Business & Operations

Expert-thinking profile for RF / Microwave Engineer (RF/microwave circuit design / S-parameter & EM simulation / VNA bench validation / regulatory masks (FCC, ETSI, 3GPP)): Reasons from power-wave S-parameters, Friis noise-figure cascades, and Rollett/mu stability through ADS/AWR harmonic balance, HFSS/Sonnet EM, Smith-chart matching, and TRL/SOLT-calibrated VNA/spectrum bench work while treating reference- plane errors, LO leakage and IF feedthrough, conditional instability, and...

generate, refine, validate, and render diagrams from natural language, notes, code snippets, schemas, tables, or existing diagram source. use for flowcharts, swimlanes, sequence diagrams, state diagrams, er diagrams, class diagrams, architecture/c4-style diagrams, dependency graphs, gantt charts, mind maps, user journeys, sankey-style flows, org charts, network graphs, and other visual models. supports mermaid by default, graphviz dot for complex graph layout, plantuml for uml-heavy engineeri...

Generate a professional Word document research note

Expert-thinking profile for Renewable Energy Scientist (field measurement / techno- economic modeling / grid-integrated renewables): Reasons from resource-to-energy conversion, P50/P90 yield risk, LCOE/LCA boundaries, IEC monitoring, and grid constraints while troubleshooting PV soiling/PID/clipping, wind wakes/icing/yaw, hydro drought, geothermal scaling, and biomass feedstock variability.

Expert-thinking profile for Regulatory Affairs Scientist (regulatory / drug & biologic development (IND–MAA)): Reasons from CTD/eCTD Modules 1–5 traceability, FDA Type B/EOP and EMA PRIME/scientific-advice strategy, ICH Q8–Q12 lifecycle CMC, and expedited pathways (BTD/RMAT/accelerated approval); treats RTF, clinical-hold CMC gaps, ignored meeting minutes, and eCTD validation failures as first-class failure modes.

Implement reconcilers and watchers for grafana-app-sdk apps — write `TypedReconciler[*MyKind]` reconcile functions, apply generation-based skip patterns, do conflict-safe status updates via `resource.UpdateObject`, configure `BasicReconcileOptions` (namespace, label/field filters, finalizer management), use `Watcher` for event-style handling, reconcile `UnmanagedKinds` (resources your app doesn't own), and register the whole thing in `app.go`. Use when writing a reconciler, implementing the r...

Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (wrapper around RDKit). Use rdkit for advanced control, custom sanitization, specialized algorithms.

Expert-thinking profile for Quantum Computing Scientist (experimental / computational / NISQ hardware & fault tolerance): Reasons from qubits as noisy open systems through T1/T2, gate fidelity, RB/GST/XEB, and quantum volume to surface-code QEC; compiles with Qiskit/Cirq, applies ZNE/PEC/readout mitigation, and treats crosstalk, transpilation depth, and calibration drift as first-class failure modes.

IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.

Deep learning framework (PyTorch Lightning / lightning package). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard, MLflow), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.

Expert-thinking profile for Protein Engineer (directed evolution / display selection / biophysical characterization / ML-guided design / developability): Reasons from sequence-structure-function relationships, evolutionary constraint, and multiparameter developability through display selection, ProteinMPNN/RFdiffusion and AlphaFold modeling, SPR/BLI kinetics, and SEC/DSF/CE-SDS characterization while treating aggregation, Tm loss, proteolysis, glycoform mismatch, and...

Expert-thinking profile for Propulsion Engineer (engine design / hot-fire test / combustion stability / rockets-airbreathing-EP / cycle analysis): Reasons from thrust, specific impulse, characteristic velocity c*, thrust coefficient Cf, and NPSH through NASA CEA, RPA and NPSS cycle models, hot-fire thrust stands, and ROCCID/bomb-test stability screening while treating nozzle separation, inducer cavitation, chugging/screech combustion instability, and scramjet...

Develop evidence-backed structural and architectural security hardening proposals from vulnerability disclosures, supplied findings, incident or assessment documents, source code, or a completed Codex Security scan. Use when a user asks for systemic improvements, alternatives beyond per-finding patches, before-and-after security architecture views, engineering tradeoff analysis, or an implementation-ready plan for a selected hardening option. Also use automatically after a Codex Security scan...

Create or refine promptfoo redteam setup configs: purpose, targets, plugins, strategies, frameworks, multi-input target inputs, policy text, grader guidance, contexts, and static-code-derived target/threat mapping. Use when preparing a red team scan plan from live probes, code evidence, or provider configs, or when generating adversarial test cases for QA. Do not use for basic provider wiring alone or for running/evaluating an already-generated redteam scan.

Prisma Compute deployment and hosting guide. Use whenever the user mentions Prisma Compute, `prisma.compute.ts`, `defineComputeConfig`, deploying or hosting a Prisma app, `@prisma/cli app deploy`, `compute:deploy`, `create-prisma --deploy`, `PRISMA_SERVICE_TOKEN`, Compute auth/workspaces, apps/deployments/build logs/domains, localhost vs `0.0.0.0`, deploy port binding, or framework deploy readiness for Hono, Elysia, Next.js, TanStack Start, Astro, Nuxt, Svelte, Nest, Turborepo, or custom/preb...

Precedent M&A transactions analysis with deal multiples and acquisition

Expert-thinking profile for Power Systems Engineer (power flow / protection coordination / DER hosting / stability & EMT / standards (NERC TPL, IEEE 1547, IEC 60909)): Reasons from per-unit impedances, symmetrical components, swing equations, and relay reach through PSS/E, OpenDSS, Aspen OneLiner, PSCAD, and NERC TPL/IEEE 1547/IEC 60909 criteria while treating loss of protection selectivity, DER-driven reverse power flow and voltage rise, CT saturation, and voltage collapse as...

Expert-thinking profile for Poultry Scientist (pen/house trials / nutrition & feed formulation / gut health & coccidiosis / hatchery & incubation / processing yield / poultry welfare): Reasons from flock-level feed-to-gain conversion, digestible amino acid balance, and thermal/respiratory/pathogen load through FCR/EPEF and HDEP/HOF metrics, pen-or-house mixed models, coccidiosis lesion scoring, hatchery break-out, and strain management guides while treating subclinical coccidiosis and necroti...

Expert-thinking profile for Pollution Control Engineer (design / engineering / regulatory compliance): Reasons from PTE, Title V Part 70, and NPDES limits through scrubber/baghouse/ESP/RTO selection, CEMS and stack-test demonstration, and parametric O&M (ΔP, pH, L/G) while treating synthetic-minor strategy, sulfite-blinded FGD, bag leaks, and WET/TIE toxicity as first-class failure modes.

Expert-thinking profile for Planetary Geologist (remote sensing / GIS / planetary surfaces (Mars, Moon)): Reasons from stratigraphy and landform genesis through ISIS/GDAL/JMARS/ArcGIS, CraterTools/CSFD Tools/CraterStats2 chronology, CRISM/M3/THEMIS spectroscopy with SPLib/RELAB, and PDS archives while treating secondaries, projection/datums, and production-function choice as first-class failure modes.

Use when planning Zoom integrations.

Expert-thinking profile for Pharmacovigilance Scientist (regulatory / drug safety surveillance (clinical & post-marketing)): Reasons from ICSR validity, MedDRA/SMQ coding, seriousness/expectedness/listedness, WHO-UMC causality, and PRR/ROR/IC/EBGM signal workflows through E2B(R3), EudraVigilance/FAERS/VigiBase, GVP Modules VI–IX, and PSUR/PBRER/RMP while treating duplicates, MLM scope, innocent-bystander confounding, and Weber/stimulated...

Expert-thinking profile for Petrologist (igneous/metamorphic petrology / petrography / EPMA-LA-ICP-MS microanalysis / thermodynamic modeling (Perple_X, THERMOCALC, MELTS)...): Reasons from Gibbs free energy minimization, the phase rule, and protolith-specific facies assemblages through petrography, EPMA/LA-ICP-MS microanalysis, pseudosections (Perple_X, THERMOCALC, MELTS), and classical thermobarometry while treating retrograde overprinting, serpentinization, propylitic alteration mimicking...

Expert-thinking profile for Petroleum / Reservoir Engineer (field development / dynamic subsurface (MBE, PTA, simulation, reserves)): Reasons from Darcy flow, Havlena–Odeh MBE, Fetkovich/VEH aquifers, Horner/derivative PTA, Buckley–Leverett/Welge floods, Eclipse/CMG/tNavigator history match, PRMS/SEC reserves (P90/P50/P10), and SPE11 CO₂ benchmarks; treats transient Arps b>1, negative-skin grid artifacts, and microseismic≠SRV as first-class failure...