Swarm & Bee LLC operates as a Commercial Compute Intelligence Refinery (CCIR) — the organic dataset bakery for AI. We curate training data on 186 GPUs of owned sovereign compute, grade every pair on a 5-dimension rubric, and ship Tribunal-sealed deliverables with sha256 receipts and optional Hedera anchoring. CRE is the first vertical we serve (at cre.swarmandbee.ai); the bakery doctrine extends to medical, legal, agents, and healing.

What does 'AI is a bakery first' mean?

Signal is supply, curators are bakers, cooks are the oven, the Tribunal is the head baker who tastes before shipping, distribution is delivery. Fresh every day, with a shelf life. 500 fantastic Jelly Donuts crush 25,000 ingredients — volume of pairs is not the bottleneck, targeting is. The operating doctrine is at https://bakery.swarmandbee.ai or the apex https://swarmandbee.ai.

What are the bakery's SKUs?

Two SKUs: 'By the pound' wholesale corpora (graded, deduped, freshness-stamped — sold per 1,000 Honey Buns, for shops needing breadth) and 'The 500-Pack' signature blend (500-1,000 Jelly Donuts hand-built around one failure mode, Tribunal-sealed, 25-50x leverage of wholesale). Live menu at /menu.json. Order from the CLI: pip install git+https://github.com/SudoSuOps/swarmbee-bakery.

What is the CRE vertical?

cre.swarmandbee.ai is the CRE Capital Markets surface — Swarm & Bee LLC's Florida Licensed Real Estate Brokerage arm. AtlasOS coordinates Senior MD, Underwriter, Book Maker, Closing, and a 10-Hack specialist fleet to deliver brokerage workflow at machine scale. CRE is the first vertical the bakery serves; the cre.swarmandbee.ai surface holds the brokerage-specific content (licensing disclosure, founder credentials, deal proof points).

Why does sovereign compute matter?

Owned compute (186 GPUs / 14 TB VRAM / 80 kW) means no token rationing, no spot-instance preemption, and client data never touches a hyperscaler. Replicating this fleet costs $7-10M in capex plus 12-18 months of recruiting + DevOps. By the time a competitor would be operational, our deed flywheel has compounded for over a year. This is a multi-year structural moat — the bakery owns the oven.

defendable.eth is an open certification standard for audited AI assets. Every Swarm & Bee deliverable is signed under this address. Independent issuers can publish their own work under the same standard; the chain proves who signed what, when. See https://defendable.eth.limo for the spec.

"The next AI economy will not be won by people with the most prompts. It will be won by people with the most defendable assets."

Documentation — Swarm & Bee CLI, API, and Defendable receipts.

Reference for builders, MicroScaler operators, and integrators. Everything in one place, indexed for AI search.

Quickstart (the 60-second tour)

pip install swarmbee-bakery
swarmbee-bakery menu — see the catalog (medical + CRE + aviation)
swarmbee-bakery free dmack-royal-jelly --out ./taste.jsonl — taste-test 50 free cells
swarmbee-bakery order --sku by-the-pound --domain medical --name "..." --email "..." --notes "<corpus>" --settlement <stripe|swarmusdc|either> --confirm — submit a real order
Settlement instructions arrive by email; a defendable.eth deed-status record is created.

Authentication

Free tier (no key): menu, free packs, sample, cookbook listing, version. Paid tier (Bearer key in Authorization header): higher rate limits, priority routing, batch order intake, programmatic catalog scraping. Apply for a key at [email protected].

The deed receipt format

Every defendable.eth-stamped deliverable carries eight items: asset manifest, hash receipt (sha256), provenance trail, buyer/seller terms, usage rights, delivery receipt, settlement proof, and post-sale custody record. Receipts anchored to Hedera HCS (operator 0.0.10291827, topic 0.0.10291838) and mirrored to IPFS. See /defendable for the full standard.

Endpoints reference

See /api for the live endpoint table. CLI source on PyPI; integration help at [email protected].

Cookbooks and SKUs

Catalogs: /medical (11 medical corpora, 956,175 cells) · /cookbooks (6 curated recipes, 1,500–5,000 cells). The 240,423-cell CRE off-market sale (2026-05-19) is the first public deeded AI asset transaction on record.