foundryside-dev/hamlet

filigree-workflow

This skill should be used when the user asks to "track work", "create an issue", "find something to work on", "what should I work on next", "triage bugs", "close an issue", "check what's blocked", "plan a milestone", "review sprint progress", "coordinate…

原文语言：英语

loomweave-workflow

Use when orienting in an unfamiliar or large codebase and you want to avoid re-reading or grepping the whole source tree: answering "what calls X", "where is X defined", "what does X depend on", "what subsystem is X in", or "find the function/class/module…

原文语言：英语

live-inference

Use when starting the HAMLET live-visualization stack — the townlet inference server plus the Vue frontend — to watch trained agents run from checkpoints in a browser.

原文语言：英语

vue3-ux-design

Use when building Vue 3 components, creating dashboards, implementing forms, optimizing data-heavy interfaces, or making designs responsive. Mandates design tokens, accessibility, proper state management, error states, and template cleanliness for…

原文语言：英语

wardline-gate

Use when scanning for or fixing trust-boundary / taint findings, when a `wardline scan` reports a defect, or when wiring wardline into an agent's edit-verify loop. Explains the scan -> explain -> fix-at-the-boundary -> rescan cycle and the baseline-vs-waiver…

原文语言：英语

warpline-workflow

Use when the user asks "what changed", "what breaks if I touch X", "what is the blast radius / change impact", "what should I re-verify before claiming done", "show the timeline / churn for this entity", or when working in a project that uses warpline for…

原文语言：英语

assessing-architecture-quality

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 economic pressures

原文语言：英语

identifying-technical-debt

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

原文语言：英语

prioritizing-improvements

Use when stakeholders pressure you to change technical priorities and you're tempted to compromise on security-first or call it synthesis - enforces risk-based prioritization over stakeholder preferences

原文语言：英语

using-system-architect

Use when you have architecture documentation from system-archaeologist and need critical assessment, refactoring recommendations, or improvement prioritization - routes to appropriate architect specialist skills

原文语言：英语

actor-critic-methods

Master A2C, A3C, SAC, TD3 - actor-critic methods for continuous control

原文语言：英语

exploration-strategies

Master ε-greedy, UCB, curiosity-driven, RND, intrinsic motivation exploration

原文语言：英语

model-based-rl

Master Dyna-Q, MBPO, Dreamer - model-based RL with world models and planning

原文语言：英语

multi-agent-rl

Master QMIX, MADDPG, CTDE - multi-agent learning with coordination and credit assignment

原文语言：英语

offline-rl

Master CQL, IQL, BCQ - offline RL from fixed datasets without environment interaction

原文语言：英语

policy-gradient-methods

Master REINFORCE, PPO, TRPO - direct policy optimization with trust regions

原文语言：英语

reward-shaping-engineering

Master reward function design - potential-based shaping, hacking patterns, validation

原文语言：英语

rl-debugging

Systematic RL debugging - diagnose learning failures, common bugs, diagnosis trees

原文语言：英语

rl-environments

Gym/gymnasium API - custom environments, spaces, wrappers, vectorization, debugging

原文语言：英语

rl-evaluation

Rigorous RL evaluation - statistical protocols, train/test discipline, metrics, generalization

原文语言：英语

rl-foundations

Master RL theory - MDPs, value functions, Bellman equations, value/policy iteration, TD

原文语言：英语

using-deep-rl

Routes to appropriate deep-RL skills based on problem type and algorithm family

原文语言：英语

value-based-methods

Master DQN, Double DQN, Dueling DQN, Rainbow - value-based methods for discrete actions

原文语言：英语

analyzing-unknown-codebases

Analyze unfamiliar codebases systematically to produce subsystem catalog entries - emphasizes strict contract compliance and confidence marking

原文语言：英语

documenting-system-architecture

Synthesize subsystem catalogs and architecture diagrams into comprehensive, navigable architecture reports - codifies synthesis strategies and professional documentation patterns

原文语言：英语

generating-architecture-diagrams

Generate C4 architecture diagrams from subsystem catalogs - codifies abstraction strategies, notation conventions, and selection criteria

原文语言：英语

using-system-archaeologist

Use when analyzing existing codebases to generate architecture documentation - coordinates subagent-driven exploration with mandatory workspace structure, validation gates, and pressure-resistant workflows

原文语言：英语

validating-architecture-analysis

Validate architecture artifacts against contracts and consistency requirements - codifies systematic validation practices with professional reporting

原文语言：英语