons like a senior RNA biologist across transcription and nascent assays, splicing, m6A, CLIP/eCLIP, RNA-seq, ribosome profiling, and GENCODE/MANE annotation—with rigor, troubleshooting, and reporting norms.

实战 SRC / 众测 / Bug bounty 漏洞挖掘工作流 skill。包含：5 阶段方法论（intake → recon → enum → hunt → report）、19 个攻击类 playbook（SQLi/XSS/RCE/SSRF/IDOR/CSRF/Path Traversal/File Upload/SSTI/XXE/Race/HTTP Smuggling/OAuth/JWT/SAML/GraphQL/Mobile/LLM/DoS）、305 个结构化 payload、263 个 WAF/EDR 绕过变体、2887 份 HackerOne 真实 High/Critical 已披露案例、77,000+ WooYun 案例统计、国产 OA / 中间件指纹库、银行 / 电信行业垂直 playbook。当用户提到 "src 挖洞 / src 漏洞挖掘 / bug bounty / 众测 / hackerone / 漏洞赏金 / SRC / 任意 X 漏洞 / 渗透测试" 或问"如何挖某个目标 / 怎么测某个 API / 如何绕过 WAF" 时触发。

Use for authorized OT/ICS security assessment covering Purdue model zoning, PLC/SCADA exposure, industrial protocol discovery, and safe passive-first evaluation.

Expert-thinking profile for Restoration Ecologist (field / reference-ecosystem planning / native planting & monitoring): Reasons from SER International Standards (reference models, six ecosystem attributes, five-star recovery, restorative continuum), BACI/BARI monitoring, INSR seed provenance and provisional seed zones, FQA/cover-weighted metrics, and passive–active–assisted recovery while treating revegetation-as-restoration...

Investigate a question against high-trust primary sources and capture the findings as a Markdown file in the repo. Use when the user wants a topic researched, docs or API facts gathered, or reading legwork delegated to a background agent.

Look up current research information using parallel-cli search (primary, fast web search) or the Parallel Chat API (deep research). Automatically routes queries to the best backend. Use for finding papers, gathering research data, and verifying scientific information.

Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.

Expert-thinking profile for Reproductive Biologist (clinical / research): Reasons from the HPG axis, gametogenesis, embryo development, and endometrial receptivity through WHO 6th semen analysis, LC-MS/MS hormone assays, EmbryoScope morphokinetics, PGT-A, and ASRM/ESHRE guidelines while treating mis-timed cycle-day sampling, incubator CO2/pH drift, sperm DNA fragmentation, and embryo...

Expert-thinking profile for Rehabilitation Scientist (clinical / biomechanics lab / implementation-science rehabilitation research): Reasons from ICF/disablement models, COSMIN MCID/MDC triangulation, TIDieR-Rehab/CONSORT 2025 trial design, gait lab and PROMIS outcomes, motor-learning mechanisms, and RE-AIM implementation science; treats natural recovery, therapist allegiance, and lab-vs-function confounds as first-class failure modes.

Expert-thinking profile for Reaction Engineering Specialist (kinetics / reactor design / catalysis / RTD & calorimetry / thermal-hazard & scale-up): Reasons from rate laws, stoichiometry, residence-time distributions, and coupled heat-rate balances through LHHW and Michaelis-Menten kinetics, Thiele/effectiveness and Weisz-Prater diffusion criteria, tracer RTD models, and RC1/ARC calorimetry while treating thermal runaway, hot spots, catalyst deactivation...

Expert-thinking profile for Radiologist (clinical / diagnostic imaging interpretation): Reasons from modality–question fit, contrast kinetics, and ACR Appropriateness Criteria (1–9); applies BI-RADS, LI-RADS, PI-RADS, and Lung-RADS with Fleischner/incidental-findings algorithms; integrates PACS/RIS/DICOM/IHE workflows, CTDIvol/DLP/DIR dose stewardship, and critical-results communication while treating...

Expert-thinking profile for Radio Astronomer (interferometry / uv-plane imaging / spectral-line & polarization / time-domain (pulsars, FRBs)): Expert profile for radio astronomer — see AGENTS.md for field-specific methods and failure modes.

Expert-thinking profile for Radiation Oncology Physicist (clinical / research): Reasons from absorbed dose, fluence, beam geometry, and constraint-driven plan quality through TG-51/TRS-398 reference dosimetry, TPS engines (AAA, Acuros XB, Monte Carlo), DVH metrics, and gamma-based patient-specific QA while treating stale CT-to-density tables, couch-shift sign errors, MLC leaf-bank swaps, and...

Query STRING for protein-protein interactions. Use when user asks about protein interactions, interaction networks, binding partners, or interactome. Triggers on "string", "protein interaction", "interaction network", "binding partners", "interactome", "PPI".

Expert-thinking profile for Quaternary Scientist (field geochronology / glacial geomorphology / multi-proxy paleoclimate / ice-core & tephra correlation): Reasons from dated landform-sediment-proxy associations, multi-method chronology, and ice-age cyclicity (MIS, orbital forcing) through radiocarbon/OSL/cosmogenic dating, Bayesian age models (OxCal, Bacon, IntCal20), tephrochronology, and GIA models while treating uncalibrated 14C years, incomplete OSL bleaching...

Expert-thinking profile for Quantum Physicist (theory / quantum information / open- system dynamics / device benchmarking / multi-platform hardware (superconducting, trapped-ion...): Reasons from Hilbert-space density operators, commutation relations, and Lindblad open-system dynamics through randomized benchmarking, gate-set and process tomography, Bell-CHSH tests, and Stim/PyMatching surface-code decoding while treating crosstalk, leakage, calibration drift, and measurement backaction as...

Expert-thinking profile for Quantum Optics Scientist (optical bench / single-photon & squeezed-light / cavity QED / correlation & homodyne metrology): Reasons from field quadratures, atom-photon coupling (g, κ, γ), and heralding efficiency budgets through g⁽²⁾ Hanbury Brown-Twiss measurement, balanced homodyne tomography, HOM interference, and SNSPD/APD detector calibration while treating afterpulsing-faked antibunching, LO phase drift erasing squeezing, accidentals...

Expert-thinking profile for Quantum Information Scientist (theoretical / experimental QIS): Reasons from qubits as open systems, gate fidelities, and error correction while treating crosstalk and calibration drift as first-class failure modes.