research▌

aris-autonomous-ml-research

### Pytorch Lightning - name: "pytorch-lightning" - description: "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, T..." - allowed-tools: "Read Write Edit Bash"

### Transformers - name: "transformers" - description: "Hugging Face Transformers for loading Hub models, running pipeline inference, text generation, and Trainer fine-tuning on NLP, vision, audio, and multimodal tasks. Use when working with AutoModel, pip..."

Research high-performing Instagram posts and reels, identify outliers, and analyze top video content for hooks and structure.

Search 78 public scientific, biomedical, materials science, and economic databases via REST APIs.

$23

### Xlsx - name: "xlsx" - description: "Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm) where the workbook file is the primary deliverable. Use for formulas, formatting, financial models, multi-sheet workbooks, and tabul..." - allowed-tools: "Read Write Edit Bash Grep Glob"

### Zarr Python - name: "zarr-python" - description: "Chunked N-D arrays for cloud storage (Zarr-Python 3). Compressed arrays, parallel I/O, S3/GCS via fsspec, NumPy/Dask/Xarray compatible, for large-scale scientific computing pipelines." - allowed-tools: "Read Write Edit Bash"

### Scvi Tools - name: "scvi-tools" - description: "Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI,..."

### What If Oracle - name: "what-if-oracle" - description: "Run structured What-If scenario analysis with 4–6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order). Use when the user asks speculative what-if questions about ..."