7. Writing & Documentation

Automates verification of user-facing change documentation, ensuring changelogs and lessons-learned are updated or explicitly bypassed.

Generates professional, skeptical communication that verifies before agreeing, challenges constructively, and proposes solutions rather than seeking preferences.

Enforces concise, actionable outputs by eliminating verbosity and filler, ensuring documentation and responses are signal-focused and maximally efficient.

Provides critical Bitcoin terminology rules to distinguish between bech32m encoding and taproot address types for accurate implementation in BTC-related development.

Automates documentation updates for markdown files in the docs/ directory, ensuring consistent formatting and versioning.

AI-driven documentation for Shipany framework SaaS boilerplate, covering Next.js 15, TypeScript, Drizzle ORM, and payment integrations.

Automates translation of JSON internationalization (i18n) files into multiple languages with AI-enhanced quality for accurate localization.

Refines master plan documents to improve structure and clarity while maintaining strategic alignment.

Assists in creating Astro-Koharu compliant blog posts with auto-generated frontmatter, category paths, and Markdown structure suggestions.

Generates search-optimized content using keyword research, on-page SEO best practices, and structured content to improve search visibility and engagement.

Optimizes written content to increase AI citation likelihood in responses from systems like ChatGPT and Google AI Overviews while preserving SEO value.

Refactors CLAUDE.md files to apply progressive disclosure, enhancing documentation readability and organization.

Automates deep technical documentation generation for code logic, architecture, and performance analysis using Gemini CLI and docgen, outputting .md files.

Automates test code and technical documentation creation using gemini CLI, integrated with Claude for context and review.

Generates viral article strategies using emotional storytelling, compelling titles, and narrative techniques to drive high engagement and 100k+ reads.

Enforces consistent standards for code comments, README files, and technical documentation to improve clarity and maintainability.

Ensures technical content adheres to canonical formats for patterns, specifications, and standards, preventing format drift in documentation.

Refines educational content by removing redundancy, tightening prose, and strengthening narrative connections to improve clarity and engagement.

Generates concise lesson summaries by extracting key concepts, mental models, and common mistakes from markdown files.

Reviews technical writing to enhance accessibility, reduce jargon, and eliminate gatekeeping language for broader audience clarity.

Refines verbose content by removing redundancy, trimming word count, and strengthening lesson connections to resolve Gate 4 failures.

Auto-generates OpenAPI 3 documentation for Spring Boot REST APIs using springdoc-openapi library.

Creates and reviews technical design documents (RFCs) for Video.js 10, covering architecture, API, and UI specifications.

Creates and reviews technical documentation for Video.js 10, including guides, READMEs, and JSDoc comments with workflow support.