"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."

Swarm & Bee · The Organic Dataset Bakery · Commercial Compute Intelligence Refinery

The refinery for the Defendable AI Asset economy. Sovereign-compute training-data production on 234 GPUs · ~18.6 TB VRAM owned on-prem. MicroScalers™ are the workforce. Defendable.eth is the deed office. Pre-curated medical training corpora for ML engineers building clinical-support models. Receipts where we have them, explicitly pending where we don't. No fake science. No proof, no honey.

Real receipts (the load-bearing claims)

  • Atlas-Qwen-27B · final loss 0.4186 — CRE-vertical adapter on the Gold Standard QLoRA config (LR 1e-5, LoRA r=64 α=32, cosine, eff batch 32, bf16).
  • SwarmCurator-9B · final loss 0.707 — auditor model cooked on same config.
  • 501 Jelly Donuts · Curator-Mistral-3B v2 directly repaired Atlas-Qwen-27B v1's fabrication-detection blind spot — the empirical anchor for “less is better when the cut is targeted.” This is the floor for spot-repair on one narrow failure mode.
  • Cookbooks scale that pattern · Standard 3,000 cells = move the needle on a domain. Master 5,000 cells = confident behavioral pivot. Below 3,000, route to the 500-Pack ($249) where the direct receipt lives.

Cookbooks (curated recipes that move the needle)

Pre-built multi-SKU bundles, deterministic per-cookbook (sha256-seeded), ship with the 60-probe dmack_eval_set_v1 + recipe YAML + loader.py. Pre/post the eval set; the delta is the receipt.

  • Glycemic Reasoning · 3,000 cells · $1,299 · standard 3000 · Insulin dosing / carb-ratio / correction-factor reasoning with refusal on insufficient inputs. No fa
  • Diabetic Foot Care · 3,000 cells · $1,299 · standard 3000 · IWGDF-aligned wound assessment, infection grading, offloading prescription, escalation timing. Patie
  • Patient Communication · 3,000 cells · $1,299 · standard 3000 · Medical-jargon-to-plain-language rewrite, consent explanation, triage script generation. Maintains c
  • Spine Imaging Reasoning · 3,000 cells · $1,299 · standard 3000 · Spine imaging interpretation (MRI sagittal/axial), differential diagnosis chains, clinical-vignette
  • Diabetes Companion · 5,000 cells · $2,199 · master 5000 · Full-stack diabetes assistant: clinical decision support + research grounding + patient communicatio
  • Multimodal Clinical Reasoning · 5,000 cells · $2,199 · master 5000 · Broad medical reasoning spanning imaging + literature + guidelines. For shops building general clini

Medical SKU catalog (in stock)

Every cell count is from wc -l on the source file — never estimated, never rounded. Two-stream architecture preserved: sourced authority (ADA, IWGDF, NIDDK, NHS, PMC) vs. founder lived-experience register, never confused.

  • Dmack's Royal Jelly · 77,797 cells · medical/diabetes · tier APEX
  • Endo Eclair · 5,948 cells · medical/endocrinology · tier APEX
  • Cinnamon Spiral · 5,752 cells · medical/cgm · tier APEX
  • Madeleine · 11,169 cells · medical/literature · tier HONEY
  • Scholar Croissant · 51,822 cells · medical/scholarly · tier HONEY
  • Global Crumpet · 5,632 cells · medical/guidelines · tier HONEY
  • Federal Glaze · 4,328 cells · medical/guidelines · tier HONEY
  • Founder's Pretzel · 1,592 cells · medical/patterns · tier APEX
  • Atlas Sourdough · 810,097 cells · finance/cre · tier HONEY

How to buy · CLI-only doctrine

Datasets are sold only through the swarmbee-bakery CLI (pip install). No browser auto-checkout. A human reads every order within one business day.

  1. pipx install swarmbee-bakery (or pip in a venv)
  2. swarmbee-bakery cookbook — browse the 6 curated recipes
  3. swarmbee-bakery free --all --out-dir ./samples — pull 10 free medical sample packs (500 cells, no signup)
  4. swarmbee-bakery order --sku cookbook --cookbook <slug> --settlement swarmusdc --confirm

Settlement rails: Stripe invoice (email link, no card-on-file) or USDC to swarmusdc.eth (resolves to 0xBDe2153C5799f4012a9fAF327e3421D1caB4Ea23) on Ethereum L1 ERC-20 mainnet only — no L2, no Base, we are root.

Founder · Compassionate Intelligence

Donovan Mackey — Founder, Family Office. 30 years CRE, $8B in closed transactions. Type 1 diabetic, Addison's disease, insulin-dependent, 14 foot-complication surgeries. Lived experience anchors the medical vertical's register — used for human resonance, never as medical authority. Sourced medical claims carry the citation chain.

Datasets and cooked models are training and decision-support tools for ML engineers. Not medical advice. Not a substitute for a licensed clinician.