Menu
SkillsMP has collected 28 skills from foundryside-dev/hamlet. Open a skill to review its source and details.
Showing 28 of 28 collected skills.
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…
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…
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.
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…
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…
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…
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
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
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
Use when you have architecture documentation from system-archaeologist and need critical assessment, refactoring recommendations, or improvement prioritization - routes to appropriate architect specialist skills
Master A2C, A3C, SAC, TD3 - actor-critic methods for continuous control
Master ε-greedy, UCB, curiosity-driven, RND, intrinsic motivation exploration
Master Dyna-Q, MBPO, Dreamer - model-based RL with world models and planning
Master QMIX, MADDPG, CTDE - multi-agent learning with coordination and credit assignment
Master CQL, IQL, BCQ - offline RL from fixed datasets without environment interaction
Master REINFORCE, PPO, TRPO - direct policy optimization with trust regions
Master reward function design - potential-based shaping, hacking patterns, validation
Systematic RL debugging - diagnose learning failures, common bugs, diagnosis trees
Gym/gymnasium API - custom environments, spaces, wrappers, vectorization, debugging
Rigorous RL evaluation - statistical protocols, train/test discipline, metrics, generalization
Master RL theory - MDPs, value functions, Bellman equations, value/policy iteration, TD
Routes to appropriate deep-RL skills based on problem type and algorithm family
Master DQN, Double DQN, Dueling DQN, Rainbow - value-based methods for discrete actions
Analyze unfamiliar codebases systematically to produce subsystem catalog entries - emphasizes strict contract compliance and confidence marking
Synthesize subsystem catalogs and architecture diagrams into comprehensive, navigable architecture reports - codifies synthesis strategies and professional documentation patterns
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
Validate architecture artifacts against contracts and consistency requirements - codifies systematic validation practices with professional reporting