Author, edit, or iterate on prompts in the Phoenix prompt playground, including running experiments over a dataset.
Use when writing, refactoring, or evaluating LLM prompts (system prompts, user prompts, few-shot examples, or tool-call schemas) for agent…
Diagnose Promptbook setup \u2014 check config, hooks, API key, and session\
Use when designing the proof technique, algorithm, or simulation protocol for an Operations Research (OR) manuscript — choosing the right…
Instrumentation fails silently, and its failure looks exactly like good news.
Publish a validated Data Analytics report or dashboard artifact through Sites.
High-performance reinforcement learning framework optimized for speed and scale.
Streams remote audio and manages voice interactions with customizable wake-word detection, speech recognition, and text-to-speech synthesis.
Multi-source recency research skill that takes the pulse of any topic across Reddit, Hacker News, the open web, and optionally X/Twitter…
Datadog CLI (Rust). OAuth2 auth with token refresh.
Python library for working with DICOM (Digital Imaging and Communications in Medicine) files.
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data.
Pyodide WASM apps in Web Workers. Use for Python-in-browser.
Python patterns for system reliability — background jobs and task queues (Celery, async), resilience and recovery (retries, backoff…
When to activate: Python logging, structlog, JSON logs, correlation IDs, log levels, observability setup
When to activate: scikit-learn, machine learning pipelines, feature engineering, model evaluation, cross-validation
When to activate: OpenTelemetry, traces, metrics, spans, Prometheus, Grafana, Sentry, APM setup
Profile and optimize Python code using cProfile, memory profilers, and performance best practices.
Fully sharded data-parallel training for large models.
Use when the user is investigating QML / Qt Quick performance — both vague complaints ("the UI feels laggy", "this is slow", "frames are…
You must use this when designing qualitative studies, developing coding schemes, or performing thematic analysis.