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SIGNAL-0472
demand
- **AI chip shortages are fueling a booming secondary market** expected to grow from $40.2B (2024) to $140B+ over the next decade, creating massive counterfeit opportunity [^193^].
HONEY
research/defendable_dim05_asset_compute.md
SIGNAL-0497
demand
- **The secondary/refurbished server market is booming**: expected to grow from $40.2B (2024) to $140B+ over the next decade, creating enormous opportunity for counterfeiters [^193^]
HONEY
research/defendable_dim05_asset_compute.md
SIGNAL-0471
demand
- **AI chip shortages are fueling a booming secondary market** expected to grow from $40.2B (2024) to $140B+ over the next decade, creating massive counterfeit opportunity
PROPOLIS
research/defendable_dim05_asset_compute.md
SIGNAL-0496
demand
- **The secondary/refurbished server market is booming**: expected to grow from $40.2B (2024) to $140B+ over the next decade, creating enormous opportunity for counte
PROPOLIS
research/defendable_dim05_asset_compute.md

VRAM Pain Receipt · OOM

"the OOM" — Mr. Defendable

A free pain-receipt dataset from the DefendableOS ecosystem. 4 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

  • 4 pain receipts themed vram-pain
  • 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. 🐝

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