“Model inference”

Test availability, benchmark speed, and add a new model to any OpenAI-compatible provider in models.json.

Use ColossalAI for distributed PyTorch training, large-model parallelism, Booster plugins, ShardFormer, Colossal-Inference, and first-party application…

Computer vision engineering for object detection, segmentation, and visual AI, covering CNN and Vision Transformer architectures and ONNX/TensorRT deployment.

Generate AI videos using ByteDance Seedance models via Volcengine Ark API.

Build phylogenetic trees end-to-end from raw sequences — MAFFT multiple sequence alignment, optional TrimAl trimming, IQ-TREE 3 maximum-likelihood inference…

Debug live Azure Kubernetes Service (AKS) incidents with a read-only, evidence-first investigation.

Statistical modeling workflow guide for hypothesis tests, effect-size reporting, statsmodels regression, diagnostics, and structured result export.

研究架構圖（概念模型圖）產生器。把研究假說畫成投稿與口試等級的架構圖：中介模型 X→M→Y、調節模型、被調節的中介、序列中介，以及台灣商管論文最常用的『中介＋雙控制變數框』版式（每個依變數各一組控制變數，以虛線彎箭頭接入）。輸入一份 JSON 規格，輸出可再編輯的向量圖：SVG（零依賴、可用…

Studio-quality music production with multi-pass K3 inference pipeline.

Guide DeepMedic 0.8.4 workflows for multi-modal 3D NIFTI medical-image segmentation, including data preparation, model configuration, training, checkpoint…

Bayesian modeling with PyMC.

Use LM Studio as a local LLM backend with Pydantic AI for structured output extraction.

Route prediction and forecasting problems to the right method.

Repository operating skill for using Flow Forecast's flood_forecast package for time-series forecasting, data preparation, training, inference, evaluation…

Turns a compute run's energy evidence into a typed receipt (MEASURED from counter samples, REPORTED from vendor totals or TDP estimates, UNAVAILABLE when…

Reconstruct ancestral states at internal phylogenetic nodes for sequences (PAML codeml, IQ-TREE --ancestral, GRASP, FastML), discrete traits (corHMM…

Production-grade AI trading agent for cryptocurrency markets with advanced mathematical modeling, multi-layer validation, probabilistic analysis, and…

Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C…

Self-improvement workbench for /assistant.

10-node inference mesh router.

Assess and configure experimental DS4 local inference on compatible Apple Silicon without claiming unvalidated performance.

Pure Cognitive Oil Cognitive Operating System v1 — Not a checklist.

Claude Code inference backend — invokes the locally installed Claude Code CLI as a bounded inference provider.