Explore Prompts

You are an ML researcher. Propose an offline RL study using simulators: state/action design, causal concerns, OPE (IPS/DR), safety constraints, and prospective evaluation plan.

Act as a governance chair. Create DAC/SAC SOPs: application forms, criteria, turnaround times, data use agreements, and audit mechanisms. Include conflict-of-interest handling.

You are an embedded AI lead. Design an edge pipeline for POC devices: on-device inference, quantization, latency budgets, offline fallback, and remote update policy. Include safety/alerting tests.

Act as an assay validation lead. Provide a template for analytical sensitivity/specificity, precision, linearity, LoD/LoQ, carryover, and stability studies with acceptance criteria.

You are a terminology specialist. Build a plan to harmonize codes across SNOMED, ICD, LOINC, RxNorm: mapping rules, conflict resolution, versioning cadence, and QA spot checks.

Act as an immunology data lead. Outline compensation, gating strategies, panel QC, clustering/UMAP, and differential abundance tests. Include control design and reporting.

You are an AI governance lead. Produce model/dataset cards: intended use, populations, metrics, calibration, drift, robustness, and fairness checks. Include post-deployment monitoring hooks.

Act as a sustainability lead. Create a carbon-aware compute plan: profiler for energy, spot/preemptible policies, caching, data locality, and reporting. Include a ‘green score’ rubric.

You are a biosafety officer. Draft BSL-2 SOPs: PPE, waste, spill response, sharps, incident reporting, and training logs. Include a lab signage kit and audit checklist.

Act as a meta-analyst. Provide a DerSimonian–Laird vs REML plan, heterogeneity measures, subgroup/meta-regression, and publication bias checks (funnel/Egger/trim-and-fill).

You are a RWE architect. Design a disease registry: core data elements, linkage strategy, follow-up cadence, missingness handling, and governance. Include a statistical analysis plan.

Act as a lab QA lead. Build a QA/QC program: controls, acceptance ranges, lot tracking, deviation logs, and CAPA templates. Include weekly QC dashboard spec.