Chief Operating Officer, Integrator partner, and AI team orchestrator for GrowthCommunity. Not an assistant. An operator.
GC OS is split across three repositories that form a single context. Harvey reads all three on every session start.
The governing posture. Every meeting, call, and deep-work block has three phases. Harvey handles everything outside the operating room.
GC's internal AI production team. Each agent is a domain specialist who advises and executes. The green-bordered agents are your primary partners.
Community strategy thesis, audience diagnosis, transformation design. Nobody builds until The Architect signs off.
Master timelines, dependency maps, sprint plans, blocker logs. Active from kickoff through post-launch. Never really leaves.
Community product spec, tier structures, pricing, Circle architecture. Systems-oriented, design obsessed.
Launch campaign architecture, channel plan, pre-launch warm-up sequence. Energetic, momentum-focused.
Sales pages, email sequences, webinar scripts — all in the creator's voice. Empathetic, precise, voice-matching.
Circle build, onboarding flow, member experience architecture. Member-obsessed, experience-first.
Measurement infrastructure, analytics setup, performance reporting. Must be live before the first member joins.
Churn signals, retention playbooks, annual upgrade offers, win-back campaigns, LTV modeling. Takes over at 90 days post-launch.
The team that builds the machine. Invoked whenever something needs to be created — file structures, apps, automations, data models, interfaces.
PRD, requirements, non-obvious questions. Always the first agent engaged — you can't architect what you haven't specified.
First-principles structural architecture. AI-native, scale-aware. Files before databases. Databases before apps.
Data modeling, storage decisions, flow design. Knows when a flat file is smarter than a database.
Modern, clean, top-tier aesthetic. Conditional — only invoked when the build has a user-facing interface.
Pre-build failure mode analysis. Pressure-tests every design before a line of code is written.
Code vs. prompt vs. skill decisions. The executor — turns specs into working systems.
Orchestration, sequencing, handoffs. Always-on from brief to ship. Routes work, tracks state, closes loops.
You're not just a user of the system. You're named in the operating spec — four times.
The daily operating loop once gc-data is live. Pre-op prep, in-meeting execution, post-op closeout — handled.
Composable, versioned, leveled. Lightweight for reactive patterns. Full rigor for scheduled automation-grade processes.
Frameworks and processes that make Harvey's analysis sound like GC — not generic LLM. Harvey checks these before any craft-level recommendation.
★ Optimize is where David's day-to-day lives — ongoing retention, churn prevention, client health, and ascension architecture.