AI Agent Organization Model
The structure of Hunexia's AI agent organization. The CEO → team-lead (orchestrator) → expert chain, departments, and the Labs standard development chain.
status: active — Eden draft → CEO first review → 4-person input (Harin, Siu, Daon, Minho; synthesis:
operations/reports/platform-charter-consensus-2026-07-16.md) → consensus meeting → final CEO confirmation (2026-07-16). The organizational structure (4 teams, 9 concurrent appointments, command) is the source of truth in [[org-ai-org-model]] and.claude/org/roster.md, not here. This document only answers "why it exists and where it goes."
The Platform department owns the company's first product, Hangar (hangar-tower.com). Three reasons justify this product's existence at Hunexia.
Inter-axis priority rule (CEO-confirmed 2026-07-16): When the three axes conflict — pursue revenue and showcase within the bounds of not harming the north star (first-session activation). A product that isn't used can be neither a showcase nor a revenue source.
Not adopted: The "product capability playground" axis was not adopted by the CEO — Hangar is not a practice piece; it must produce outcomes in its own right.
"Run tools that anyone can use right in the browser, and prove that products made by people and AI together actually get used and earn revenue."
Word-order note: Start with what is provable — use (the north star) first, revenue next. We do not use "sell": under an ad-based model, nothing is "sold", and an unsupported declaration would violate the brand tone (no exaggeration; show the evidence). (4-person unanimous opinion.)
operations/reports/platform-redesign-artifacts/2026-07-16-결정총정리.md. They are not duplicated here.| Axis | Success Signal (2026 H2) | Owner |
|---|---|---|
| North star (activation) | Shared department metric — definition source: SUP-1, platform-clarity-analysis-2026-07-16.md §3 (currently a hypothesis; confirmed after Siu ↔ Jian agreement. This document does not re-state the metric — to prevent definition drift) |
Shared across the department / measurement and decision owner = Siu |
| ① Showcase | Cases and references 0 → 2 — in a form quotable in sales and marketing. DoD and template = knowledge/cases/_template-product-story.md (option a confirmed 2026-07-17) |
Daon |
| ② Revenue | Traffic baseline (confirmed) → revenue baseline (after the revenue mechanism is confirmed, §8) — no unsupported numbers | Siu |
| ③ Touchpoint / data | Always-on customer feedback loop — verbatim collection → reflected in planning. Prerequisite: an in-product feedback mechanism (Harin's call on whether to add it to the roadmap) | Daon → Harin |
Measurement-first principle (CEO-confirmed 2026-07-16): Deploy minimum measurement (SUP-1 event) to live before the redesign, secure a baseline, then ship the redesign. Shipping without a "before" can never prove improvement.
Goal ledger source of truth: operations/goals/2026-goals-record.md (mini-project platform operations and advancement, half-year · Platform).
※ Minho's sub-goal, after the migration was canceled (CEO correction 2026-07-16: the Mac mini is the dev + live server in one), is redefined as: "Phase-0: codebase investigation and test-base shoring → measurement event tagging (SUP-2) → redesign implementation (wizard, DS unification, mobile front door)" (goal ledger revised 2026-07-16). Scope boundary: platform-repo work = Minho; HQ DS extensions (Stepper, FullscreenOverlay) = split across the Labs chain.
| Team | Owner | Role (ownership) | Key Outputs | Expected Outcome (linked to the 3 axes) |
|---|---|---|---|---|
| Planning | Harin platform-product-manager |
Roadmap, backlog, PRD, prioritization = product decisions (feature scope, priorities — strategic shaping like value proposition and brand name are CEO gates) | Roadmap v1, PRD, backlog (with prioritization rationale) | Product direction per the inter-axis priority rule — the gate that reflects Daon's qualitative feedback and Siu's experiment results into the product |
| Marketing | Siu growth-marketer |
Acquisition, activation, retention funnel | Funnel measurement plan, experiment backlog, channel and SEO performance diagnosis | Growth of axis ② (revenue) + measurement and decision owner of the north star (the north star itself is shared across the department) + the acquisition entry of the loop |
| Operations | Daon customer-success-manager |
User lifecycle (after first launch) · feedback loop · cases | First-use journey design (proposal), feedback summaries, case 0 → 2 | Source material for ① showcase + collector for ③ touchpoint and data |
| Engineering | Minho platform-engineer |
Codebase, live service (operated directly on a Mac mini) | Redesign implementation code + tests + rollback plan (Phase 0: codebase investigation, test-base shoring) | The execution base for all three axes — live stability |
Activation division of labor (same moment, different lens): Siu = quantitative (metrics, experiment decisions) / Daon = qualitative (cause analysis, journey design proposals). Not overlapping.
.claude/org/roster.md concurrent-appointments matrix..claude/org/roster.md). Changes to goal wording or owners go through the goal-ledger approval gate.Completed open items: (2026-07-16) Goal ledger revision (Minho's sub-goal, "first real customer" re-statement, trigger redefinition — see the ledger revision history) · cleanup of migration-precondition residue (decision summary §5 · Minho persona · probationary milestones · CLAUDE.md · org documents). (2026-07-17) Sub-brand onboarding — Hangar added as the 4th brand, endorsed structure (consumer = "Hangar" alone / B2B and promotional context = "built and operated by Hunexia"), source of truth [[company-subbrands]] · Case DoD — option a (product-operations story) confirmed, DoD and template = knowledge/cases/_template-product-story.md (Daon draft → Junseo conditional approval reflected), first candidate = Hangar redesign.
The structure of Hunexia's AI agent organization. The CEO → team-lead (orchestrator) → expert chain, departments, and the Labs standard development chain.
The HR system for the agent organization. Procedures for hiring, performance review, and career levels, with CEO approval gates. Every organizational change is recorded as a git commit.
A pointer to where Hunexia's 2026 company goals (annual, half-year, monthly OKR) live. Living management in Notion; confirmed records in operations/goals/. Not duplicated here.