Generate topic-first, two-part video-title candidates from an approved video brief or final script.

Route a content idea through topic capture, research, production planning, publishing, and archive steps for a video content workspace.

Turn creator performance data into a documented retrospective, grounded hypotheses, and reusable content learnings.

Generate real-timestamp subtitle artifacts from final narration audio or merged video with a caption quality gate.

Render, preview, validate, and burn consistent production subtitles from quality-checked timestamp artifacts.

Create original editorial technology covers with a controlled layout, custom diagram generation, and editable SVG or PNG output.

Generate a controlled local narration workflow with auditions, version tracking, and subtitle-ready final audio.

Build a reproducible local rough-cut workflow for talking-head or narrated screen-recording videos with transcript review gates.

Create a consent-aware digital-avatar layer for AI video production with narration approval and final quality gates.

Review a branch or diff against repository standards and the originating spec in two independent analysis passes.

Design and implementation guidance for distinctive landing pages, portfolios, product demos, and purposeful redesigns.

Research the last 30 days across Reddit, X, YouTube, Hacker News, Polymarket, GitHub, and the web, then synthesize a grounded brief for an AI agent.

React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.

Break a plan, spec, or conversation into independently actionable tracer-bullet tickets with explicit blocking relationships.

Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.

A relentless interview that pressure-tests a plan against the codebase, sharpens domain language, and updates CONTEXT.md and ADRs when decisions become durable.