Multi-repository coordination, synchronization, and architecture management with AI swarm orchestration
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Multi-repository coordination, synchronization, and architecture management with AI swarm orchestration
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Cloud-based AI swarm deployment and event-driven workflow automation with Flow Nexus platform
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Comprehensive Flow Nexus platform management - authentication, sandboxes, app deployment, payments, and challenges
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Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus
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Implement adaptive learning with ReasoningBank for pattern recognition, strategy optimization, and continuous improvement. Use when building self-learning agents, optimizing workflows, or implementing meta-cognitive systems.
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Checks common code quality and maintainability risks.
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Detects mass assignment via create/update($request->all()), unguarded models, and missing authorization on mutating controller actions in Laravel.
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Detects N+1 query patterns (relation access inside loops without eager loading), full-table get()/all() loads, and unsafe chunk()/cursor() usage in Laravel Eloquent code.
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リファクタリングを「更新されたチームの理解と、コードが表現する過去の理解の差分同期」と捉え、今回得た新知識(要求・ドメイン知識・制約)が naming と responsibility へ反映されているか、boundary が現在の understanding を表現しているか、diff の削除行やコメントに現れる過去の design history と constraint を失っていないかを diff-time で確認する。Knowledge Delta の signal は diff(追加/削除された hunk・コメント・ADR 参照)を一次情報とし、PR 本文が供給されるときは補助に用い、不確実なら question に留める。ドメイン用語の一貫性は ubiquitous-language-naming、集約/コンテキスト境界の設計判断は bounded-context-language、投機的抽象化・caller special-case は altitude-generalization、スコープ逸脱/前提破壊は fix-scope-integrity、振る舞い変更と構造変更の分離は behavior-structure-separation、完了主張の反証は refactor-claim-audit へ委譲する
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差分に追加されたソースコードへ混入した不可視・危険な Unicode 文字(タグ文字・異体字セレクター・ゼロ幅文字・双方向制御/マーク・変則空白)を検出する。GlassWorm 型サプライチェーン攻撃・ASCII smuggling・Trojan Source(CVE-2021-42574)でコードを不可視化する手口を、決定論的な静的解析(列挙した code point 集合に限定)として捕捉し、canary テストで誤検出の再発を防ぐ
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複数の AI / 人間レビュー結果 (review-self / review-external / findings-pool) を統合し、実在性・重大度・対応優先度・merge 可否を検証する。
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Detects tables created without ROW LEVEL SECURITY enabled, over-permissive policies (USING (true) / WITH CHECK (true) without owner conditions), and service_role key exposure in client code.
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legacy workaround を避け、semantic HTML / Web Platform Native API / modern CSS の利用機会を提示する。
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攻撃者・競合・悪意あるユーザーの視点で変更を分析し、防御の盲点と悪用シナリオを可視化する
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Detects Vitest test-isolation hazards: unrestored vi.spyOn/vi.mock without afterEach cleanup or restoreMocks config, un-awaited resolves/rejects assertions, and shared mutable module state across tests.
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Detects domain terms drifting between code identifiers and the established ubiquitous language (same concept under different names, or different concepts sharing a name).
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Enforce TypeScript strictness by reducing any/unsafe assertions and ensuring null handling.
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Enforce null/undefined safety for changed TypeScript code and suggest safer patterns.
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Detect primitive obsession and missing domain/brand types; check that state is modeled via discriminated unions.
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Checks Tailwind utility class hygiene at the syntax level: arbitrary-value overuse that bypasses the theme scale, conflicting/duplicate utilities on one element, and hardcoded arbitrary colors that should use design tokens.
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Riverbed Memory の suppression entry を活用するときの判断基準と CLI 操作を案内する。
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同一ファイル/隣接ファイル内で「規則Xを守れ」と宣言した直後にXを破っている、宣言と実装の乖離を検出する
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Check common security risks in application code (SQLi, XSS, secrets, open redirect).
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差分に追加された API キー・トークン・credential・秘密鍵・.env 値・個人ローカルパスなどの機密情報を、言語・ファイル種別に依存せず検出する。決定論的に判定できる範囲は CI(gitleaks 等)へ移譲しつつ、レビューで取りこぼしを補足する
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