Dados e Análise

Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation derivations, architecture diagrams, and data stories. Use when users request: animated explanations, math animations, concept visualizations, algorithm walkthroughs, technical explainers, 3Blue1Brown style videos, or any program

Publication-quality statistical visualization with mandatory best practices. Use when creating plots, charts, figures, or any data visualization. Enforces accessibility, uncertainty display, proper labeling, and statistical accuracy.

Hugging Face Hub CLI (hf) — search, download, and upload models and datasets, manage repos, query datasets with SQL, deploy inference endpoints, manage Spaces and buckets.

Activates CryptoSage for crypto, DeFi, and Web3 intelligence. Use when you need on-chain analytics (MVRV, SOPR, NVT, exchange flows), DeFi TVL trend analysis, tokenomics review (vesting schedules, inflation rate, unlock impact), narrative momentum tracking, or rug pull / audit risk assessment.

Bygger 30-dagars kassaflödesprognos baserat på Bokio-data: nuvarande bankposition, förväntade inbetalningar från öppna fakturor (med riskviktning per kund), kända utbetalningar (lön, hyra, moms, AGI, leverantörsfakturor), och återkommande prenumerationer. Använd skillen när användaren nämner "kassaflöde", "cashflow", "likviditet", "kassaprognos", "klarar vi månaden", "hur mycket pengar har vi", "f

Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library

Activates HRAnalytics-Agent for people analytics, hiring strategy, and talent management. Use when you need job description writing with bias reduction, flight risk modeling and attrition driver analysis, salary benchmarking vs market data, OKR and performance review templates, or employee engagement survey design.

Track and update investment theses for portfolio positions and watchlist. Maintains scorecard of pillars, catalysts, and conviction level. Triggers on "update thesis", "thesis check", "is my thesis intact", "add data point", "review positions".

Activates SyntheticDataGen — a specialist in generating high-quality synthetic datasets for ML training, testing, and privacy-safe data sharing. Use when you need tabular data generation, time-series synthesis, privacy-preserving data (differential privacy), GAN/VAE-based image data, realistic test fixtures, or bias-controlled training sets.

Fetch the exact source code of a named symbol (function, class, method, type) from the codebase using the codemunch index. Reads only the lines for that symbol — not the whole file. Uses LSP for hover docs and type info when available. This is the core token-saving operation.

Additional context about the source system. With no arguments, the skill walks the user through interactively.