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SwarmandBee/defendable-pain-federal-ai-procurement-v0.1

Federal AI Procurement Pain "the trust ask" — Mr. Defendable A free pain-receipt dataset from the DefendableOS ecosystem. 3 rows · ready to read · all cited or graded · CC-BY-4.0. Part of the 100-pack — 100 free pain-receipt datasets dropped from the Defendable Bakery to the open AI-trust community. Different theme per dataset. Same operator voice across all of them. Tribunal begins before training. No proof, no honey. To the shed. What's in here 3 pain… See the full description on the dataset page: https://huggingface.co/datasets/SwarmandBee/defendable-pain-federal-ai-procurement-v0.1.

sourceHugging Facecc-by-4.0updated 4mo agoView on Hugging Face
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Federal AI Procurement Pain

"the trust ask" — Mr. Defendable

A free pain-receipt dataset from the DefendableOS ecosystem. 3 rows · ready to read · all cited or graded · CC-BY-4.0.

Part of the 100-pack — 100 free pain-receipt datasets dropped from the Defendable Bakery to the open AI-trust community. Different theme per dataset. Same operator voice across all of them.

Tribunal begins before training. No proof, no honey. To the shed.

What's in here

  • —3 pain receipts themed federal-ai-procurement
  • —Sourced from the Defendable Federal Demand Intelligence corpus + the Kimi deep-research intake
  • —Each row is either HONEY/JELLY/PROPOLIS Tribunal-graded or carries an explicit verification path

Use it for

  • —AI-trust grading training data (supervised)
  • —Pain-mode retrieval — index by theme, query by failure mode
  • —SwarmFixer-style repair loops — feed PROPOLIS rows into your fixer to study what breaks
  • —Operator voice training — the cracked summaries carry the Mr. Defendable cadence

Doctrine reminder

PROPOLIS rows are the deceiving shine — fabrication looks shippable from the outside. JELLY rows are real signal that needs corroboration. HONEY rows survived the gate. None of this is investment advice, legal advice, or medical advice — these are operator-grade pain receipts published as-is for AI training.

The 100-pack

Browse the rest at huggingface.co/SwarmandBee. All 100 are free. All 100 carry the Defendable doctrine. Take what you need.

Operator + Contact

Swarm and Bee LLC · Florida · D-U-N-S 138652395 · DBA Swarm & Bee AI · a surface of DefendableOS

License

CC-BY-4.0 · attribution to Swarm and Bee LLC. Free to use, share, train on. Cite us when you ship.

Ring ring · to the shed. 🐝