swarmbee-bakery

CLI for the Swarm & Bee dataset bakery. Order curated AI training corpora from the terminal.

AI is a bakery first. Signal is supply. Curators are bakers. Distribution is delivery. Fresh every day, with a shelf life. 500 fantastic muffins crush 25,000 ingredients. Less is better.

Compassionate intelligence — organic datasets with real-world purpose. Medical / autoimmune is the lead vertical. The diabetes corpus is the seed.

What you can do

swarmbee-bakery menu                     # browse the inventory
swarmbee-bakery menu --domain finance    # filter by domain
swarmbee-bakery sample finance --summary # taste the finance pack
swarmbee-bakery order --sku 500-pack \
  --domain finance \
  --failure-mode "math verification at honey confidence" \
  --name "Your Name" --email "you@you.dev"
# ⤷ prints the order payload + sha256 receipt, DRY RUN by default
swarmbee-bakery order ... --confirm      # add --confirm to actually submit

Every order is dry-run by default. A human reads every submission. The CLI never auto-spends, never auto-submits without --confirm.

Install

pip install swarmbee-bakery

Requires Python 3.10+. One runtime dep (requests).

Subcommands

The two SKUs

By the pound · wholesale corpora

For shops with a base model and a need for breadth. Bulk training corpora, graded, deduped, freshness-stamped. Sold per 1,000 pairs.

swarmbee-bakery order --sku by-the-pound \
  --domain finance \
  --budget "100k pairs" \
  --name "Jane" --email "jane@acme.com"

Lead vertical: medical / autoimmune. In stock: sb-diabetes-24k (24,000 pairs · diabetes lane · two-stream sourced + lived-experience-anchored · pre-Tribunal release), sb-medical-verified (418,783 medical pairs · grading in progress), sb-cre-verified (810,097 finance/CRE pairs · Atlas-class proof-of-process). Aviation raw available on request post-audit. Autoimmune expansion, legal, agents in development.

The 500-Pack · signature blend

500-1,000 pairs hand-built around one failure mode. Each pair carries failure_source + repair_goal metadata. Tribunal-sealed before delivery. 25-50× the leverage of equivalent wholesale.

swarmbee-bakery order --sku 500-pack \
  --domain finance \
  --failure-mode "math verification at honey confidence — refusal pattern on insufficient inputs" \
  --name "Jane" --email "jane@acme.com" \
  --notes "Atlas v2 repair, want the Tribunal seal"

Starter kits available: fabrication_detection_500, math_verification_500, recommendation_alignment_500, patient_comm_500, contract_risk_flag_500. Custom failure-mode scoping on intake.

Sample packs — taste before you buy

Every domain has a free sample pack with the same provenance shape as a full delivery. Each pack includes at least one PROPOLIS-graded contrast pair so you see the rejection bar, not just the acceptance bar.

swarmbee-bakery sample finance --summary
# ─── FINANCE SAMPLE PACK (7 pairs) ───────
#   · cre-001                 [HONEY   ] avg_rubric=8.6
#     Calculate the going-in cap rate.
#   · cre-002                 [HONEY   ] avg_rubric=9.4
#     Compute DSCR for this debt structure.
#   · cre-003                 [HONEY   ] avg_rubric=9.8
#     Estimate IRR for this acquisition.
#       note: Refusal pattern. The right answer to insufficient inputs...
#   ...
#   · cre-PROPOLIS-001        [PROPOLIS] avg_rubric=0.2
#       note: INCLUDED FOR TRANSPARENCY — THIS IS WHAT WE FILTER OUT.

Provenance

Every pair carries:

• tier_grade — APEX | HONEY | JELLY | POLLEN | PROPOLIS
• 5-dim rubric scores (1–10 each)
• graded_at datestamp
• source_type
• tribunal_sealed flag

Every batch carries:

• manifest.json with per-pair sha256
• Tribunal-seal signature (if sealed)
• Optional Hedera anchor (HCS topic 0.0.10291838)
• Issuer signature from swarmandbee.eth

Outputs trained on these corpora may carry the defendable.eth certification mark.

Boundaries (hard rules)

The CLI will never:

• Submit an order without explicit --confirm
• Spend money or charge a card
• Create an account on your behalf
• Send messages on any platform
• Bypass any login or anti-bot mechanism

A human at Swarm & Bee reads every submission and responds within one business day. There is no auto-submit, no spam, no upsell flow.

Environment

BAKERY_BASE_URL=https://bakery.swarmandbee.ai   # default; override for testing

Develop

git clone https://github.com/SudoSuOps/swarmbee-bakery
cd swarmbee-bakery
pip install -e ".[test]"
pytest -v
# Optional live tests against production:
SWARMBEE_LIVE=1 pytest -v

License

MIT.

Links

• bakery.swarmandbee.ai — the bakery
• bounty.swarmandbee.ai — broader work intake
• identity.swarmandbee.ai — sovereign IDs
• defendable.eth.limo — certification standard
• build@swarmandbee.ai — humans, fast