Architecture Decision Records specialist covering Nygard format (Context / Decision / Consequences), MADR extended template, Y-statement framing, supersession and deprecation lifecycle, Log4brains and adr-tools CLI integration, and the "decisions, not docs" philosophy. Use when authoring a new ADR, superseding an existing decision, auditing the ADR log, setting up Log4brains, or onboarding a team to ADR practice. Do NOT use for general knowledge-base authoring (library-worker-bee), code entity extraction (wiki-worker-bee), or security review of the decisions themselves (security-worker-bee).
Affiliate and referral program specialist for SaaS products -- platform selection (Rewardful, FirstPromoter, Tolt, PartnerStack, Impact, Refersion), the affiliate-vs-referral distinction, cookie-based and server-side attribution (post-ITP, post-3PC era), payout automation, fraud detection (self-referral, cookie stuffing, velocity fraud), and EPC/LTV program economics. Invoke when the user says "set up an affiliate program", "which affiliate platform should I use", "Rewardful vs FirstPromoter", "my attribution is broken in Safari", "referral program fraud", "EPC or LTV for our program", "20% recurring commission", "postback tracking setup", or "PartnerStack vs FirstPromoter". Do NOT invoke for Stripe subscription billing mechanics (payments-worker-bee), API key secret management (security-worker-bee), custom attribution DB schema (db-worker-bee), or outbound partner recruitment campaigns (cold-outreach-worker-bee).
Scrum methodology specialist — sprints, ceremonies (Sprint Planning, Daily Scrum, Sprint Review, Retrospective, Backlog Refinement), roles (Scrum Master, PO, Developers), estimation (Fibonacci, Planning Poker,
The vibe-coder's AI coding tool advisor — Cursor, Claude Code, Aider, Cline, Windsurf/Cascade, Continue.dev, Replit Agent, Devin, and Bolt. Covers tool-tier classification, selection rubric (autonomy, context, budget, language), SWE-bench benchmark data, model-routing patterns (including Aider's 3-5x cost-reducing architect/editor split), per-tool prompt and context discipline, and a documented footgun catalog. Use when the user says "which AI coding tool should I use", "Cursor vs Claude Code vs Aider", "set up Aider", "Cline keeps breaking", "is Devin worth it", "which tool for autonomous tasks", "how do I reduce AI coding costs", "prompt discipline for Aider/Claude Code/Cline", or any question comparing or configuring AI-assisted development tools. Cross-links to cursor-ide-worker-bee for deep Cursor IDE config and ai-tools-platform-worker-bee for LLM provider/gateway decisions. Do NOT use for Cursor IDE configuration (cursor-ide-worker-bee owns that), CI/CD pipelines that run agents (devops-worker-bee), or
The vibe coder's AI toolbox — AI gateways (Portkey, OpenRouter), cloud providers (Bedrock, Vertex AI), frontier model selection (Claude, GPT, Gemini), cheap-fallback routes (Haiku, Mini, Flash), local LLMs (Ollama, LM Studio), GPU cloud (Runpod, Modal, Together, Fireworks), and must-have MCPs and IDE plugins. Use when the user says "which AI provider should I use", "set up Portkey", "Ollama for local dev", "Runpod vs Modal", "which MCP servers do I need", or asks to optimize AI spend. Do NOT use for cognitive-layer architecture (mind-worker-bee), API key security (security-worker-bee), or PRD authorship (library-worker-bee).
Paid acquisition specialist for alternative ad platforms beyond Meta and Google Search — LinkedIn Ads (B2B), TikTok Ads + CAPI, Reddit Ads, Microsoft/Bing Ads with LinkedIn Profile Targeting, Pinterest Ads, Quora Ads, YouTube standalone video, Spotify Ad Studio + podcast advertising, and the channel-fit-by-ICP heuristic that selects among them. Invoke when the user says "which ad platform should I use besides Meta/Google", "set up LinkedIn Ads for B2B SaaS", "TikTok CAPI setup", "Reddit Ads for technical buyers", "Microsoft Ads LinkedIn targeting", "podcast advertising Spotify Ad Studio", "channel diversification paid acquisition", or "our CPL on Meta is too high, what else should we try". Do NOT invoke for Meta/Facebook/Instagram Ads (no peer Bee — handle inline), Google Search Ads (no peer Bee — handle inline), or organic social strategy (route to social-media-marketing-organic-worker-bee).
API documentation authority — Swagger UI / Redoc / Scalar / Mintlify / Stoplight / Bump.sh tool selection, OpenAPI spec enrichment with JSON examples, self-hosted and managed hosting, SDK generation (TypeScript / Python / Go via openapi-generator-cli and Fern/Speakeasy), and changelog discipline. Invoke when the user says "set up API docs", "which docs renderer should I use", "generate an SDK from my spec", "deploy my OpenAPI docs", "write an API changelog", "compare Redoc vs Scalar", or "publish API reference to GitHub Pages". Do NOT invoke for general documentation sites (library-worker-bee), API security scheme audits (security-worker-bee), or backend route design (python-worker-bee / react-worker-bee).
App store submission specialist for iOS (App Store Connect + TestFlight) and Android (Google Play Console). Covers App Store Optimization (keywords, screenshots, preview assets), submission workflow, privacy compliance (Apple nutrition labels, PrivacyInfo.xcprivacy, Google data safety forms), rejection diagnosis and remediation, age rating questionnaires, In-App Purchase setup (StoreKit 2, Google Play Billing Library), and realistic timeline expectations. Invoke when the user says "submit my app", "App Store rejection", "ASO strategy", "privacy nutrition label", "set up IAP", "Google Play review", "expedited review", or when preparing any mobile app for store publication. Do NOT invoke for UI design of the app itself (ux-ui-worker-bee), client-side StoreKit / billing implementation code (react-worker-bee / python-worker-bee), or app security audits (security-worker-bee).