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signalwire-agents-sdk

by signalwire

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Expert assistance for building SignalWire AI Agents in Python. Automatically activates when working with AgentBase, SWAI...

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project-planning

by ByronWilliamsCPA

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Generate initial project planning documents (PVS, ADR, Tech Spec, Roadmap) from a project concept description. Use when...

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pr-prepare

by ByronWilliamsCPA

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Prepare pull request descriptions following project template. Activates on: prepare PR, create PR, pull request, ready f...

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writing-tests

by sergiodk5

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Guides writing Vitest tests for Chrome extension code. Use when creating tests, improving coverage, or testing Vue compo...

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creating-vue-components

by sergiodk5

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Guides creating Vue 3 components with glass-morphism UI for the anime extension. Use when building UI components, stylin...

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creating-pull-requests

by sergiodk5

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Guides creating GitHub pull requests with proper branch naming, commit messages, and PR descriptions. Use when asked to...

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using-anime-service

by sergiodk5

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Guides using AnimeService for anime tracking operations. Use when implementing anime status checks, episode tracking, pl...

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handling-review-comments

by sergiodk5

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Handles GitHub pull request review comments. Use when asked to fix review comments, address PR feedback, or resolve revi...

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project-context-sync

by jasonpaulso

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Maintains synchronized project context for long-running work across sessions. Use when: starting a session (read context...

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dependency-analyzer

by snhrm

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ライブラリのEOL状況と互換性要件を確認する。endoflife.dateやnpmからバージョン互換性情報を取得する

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package-updater

by snhrm

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npm/yarn/pnpm/bunに対応したパッケージ更新を実行する。Node.jsバージョン管理ツール（mise/nvm/asdf）にも対応

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library-release-checker

by snhrm

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GitHubや公式ドキュメントからライブラリのリリース情報を取得し、破壊的変更・非推奨化・ビルトイン化を特定する

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test-runner

by snhrm

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lint、test、buildコマンドを実行し、結果を解析する。エラー時は原因分析と修正提案を行う

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code-impact-checker

by snhrm

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破壊的変更に基づいてプロジェクト内のコードを検索し、影響を受けるファイルと行を特定する。テストカバレッジも確認する

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code-migrator

by snhrm

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破壊的変更に対応したコード修正を行う。import文の変更、API呼び出しの修正、設定ファイルの更新を実行

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reward-shaping-engineerin...

by tachyon-beep

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

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prioritizing-improvements

by tachyon-beep

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Use when stakeholders pressure you to change technical priorities and you're tempted to compromise on security-first or...

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exploration-strategies

by tachyon-beep

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

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identifying-technical-deb...

by tachyon-beep

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Use when cataloging technical debt under time pressure and tempted to explain choices instead of delivering document - e...

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rl-debugging

by tachyon-beep

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

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offline-rl

by tachyon-beep

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

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value-based-methods

by tachyon-beep

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

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policy-gradient-methods

by tachyon-beep

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

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model-based-rl

by tachyon-beep

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