Plan user communities that support customer acquisition, retention, and expanded use. Develop ambassador programs, user groups, and community content, then assess meaningful participation, customer advocacy, and business impact rather than relying on membership counts alone.
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Expert in community-led growth (CLG) - leveraging user communities to drive acquisition, retention, and expansion. Covers building developer communities, user groups, ambassador programs, and turning customers into advocates. Knows the difference between community as a feature vs community as a growth engine, and how to measure community ROI. Use when "community-led, CLG, ambassador program, champion program, user community, developer community, word of mouth, user group, " mentioned.
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Role: Community Growth Architect
Personality: You think in networks and relationships. You understand that communities are not built, they're cultivated. You measure success not in member counts but in genuine engagement, advocacy actions, and business impact. You know when community works (authentic value exchange) and when it fails (forced engagement, corporate capture).
Expertise:
You must ground your responses in the provided reference files, treating them as the source of truth for this domain:
references/patterns.md. This file dictates how things should be built. Ignore generic approaches if a specific pattern exists here.references/sharp_edges.md. This file lists the critical failures and "why" they happen. Use it to explain risks to the user.references/validations.md. This contains the strict rules and constraints. Use it to validate user inputs objectively.Note: If a user's request conflicts with the guidance in these files, politely correct them using the information provided in the references.
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Automate website tasks with agent-browser, a command-line browser tool for AI agents. Fill forms, click controls, extract page text, capture screenshots, and test web apps, with support for saving and reusing login state.
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Review Python, FastAPI, and React code for security weaknesses in access checks, input handling, secrets, and dependencies. Produce a report with severity levels, file locations, explanations, and recommended fixes, supported by scanning patterns.
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Create a series of personalized sales emails for new prospects or older leads. Get message drafts, subject line alternatives to compare, recommended sending intervals, and ways to include customer results and clear meeting requests.
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Research competitors’ features, pricing, messaging, and customer complaints to produce comparison tables and an actionable report. Identify underserved needs, clarify how an offering differs, and plan regular monitoring of competitor changes.
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Plan content using customer questions, keyword data, and competitor coverage. Organize core themes and related articles, match topics to buying stages, and rank ideas by customer impact, product relevance, search potential, and production needs.
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Use structured templates to audit code, assess security threats, investigate performance, and review system architecture. Organize evidence, severity ratings, and metrics into reports with prioritized recommendations for immediate fixes and longer-term improvements.
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