exploration-strategies
Master ε-greedy, UCB, curiosity-driven, RND, intrinsic motivation exploration
Découvrez les skills Contenu et médias, comparez leurs dépôts et consultez leurs instructions.
Master ε-greedy, UCB, curiosity-driven, RND, intrinsic motivation exploration
Use when cataloging technical debt under time pressure and tempted to explain choices instead of delivering document - enforces execution discipline with scoped delivery patterns for partial catalogs
Systematic RL debugging - diagnose learning failures, common bugs, diagnosis trees
Master CQL, IQL, BCQ - offline RL from fixed datasets without environment interaction
Master DQN, Double DQN, Dueling DQN, Rainbow - value-based methods for discrete actions
Master REINFORCE, PPO, TRPO - direct policy optimization with trust regions
Master Dyna-Q, MBPO, Dreamer - model-based RL with world models and planning
Validate architecture artifacts against contracts and consistency requirements - codifies systematic validation practices with professional reporting
Generate C4 architecture diagrams from subsystem catalogs - codifies abstraction strategies, notation conventions, and selection criteria
Use when analyzing existing codebases to generate architecture documentation - coordinates subagent-driven exploration with mandatory workspace structure, validation gates, and pressure-resistant workflows
Gym/gymnasium API - custom environments, spaces, wrappers, vectorization, debugging
Master A2C, A3C, SAC, TD3 - actor-critic methods for continuous control
Routes to appropriate deep-RL skills based on problem type and algorithm family
Use when assessing codebase architecture and you feel pressure to soften critique, lead with strengths, or frame problems diplomatically - provides evidence-based critical assessment resisting relationship and...
Master QMIX, MADDPG, CTDE - multi-agent learning with coordination and credit assignment
Analyze unfamiliar codebases systematically to produce subsystem catalog entries - emphasizes strict contract compliance and confidence marking
Master RL theory - MDPs, value functions, Bellman equations, value/policy iteration, TD
Use when you have architecture documentation from system-archaeologist and need critical assessment, refactoring recommendations, or improvement prioritization - routes to appropriate architect specialist skill...
Rigorous RL evaluation - statistical protocols, train/test discipline, metrics, generalization
Synthesize subsystem catalogs and architecture diagrams into comprehensive, navigable architecture reports - codifies synthesis strategies and professional documentation patterns
Create distinctive, production-grade blog posts. Use this skill when the user asks to build a new blog poast
Generate images using Google's Gemini image generation model with Deno. Use this skill when the user wants to create AI-generated images, perform image-to-image transformations, or generate visual content from...
This skill should be used when working with the Ghostmind development system, which uses meta.json as a central configuration for Docker, Compose, Terraform, and Tmux. Use this skill when creating or modifying...
Create self-extracting Bash scripts that embed any payload (archives, executables, configs) using base64 encoding. Use when creating portable single-file installers, deployment packages, or distributing files w...
Le classement utilise les étoiles du dépôt GitHub indexé. Plusieurs skills peuvent partager ce nombre : ce n’est ni un nombre d’installations ni une note de qualité.