Agent skills

Polishes raw Suno audio by processing per-stem WAVs (vocals, backing_vocals, drums, bass, guitar, keyboard, strings, brass, woodwinds…

Mixture of Agents - Use multiple AI models collaboratively to improve response quality.

End-to-end methodology for AI agents and software engineers to add machine learning algorithms to existing non-ML codebases.

Machine learning skill for nanomaterial property prediction and discovery acceleration

Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM.

Designs and implements production-grade ML pipeline infrastructure: configures experiment tracking with MLflow or Weights & Biases…

ML optimization sweet spot principle: "More is not always better".

MLflow 3 GenAI agent evaluation. Use when writing mlflow.genai.evaluate() code, creating @scorer functions, using built-in scorers…

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow…

Design or audit a model-agnostic evaluation harness for an LLM or multimodal LLM on a clinical task (radiology report generation, visual…

When to activate: MLOps, DVC, model versioning, drift detection, Evidently, WhyLogs, retraining, ML CI/CD, model monitoring

Use when designing or auditing the evaluation of an MLSys paper, selecting representative workloads and hardware, tuning baselines…

Use when positioning an MLSys submission against the fast-moving ML-systems literature scattered across OSDI, SOSP, NSDI, ASPLOS, and ML…

Use when hardening the reproducibility of MLSys performance claims, pinning the full system layer from driver to interconnect, separating…

Use when reasoning about how MLSys peer review works, covering the OpenReview workflow, the mixed ML-and-systems reviewer pool and how…

Use when auditing an MLSys submission for OpenReview readiness, covering the two-column 10-page body excluding references, the separate…

Use when deciding what goes into an MLSys appendix versus the 10-page body, exploiting the venue's unlimited separately-uploaded appendix…

Use when revising an MLSys paper's prose and structure, building the measured-bottleneck opening, naming the mechanism instead of listing…

Kotlin 2.0+ development specialist covering Ktor, coroutines, Compose Multiplatform, and Kotlin-idiomatic patterns.

Firebase Firestore specialist covering NoSQL patterns, real-time sync, offline caching, and Security Rules.

Neon serverless PostgreSQL specialist covering auto-scaling, database branching, PITR, and connection pooling.