Analytics & Monitoring Agent Skills for Perplexity

Use when deciding whether a project belongs at MLSys rather than OSDI, SOSP, NSDI, ASPLOS, ATC, EuroSys, or the ML conferences, testing…

Analyze AI disruption pressure across a business, map competitive exposure, and produce a 90-day defensive action plan.

Choose an ML model or provider when a user asks which checkpoint, router, local model, adapter, tokenizer, or inference backend fits a…

Deploy this skill enables AI assistant to deploy machine learning models

Avoid ensembling models with significantly different performance.

Measure which capability tier a model can be trusted with and where its reasoning budget stops paying, then write it into the…

Save, load, inspect, minify, and share scvi-tools model artifacts

Use when building the formal model for a Marketing Science manuscript — turning a marketing phenomenon into an analytical (game-theoretic)…

Use when formulating the model and stating results for an Operations Research (OR) manuscript — defining the…

Refresh a user- or project-owned point-in-time guide for model prompting, benchmark-aware routing, execution lanes, and pricing when the…

Generate a reproducible, runnable PyTorch training repo for a medical-imaging task — segmentation, classification, detection…

When to activate: model serving, inference, FastAPI ML, BentoML, Triton, vLLM, model deployment, online inference, batching

Vet the concrete third-party model a study will be built on — this repository, this revision, this checkpoint — not the architecture family.

Design or audit the clinical-validation study for an engineer-built medical-imaging model (segmentation, classification, or detection)…

Build this skill enables AI assistant to track and manage ai/ml model

This skill should be used when the user asks to write, review, debug, optimize, test, port, benchmark, migrate, or design software in the…

Two-window momentum analysis for any topic: run last30days once (30-day sweep), immediately re-score the same corpus under a shorter…

Monitor running experiments, check progress, collect results.

You are a monitoring and observability expert specializing in implementing comprehensive monitoring solutions.

Build real-time API monitoring dashboards with metrics, alerts, and

This skill enables Claude to monitor database health using real-time metrics, predictive alerts, and automated remediation.