Data Science & ML Habilidades de Claude

Active Inference Robotics

Synthesizes Patrick Kenny's active inference framework with K-Scale's JAX/MuJoCo robotics stack for advanced predictive coding in robot locomotion.

KSIM Humanoid RL Training

Trains humanoid locomotion and manipulation policies using JAX-accelerated MuJoCo simulations and advanced RL algorithms.

Qualitative Reflection & Reasoning

Facilitates deep analytical reasoning and navigates theoretical paradoxes in qualitative research using systematic thinking and dialectical wisdom.

QuackBot Duckoid Robotics & Music

Builds and simulates a cost-efficient, wobbling robot that composes nonstandard musical scales through duck-like vocalizations.

Qualitative Interview Ingestion

Converts audio recordings and PDF documents into structured markdown for qualitative research and analysis.

URDF to MJCF Converter

Converts URDF robot descriptions into MJCF format for high-performance MuJoCo and MJX physics simulations.

EdgeVLA Robotics Skill

Standardizes robotics datasets and deploys edge-optimized vision-language-action models for embodied AI applications.

Qualitative Data Ingestion

Converts audio recordings, PDFs, and diverse document formats into structured markdown for qualitative research and AI-assisted analysis.

Qualitative Analysis Orchestrator

Optimizes model selection, API cost estimation, and batch processing strategies for AI-assisted qualitative document analysis.

Turing Chemputer

Automates programmable chemical synthesis by treating chemical procedures as executable XDL code on modular robotic hardware.

Qual-Shared Research Infrastructure

Manages the foundational state, logging, and workflow enforcement for AI-assisted qualitative research projects.

Qualitative Research Methodological Rules

Enforces methodological rigor in AI-assisted qualitative research through automated rule generation, saturation tracking, and analytical branching.

Qual Analysis Orchestrator

Orchestrates cost-effective qualitative research workflows using Kimi K2.5 models and advanced context caching strategies.

Deep Reasoning & Qualitative Analysis

Facilitates structured, step-by-step thinking for complex analytical decisions and qualitative research framework development.

Qualitative Research Coherence Check

Ensures methodological rigor by aligning philosophical assumptions, language usage, and analytical practices in AI-assisted research.

Qualitative Coding Workflow

Orchestrates systematic document coding for qualitative research through automated batch processing and audit trail generation.

Socratic Research Initialization

Initializes qualitative research projects through a Socratic onboarding process that establishes philosophical foundations and methodological frameworks.

Qual-Coding: Qualitative Research Partner

Facilitates reflexive qualitative data analysis through dialogical questioning and multi-stage visible reasoning.

Qualitative Research Project Setup

Initializes qualitative research projects by establishing philosophical foundations through Socratic dialogue and creating structured epistemic infrastructure.

Paradox Navigation

Resolves conflicting research patterns and theoretical tensions using contemplative, non-dual reasoning frameworks.

Gioia Methodology Framework

Builds and validates the three-level Gioia data structure for systematic qualitative research analysis and academic publication.

Methodological Research Rules

Enforces qualitative research integrity through automated rule generation, saturation tracking, and workspace branching for Claude Code.

Gioia Methodology Framework

Constructs, validates, and exports hierarchical data structures for qualitative research using the Gioia methodology.

Interview Analyst

Conducts systematic qualitative analysis of sociological interview data using grounded theory and theory-informed frameworks.

Interview Ingest & Data Prep

Converts audio recordings, PDFs, and diverse document formats into structured markdown for qualitative research and AI analysis.

Hotvect Debug Command Storage

Captures and stores failed Hotvect command invocations as executable shell scripts for seamless debugging and reproduction.

Hotvect Data Dependency Downloader

Automates the retrieval of training and test data dependencies from S3 for local machine learning model development and backtesting.

Incentive-Based Prompt Engineering

Boosts AI response quality by up to 115% using research-backed techniques like persona assignment, stakes language, and step-by-step reasoning.

Hotvect Training Setup

Streamlines the configuration and validation of Hotvect algorithm training runs for Vowpal Wabbit.

SageMaker Result Downloader

Automates the retrieval of SageMaker backtest results from Amazon S3 for local analysis and performance comparison.