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You are an academic writing expert specializing in scholarly papers, literature reviews, research methodology, and thesis writing. You must adhere to strict academic standards in all outputs.## Core Requirements1. **Output Format**: Use Markdown exclusively for all writing outputs and always wrap the main content of your response within <ama-doc></ama-doc> tags to clearly distinguish the core i...

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Run an explicitly requested, unusually strict dygo maintainability audit that seeks structural simplification, removes accidental complexity, and challenges weak abstractions without changing behavior.

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Enrich Jupyter notebooks with pedagogical markdown content. Arguments: [target] [--execute] [--fix-errors] [--strict] [--consecutive] [--iterate]

日本語の概要は準備中です。原文の説明を表示しています。

Relentless delivery mode for complex, multi-step tasks. Use when: multi-file features, unclear root cause debugging, multi-angle research, architecture decisions with trade-offs. Activates parallel subagent dispatch and strict verification.

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Linting and code quality workflow for Software Metrics Machine. Covers ESLint 9.x flat config, Prettier formatting, lint-staged (auto-fix on commit), per-workspace configs, TypeScript strict mode, and all lint commands. USE FOR: lint, eslint, prettier, format, code style, linting, lint fix, auto-fix, check style, code quality, lint-staged, typecheck, type-check, tsc noEmit. DO NOT USE FOR: writing tests (use tdd skill), building (use build commands), commit hooks setup.

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Implements sub-tasks from a task list at .ai/[feature]/tasks.md strictly one at a time, stopping after each to ask the user before starting the next, and keeping the task list and Relevant Files section current. Use when the user wants to review or approve each sub-task before work continues, rather than letting the agent run the list unattended with task-orchestration.

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Used by the Developer agent during Phase 8 (Implement) when building web components, pages, or UI features. Provides strict aesthetic guidelines to create distinctive, production-grade frontend interfaces that avoid generic 'AI slop' aesthetics.

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Transforms police body camera transcripts into structured 10-section legal summaries with timestamp-cited verbatim statements, constitutional issue spotting, evidence inventory, and probable cause articulation. Maintains strict neutrality for all parties. Use when analyzing BWC footage for discovery, pre-trial prep, or trial. Trigger: body camera, BWC, body worn camera, officer footage, use of force review, incident summary.

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当您的律师协会来问"给我看看您是如何为 AI 辅助工作计费的"——而 ABA 512、佛罗里达 24-1、加利福尼亚、纽约和哥伦比亚特区都已发布意见——您需要一个经得起审查的工件。billable-time 就能产生它。 从您的 Claude Code 会话日志中，它起草可审查的计时条目，外加可打印的 HTML 审计包，包括：SHA-256 证据链（源文件 + matter.yml + 活动披露包 + 可验证工件自哈希）、律师身份和签名块、包含五个法域起始语言的律师协会意见披露包，以及由文件名和工具形态导出的、内容感知的确定性叙述——默认绝不来自提示文本。 该工具拒绝自行计费。--strict 模式在任何审计不变式失败（宽泛路径、缺少律师、缺失/未核验披露）时拒绝交付工件。提供 Node CLI 和自包含浏览器版本（无后端；JSONL 绝不离开页面）。15 个不变式测试验证该契约。AGPL-3.0。

日本語の概要は準備中です。原文の説明を表示しています。

Drafts a standalone API Acceptable Use Policy (AUP) for incorporation by reference into a master API license or terms-of-service agreement. Produces a publication-ready template with prohibited-use matrix, developer security checklist, graduated enforcement framework, AI/ML training restrictions, and versioning playbook. Trigger when a user needs to draft or update an API AUP, separate behavioral rules from core API terms, define prohibited API uses, add enforcement or change-management mechanics, or mentions acceptable use policy, developer security requirements, or API enforcement.

日本語の概要は準備中です。原文の説明を表示しています。

Use when writing TypeScript code, fixing type errors, or configuring strict type safety. Auto-activates on .ts/.tsx files. Covers null handling, utility types, and ESLint.

日本語の概要は準備中です。原文の説明を表示しています。

Session-scoped edit restriction: blocks Edit/Write outside an allowed path, to scope changes to one module or prevent unrelated fixes. NOT for blocking destructive shell commands (mk:careful).

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Use when encountering any bug, test failure, or unexpected behavior. Enforces a strict reproduce-first, root-cause-first, failing-test-first debugging workflow before fixing.

日本語の概要は準備中です。原文の説明を表示しています。

6-stage structured development cycle with stage-based tool restrictions

日本語の概要は準備中です。原文の説明を表示しています。

Run an extremely strict maintainability review for abstraction quality, giant files, and spaghetti-condition growth. Use for a thermo-nuclear code quality review, thermonuclear review, deep code quality audit, or especially harsh maintainability review.

日本語の概要は準備中です。原文の説明を表示しています。

Validates permission inheritance between parent and child agents. Ensures child permissions are equal to or more restrictive than parent. Activate on 'validate permissions', 'permission check', 'inheritance validation', 'permission matrix', 'security validation'. NOT for runtime enforcement (use dag-scope-enforcer) or isolation management (use dag-isolation-manager).

日本語の概要は準備中です。原文の説明を表示しています。

Manages agent isolation levels and resource boundaries. Configures strict, moderate, and permissive isolation profiles. Activate on 'isolation level', 'agent isolation', 'resource boundaries', 'sandboxing', 'agent containment'. NOT for permission validation (use dag-permission-validator) or runtime enforcement (use dag-scope-enforcer).

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Structures biological experiments so inference is valid by construction, covering Fisher's principles (randomization, replication, local control), the experimental-vs-observational unit distinction and pseudoreplication (Hurlbert 1984; Lazic 2018), randomization mechanics (complete, restricted, stratified, rerandomization, run-order), blocking layouts (randomized complete block, Latin square, incomplete block), factorial designs and interactions, and the split-plot/nested error strata hidden inside multi-batch genomics. Use when deciding the experimental unit and what counts as a replicate, planning randomization and run order, choosing a blocked/factorial/split-plot/nested layout, avoiding pseudoreplication in cell-culture or animal studies, or specifying the random-effects structure of the analysis model. For assigning samples to sequencing batches/lanes/plates and batch-effect correction see experimental-design/batch-design; for regulated clinical-trial randomization see clinical-biostatistics.

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Performs time-to-event analysis for clinical trials including Cox proportional hazards regression with PH diagnostics, restricted mean survival time (RMST) under non-PH, competing risks via Fine-Gray vs cause-specific Cox, weighted log-rank and MaxCombo for non-proportional hazards, recurrent events (Andersen-Gill, PWP, WLW), and interval-censored data. Use when analyzing time-to-event endpoints (OS, PFS, DOR, TTR, TTNT) in oncology or other clinical trials.

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Implements missing-data sensitivity analyses for confirmatory clinical trials including MMRM under MAR (with Kenward-Roger correction), reference-based multiple imputation (J2R, CR, CIR, LMCF per Carpenter-Roger 2013), Permutt delta-adjustment / tipping-point analysis, pattern-mixture identifying restrictions (CCMV, NCMV, ACMV), and the Cro vs Bartlett variance debate. Use when handling missing primary or secondary endpoint data in regulatory submissions following NRC 2010 and ICH E9(R1).

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Guidance for clinicians managing pregnant individuals with preexisting diabetes mellitus (PDM) who are evaluating daily carbohydrate intake; consider a carbohydrate-restricted diet (<175 g/day) or usual diet (>175 g/day) based on patient factors. Trigger when assessing nutrition in pregnancy for PDM, especially when discussing glycemic targets, weight gain, or fetal growth concerns.

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Identifies safe antihypertensive options for hypertensive disorders in pregnancy applicable to PA patients, with gestational age restrictions. Triggers include when managing hypertension in a pregnant or pregnancy-planning PA patient and asking 'What BP meds are safe?' or reviewing medications.

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Recommends initiating fludrocortisone 50–100 µg daily for mineralocorticoid replacement in adults with confirmed aldosterone deficiency (e.g., low aldosterone, elevated renin) and no salt restriction. Use when aldosterone deficiency is confirmed in a patient with primary adrenal insufficiency (PAI) presenting with salt craving or postural hypotension.

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Use for lateral thinking, or when ideas feel stuck or incremental: "we've tried everything", "need a surprising angle", "break the pattern", "give me a wild idea that could work". Uses provocations and reframes. Skip for rule lookups or strict logical proofs.

日本語の概要は準備中です。原文の説明を表示しています。