motor-model-dynamics

Two modules form the physics layer of the simulator: Motor model — maps desired [F, Mx, My, Mz] → desired motor RPMs → a...

github

vital-sign-extraction

Given a cleaned 1-D periodic signal (radar phase, WiFi CSI, PPG, piezo), estimate heart rate and breathing rate in bpm. ...

github

task-review

End-to-end review of a SkillsBench task PR. Two artifacts are produced: a human-readable .txt report, and a pr<N>.zip bu...

github

grpo

Group Relative Policy Optimization (GRPO) is a policy gradient method that eliminates the need for a learned critic by c...

github

geometric-layout-repair

Use this skill when the deliverable is a repaired plan-view layout and a modified CAD/DXF file, not a rendered drawing. ...

github

prefix-cache-replay

Modern LLM serving systems — vLLM, SGLang, Mooncake — pack the KV tensors of a prompt into fixed-size blocks of blocksiz...

github

nanogpt-training

Training GPT-2 scale models (124M parameters) efficiently on a single GPU. It provides: GPT-124M Architecture: Standard ...

github

multimodal-fusion

When working with video files, you can significantly improve speaker diarization by combining audio features with visual...

github

plot-quadrotor

Given actual and desired state matrices from a simulation run, generates three figures and saves them as PNG files. stat...

github

skillsbench

Benchmark evaluating how well AI agents use skills. GitHub: https://github.com/benchflow-ai/skillsbench BenchFlow SDK: h...

github

stepinfo-3d

| Scenario | Metric to use | |---|---| | Pure z-step (hover, takeoff, land) | 1D stepinfo on z signal | | Diagonal fligh...

github

ada-plan-view-accessibility

Use this skill for plan-view accessibility checks. It is not a full legal ADA compliance review; apply only the geometri...

github

constraint-parser

This skill parses the constraints from raw email text containing a meeting scheduling request. Raw email text containing...

github

modal-gpu

Modal is a serverless platform for running Python code on cloud GPUs. It provides: Serverless GPUs: On-demand access to ...

github

mhc-algorithm

mHC (Manifold-Constrained Hyper-Connections) stabilizes deep network training by constraining residual mixing matrices t...

github

trl

TRL is organized around a trainer hierarchy that extends Hugging Face transformers.Trainer. trl/ ├── trainer/ │ ├── gr...

github

mip-solver-and-solution-audit

A valid optimization submission has one final solution, one set of recomputed metrics, and one truthful solver report. T...

github

radar-signal-processing

Get from a raw binary I/Q capture to a clean 1-D phase trace that downstream vital-signs / motion analysis can consume. ...

github

transaction-concurrency-control-foundations

Use this skill when you need shared vocabulary + decision lenses for transaction concurrency control before analyzing a ...

github

milp-solver-workflow

Use this skill for binary/integer decisions, linear constraints, and linear or piecewise-linear objectives. It is useful...

github

architectural-dxf-extraction

Use this skill for 2D architectural DXF plans where the CAD file is the authoritative source. Treat screenshots as orien...

github

rl-post-training

RL post-training optimizes a language model's policy using reward signals. The standard pipeline: prompt → generate comp...

github

ortools-pickup-delivery-routing

Use this skill when each job has related pickup and dropoff or delivery events that must be served together. Apply it af...

github

position-controller-trajectory-planner

Two cooperating modules form the outer loop: Trajectory planner — converts waypoints + modes into a (15 × maxiter) desir...

github