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Audit existing data cleaning code — find missing validation, silent data loss, and quality gaps. Use when asked to "audit our data cleaning", "are we losing data silently", or "find data quality gaps".

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。

Media and podcast outreach personalizer — takes a story angle and target journalist or host list and produces personalized pitch emails per target. Use when asked to "write media pitches", "pitch this story to journalists", "get us on podcasts", "write press outreach", or "personalize pitches for these contacts".

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。

Audit a proposed API change for breaking changes — classification and impact assessment. Use when asked "is this a breaking change", "will this break clients", or "assess the impact of this API change".

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。

Design an API compatibility and deprecation policy — stability tiers, sunset timelines, and CI gates. Use when asked to "define an API stability policy", "set our deprecation timeline", or "write semver rules".

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。

Build an ML pipeline — from data to trained model to serving endpoint. Use when asked to "build ML model", "train a model", "prediction pipeline", "classification", or "regression".

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。

OKR design — create objectives and key results with a North Star metric, input metrics tree, and cadence. Use when asked to "set OKRs", "define our objectives", "what should we measure this quarter", "design our OKR framework", "build a metrics tree", or "what's our North Star".

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。

Design an icon system spec or audit existing icons for consistency and accessibility. Use when asked to "design an icon system", "audit our icons", or "are our icons consistent".

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。

Survey existing contracts for common clause patterns and risks. Use when asked "what clause patterns do our contracts use", "survey contract risk", or "find common terms across our contracts".

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。

Legal research on a specific question — case law, statutes, regulatory guidance. Use when asked to "research this legal question", "what does case law say", or "find the relevant statute".

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。

Survey open legal questions and research gaps in the project. Use when asked "what legal questions are open", "where are our research gaps", or "list unresolved legal issues".

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。

Jurisdiction comparison for a legal requirement or contract clause. Use when asked "how does this differ by jurisdiction", "compare GDPR and CCPA on this", or "run a state law comparison".

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。

Audit existing resilience — identify untested failure modes and chaos engineering gaps. Use when asked "how resilient are we", "what failure modes are untested", or "find our chaos engineering gaps".

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。

Design a game day — simulated failure scenario, runbook, and post-event review. Use when asked to "run a game day", "plan a failure drill", or "simulate an outage".

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。

Design a chaos engineering experiment — hypothesis, blast radius, steady state, and abort conditions. Use when asked to "design a chaos experiment", "inject a failure", or "test the resilience of this service".

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。

Audit existing changelog and deprecation practices — find missing entries, undocumented breaks, and stale deprecations. Use when asked to "audit our changelog", "find undocumented breaking changes", or "check for stale deprecations".

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。

Design an API versioning and deprecation policy — semver rules, sunset timelines, and communication channels. Use when asked to "design a deprecation policy", "how should we version the API", or "set a sunset timeline".

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。

Design an SBOM generation pipeline — format, tooling, and integration into CI/CD. Use when asked to "generate an SBOM", "build an SBOM pipeline", or "add CycloneDX to CI".

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。

Audit existing dependency security — find unscanned packages, license violations, and SBOM gaps. Use when asked to "audit our dependencies", "do we have an SBOM", or "find license violations".

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。

Validate and benchmark a forecasting model — walk-forward CV, error metrics, baseline comparison. Use when asked "is this forecast any good", "validate a forecasting model", or "backtest the forecast".

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。

Survey existing forecasting code or models in a codebase — find gaps, stale models, and missing validation. Use when asked "what forecasting models do we have", "audit our forecasts", or "find stale models".

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。

PR & Community engineer — press pitches, social media, open source community, DevRel, and coordinated launch moments. Use when asked to "write a press release", "plan a launch", "build a community", "draft a HN or Twitter post", or "get media coverage".

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。

Social media strategy and post drafting — HN posts, Twitter/X threads, LinkedIn posts, Reddit comments, and developer community content. Use when asked to "write a HN post", "draft social posts", "help us post on Twitter", or "create a social launch plan".

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。

PR and community reconnaissance — audit current press coverage, social presence, community health, and competitor PR. Use when asked to "audit our PR", "what's our community state", "how do we compare in press", or before planning a launch or community initiative.

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。

Design and execute a launch plan — Product Hunt, HN Show HN, newsletter coordination, social posts, and community launch moment. Use when asked to "launch [feature/product]", "plan a launch", "help us do a Product Hunt launch", or "coordinate the announcement".

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。