◀ Surface Lvl
System Diagram · Machine-01/5 layers · 1 flywheel

The machine

Not a t-shirt store — a content engine that happens to sell shirts. Culture signal goes in one end; sold-out drops and sharper intelligence come out the other. Most of it is already built. Green is what we own today, blue is specced and ready to build, amber is the handful of agents still to forge.

Built · in the repo Designed · ready to build To forge · new agents
01

Intelligence

signal & training · the clipping domain /extract-intelligence/trending-pulse
extract-intelligence builtCreator OSINT — dossiers on elite streetwear designers & apparel content accounts
creator-niche-extraction builtFinds the practitioners worth cloning technique from
trending-pulse + NexLev builtCross-platform trend + YouTube outlier signal
--learn compiler builtTurns a top practitioner's technique into agent capability
elite-practitioner dossiers → agent training data
02

Agent Factory

forge · mints & gates the specialists agent-forgeeval-meta-agent
agent-forge builtSpins up specialist agents from a role spec + training data
eval-meta-agent gate builtQuality gate — no agent ships until it passes the rubric
The 7 expert roles to forgestreetwear-designer · short-form-clipper · UGC-scriptwriter · trend-scout · brand-voice · mascot show-runner · seeding/outreach — each --learn'd on real practitioners
trained expert agents
03

Design Factory

product · original tees + owned mascot /gpt-image-cdp/niche-thumbnail-fingerprint
streetwear-designer agent to forgeConcepts in the target aesthetic (from the ref board + China refs)
gpt-image-cdp built$0 image generation via the ChatGPT session
thumbnail-fingerprint + benchmarks builtTaste critic — scores designs vs what actually converts before they ship
Ref board + China refs designedThe aesthetic brief the factory designs against
GuardrailOriginal designs & our own mascot ONLY — no celebrity likeness, no brand logos, no Disney. It's the difference between a brand and an $11M lawsuit.
print-ready designs → Square catalog
04

Distribution

natural ads · content is the reach /cartoon-shotlist-director/ad-lib-ideation
cartoon pipeline builtMascot episodes — the character stars in an endless clip stream
ad-lib-ideation + clipping tools builtClones winning short-form formats; cuts everything platform-native
short-form-clipper + UGC-writer to forgeDaily Reels/TikToks and UGC scripts on autopilot
seeding/outreach agent to forgeFinds micro-creators, drafts the DMs — the 3–8x channel, not paid ads
IG / TikTok reach → traffic + in-person drops
05

Store · Commerce

bespoke front · Square backend Next.jsSquare API
Next.js storefront designedSelf-hosted, fully bespoke — the polished/editorial look, no theme ceiling
Square APIs designedCatalog · Inventory · Orders · Payments — one source of truth
Square POS builtIn-person pop-up & event drops — $0-CAC channel we already own
Checkout, phased designedPh.1 hosted link (easy PCI) → Ph.2 embedded Web Payments SDK. Printify for POD fulfillment.

The flywheel

Every sale and every view feeds back into Layer 1: what converts becomes training data for the next designs and the next content. The machine doesn't just repeat — it gets sharper each drop. That compounding is the moat; the shirts are just where it cashes out.

H
Builds the machine
K
Revenue & drops
T
Creative direction
Marl
Ideas & scouting