Research

"Guides PyHealth medical-code ontology lookup and mapping plus NLP,

"Build and adapt PointCNN X-Conv and X-DeConv graphs, pointfly

Route Plexe model-building, retraining, and dashboard workflows.

"Use PaperQA metadata clients and external paper/trial source

"Guide PPO, GRPO, TPO, and FlowRL post-training loops for

"Use this skill for Optuna hyperparameter optimization workflows:

"Use OpenFF Toolkit for molecule processing, SMIRNOFF force fields,

"Build deterministic lattice, jellium, plane-wave, and molecular

"Use OpenFermion for bounded sparse or dense operator analysis,

"Helps maintain NLP-progress Markdown task pages by adding or

"Routes biomedical research questions into ethically aware,

"Route general medical utilities, privacy-sensitive operations,

"Routes medical-research requests involving literature discovery,

"Supports evidence-disciplined medical manuscript, review,

"Route medical and biomedical research requests across the aipoch

"Custom hls4ml layer, parser handler, template, optimizer-flow, and

"Tune generated hls4ml designs with profiling, automatic precision

"Routes Go2 and G1 Isaac simulation startup, terrain and rendering

"Use gget for remote BLAST/BLAT searches, local MUSCLE/DIAMOND

"Define custom Featuretools primitives and work with feature

"Create, inspect, normalize, serialize, and query Featuretools

"This skill guides Faiss CPU/GPU acceleration, backend-gated

"Evaluate DreamerV2 runs from JSONL and TensorBoard artifacts,

"Use when adding or debugging classifier/collision guidance, a