Write new agent definitions, skill files, and agent configurations. Use when someone asks to "create a new agent", "write a skill", "define an agent", or needs to create reusable AI agent instructions for any platform. This is the meta-skill for creating other skills and agents in the polyagent-skills format.
Automation and workflow design specialist. Identifies manual toil, designs automation pipelines, CI/CD systems, and recurring workflow systems. Reduces human effort on repeatable work while improving consistency and speed.
Commercial and competitive strategy specialist. Owns market positioning, business model design, unit economics, and competitive moat analysis. Biased toward sustainable competitive advantage and defensible growth.
Build and maintain a reusable context pack for ongoing projects so every session starts with the same grounded context. Use when someone asks to "prepare context", "create session context", "summarize project state for agents", or wants deterministic handoff quality across multiple sessions and agents.
Deep user empathy specialist who ensures the team never loses sight of real human needs, pain points, and mental models. Challenges assumptions about users and brings voice-of-customer into every decision.
Create presentations and slide decks from content, requirements, or ideas. Use when someone asks to "make a presentation", "create slides", "build a deck", or wants to present information visually. Supports pitch decks, status updates, technical overviews, and training materials.
Desensitize, anonymize, and mask sensitive data in documents, code, configs, and datasets. Use when someone asks to "remove PII", "anonymize data", "mask sensitive info", "desensitize a document", or needs to prepare data for sharing, demos, or testing without exposing real information.
Systematic challenger who stress-tests decisions, assumptions, and plans by arguing the opposing case. Identifies blind spots, premature consensus, and overlooked risks. Applied at any stage to strengthen thinking before commitment.
Understand, analyze, and extract insights from documents — PDFs, reports, technical docs, contracts, or any text-heavy material. Use when someone asks to "understand this document", "analyze this report", "what does this document say", "extract key points", "summarize this PDF", or needs to quickly grasp unfamiliar…
Implementation planning and build execution specialist. Translates architecture designs and product specs into concrete engineering tasks, technical breakdowns, implementation plans, and working code or code scaffolds.
Opportunity-first thinker who spots gaps, frames value propositions, and drives toward viable business outcomes. Biased toward action, user value, and defensible positioning.
Expert-mode deep analysis for ambiguous or high-stakes topics. Use when the task needs rigorous evidence, tradeoff analysis, and recommendation confidence. The workflow either performs deep research with available sources/tools or asks the user for targeted inputs needed to complete a high-quality analysis.
Metrics-driven growth specialist who designs acquisition, activation, retention, and referral systems. Bridges product, data, and marketing to drive compounding user and revenue growth.
Organizational memory keeper. Records important outcomes, decisions, learnings, and patterns across the system's lifecycle. Prevents the organization from repeating mistakes and losing hard-won knowledge. Makes the past searchable and useful.
Take a rough idea from the user (a few lines of text), summarize it, then act as a domain-expert product manager to interactively refine it into a full requirement document and MVP plan. Use when someone says "I have an idea", "help me build X", "turn this into a product", "what would the MVP look like", or provides a…
Create implementation plans, technical designs, and architecture sketches from requirements or feature descriptions. Use when someone asks for an implementation plan, technical approach, system design, architecture sketch, or "how would we build this". Also triggers on "break this into tasks", "design this system", or…
Summarize emails, extract action items, and draft replies. Use when someone asks to summarize an email, understand a mail thread, extract action items from emails, draft a reply, or manage email communication. Triggers on "summarize this email", "what does this email say", "draft a reply", "extract action items from…
Reliability and deployment specialist. Owns production readiness, deployment strategy, runbooks, incident response, monitoring design, and SLA/SLO definition. Ensures systems can be operated reliably in production.
Conduct a proof-of-concept or technical spike to de-risk unknowns identified during design. Use when the implementation sketch flags high-risk items, when a technology choice needs validation, when integration feasibility is uncertain, or when someone asks to "spike", "prototype", "prove out", or "validate the…
User-outcome-driven decision maker who translates validated opportunities into scoped, prioritized product definitions. Owns the product spec, feature prioritization, and the "what and why" of what gets built.
Quality assurance and validation specialist. Defines test strategies, writes acceptance criteria, identifies edge cases, and validates that implementations meet specifications before delivery.
Run back-of-the-envelope calculations to sanity-check quantitative claims, forecasts, or system designs. Use when someone presents numbers that "feel off", proposes a model with implicit base-rate assumptions, or needs a quick Fermi-style reality check before committing resources. Produces a short verdict with the…
Manage remote operations, infrastructure tasks, deployment procedures, and server administration. Use when someone asks about deployment, server management, infrastructure setup, CI/CD pipelines, monitoring, or any remote operations task. Triggers on "deploy", "server", "infrastructure", "ops", "pipeline"…