Prompt category
Pipeline & Workflow
Research pipelines, evaluation systems, qualification flows, and feedback loops.
Multi-Agent Code-Generation Orchestrator
Planner / Coder / Tester / Reviewer agents coordinated by an orchestrator with shared memory.
Federated Learning Round
Server orchestrates clients without seeing data — local training, weight upload, aggregation.
Risk Analysis Framework: FMEA / FTA / DSM
Three complementary risk analyses (failure mode, fault tree, dependency) sharing a simulation telemetry source.
LLM Evaluation Framework
Closed-loop evaluation harness running an LLM agent against benchmark problems with deployment, scoring and reporting.
Multi-Phase Qualification Framework
Seven sequential qualification phases with phase number, name and 2-3 short activities each.
Multimodal Fusion Pipeline (Image + Text)
Per-modality encoders, projection to a shared space, fusion module and a downstream classifier.
AI Protein Design Workflow
Backbone generation, sequence painting, structure prediction and binding-energy calculation.
Therapeutic siRNA Design Pipeline
End-to-end siRNA discovery from target nomination to LNP-formulated in vivo delivery.
End-to-End Segmentation Training Pipeline
Five-stage horizontal pipeline from raw satellite tiles to pixel-wise predictions.
Wildfire Risk & Evacuation Framework
GIS spatial database fuels a risk-map module that drives evacuation routing.