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Anything(algorithms/models/datasets) related with AI application in fashion industry

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Mars Republic

We build CORTEX, open tooling for running multi-agent work that actually ships: agents propose and do the work, plain code keeps the ledger, and nothing counts as done until it passes a check.

Open source

  • cortex-harness-open: the open protocol, schema, and reference tooling for running work as small, testable Blocks. Apache-2.0. Docs at cortexharness.org.
  • cortex-loop: the swarm-node heartbeat engine (git ledger, clock, lease, tick). A model may propose or veto work; it may not approve completion. Apache-2.0.
  • cortex-loop-demo: one loop tick in the browser — propose, check, try-complete (synthetic ledger).

Stars, issues, and PRs are welcome.

Building in public — and fighting for survival

We are building Cortex / Layer 4 in public. The same founder also runs MossRiver, a kids sleepwear and baby clothing brand currently under heavy inventory and cash pressure — not turned around yet. We are using this stack day to day to fight for survival: agents listen to customers, update pages, and verify every change on the live site.

If you want to help convert inventory into cash right now, the clearance collection is live: MossRiver Clearance.

The thesis (knowledge layer → AI stack Layer 4) is in Uncle Loong Issue 1. The sequel, where that layer now has to help save the founder's own pajama company, is I Built the Layer. Now It Has to Save My Pajama Company.

Where we came from

Before CORTEX, this team built mobfish.ai, an early fashion GPT, and mobfusion, a config-driven training framework on top of diffusers. Older fashion models and datasets stay here for reference only — the primary story now is Cortex.

Chat with us on Discord.

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