Creates robust long-form task prompts and agent briefs using production prompt engineering patterns (layered XML architecture, trust boundaries, anti-rationalization rules, numeric anchors). Invoke when the user needs to create an agent system prompt, write a complex task prompt, design a multi-agent workflow prompt, or produce prompts that are clearer, more reliable, and easier to debug. Does NOT activate for: short single-turn prompts, simple rewrites, asking Claude to explain prompt engineering concepts, or editing existing prose that is not a prompt.
Debriefs a developer after an AI-assisted coding session by inspecting git diffs or commits, explaining the actual architecture decisions, design patterns, tradeoffs, caveats, and learning concepts with file/function references, then generating a practical quiz and follow-up study notes. Use when the user says they shipped code with AI, vibe coded, wants to learn what changed, wants a post-session code debrief, or asks to review a diff/commit for learning. Do NOT use for generic code review, bug fixing, refactoring, or architecture planning when there is no concrete diff or commit range to inspect.
Generates a structured morning brief and writes it to the daily review file. Pulls from: current priorities (goals summary), active task board, latest competitor digest, and content pipeline status. Fires automatically on weekdays. Output is the morning intention section of your daily review file.
Guides a founder interactively from "no idea" through idea generation, rapid validation, and commitment to a business — synthesizing PG, YC, Lean Startup, Mom Test, JTBD, and gstack office-hours methodology updated for the AI era. Produces founder profiles, scored idea candidates, validation sprint results, conviction scorecards, and 30-day action plans. Use when the user wants to find a business to start, explore startup ideas, figure out what to build, get unstuck on what to work on, or brainstorm business directions. Do NOT use when the user already has a specific idea to evaluate (use assess-category or stress-test instead), wants a business plan written, or needs a pitch deck reviewed.
Creates MARP presentation decks (.md files rendered to PDF/HTML/PPTX via marp CLI) with custom CSS themes, SVG inline charts, dashboard components, and speaker notes. Use when asked to create slides, build a deck, make a presentation, generate MARP output, design a theme, edit existing slides, or convert content into a slide format. Also handles read/summarize requests on existing MARP files. Do NOT use for standalone image generation, static infographics, or PowerPoint requests with no MARP involvement.
Assesses US regulatory compliance likelihood for any consumer product before listing for US sale. Accepts a CJ product PID/URL, Amazon ASIN, or product name/description as input. Classifies the product into a regulatory category (children's toys, electronics, cosmetics, supplements, pet products, apparel, kitchen/food-contact, or general consumer goods), determines which US standards apply, gathers market evidence, and produces a structured verdict (🟢/🟡/🟠/🔴). Saves report to a compliance-reports directory. Do NOT use for non-US markets or to produce legal opinions.
Use when the user provides a DTC or ecommerce store URL and asks for a teardown, breakdown, brand analysis, competitor teardown, investor memo, store audit, deep dive, or 'what's going on with [brand]'. Produces an investor-grade markdown teardown report covering brand, market, unit economics, supply chain, channel mix, marketing, reviews, agentic-commerce readiness, risks, and a falsifiable verdict. Triggers: 'dtc teardown', 'brand teardown', 'store teardown', 'competitor teardown', 'analyze this store', 'investor memo on [brand]', 'break down [store url]'. Do NOT use for SEO-only audits, design-system extraction, lead-gen scraping, or general web scraping with no brand/investor focus.
Audits and evolves brand positioning, voice consistency, and messaging for an existing brand. Works across personal brands and DTC/ecommerce store brands. Runs a structured audit across positioning, voice, visual direction, and content pillars, then produces a scorecard with specific fix recommendations. Also develops reusable messaging frameworks (positioning statements, value propositions, pillar definitions). Use for brand health checks, positioning refreshes, and messaging framework development. Do NOT invoke for building a brand from scratch (use /build-brand), content creation, or product copy.