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SIGNAL-0356
demand
* Call outside business hours, register own MFA devices, delete suspicious activity emails [^124^] - **CURLY SPIDER:** Combines spam bombing with vishing to deploy backdoors [^124^] - **CHATTY SPIDER:** Callback phishing with ransom demands reaching $8 million [^124^] - **FAMOUS CHOLLIMA (DPRK):** Deployed AI-generated...
HONEY
research/defendable_dim03_cyber_ai_risk.md
SIGNAL-0405
pricing
^] - **LABYRINTH CHOLLIMA (DPRK):** Consistently compromised developer workstations via backdoored GitHub projects before pivoting to cloud environments [^124^] - **Cloud-conscious intrusions:** Rose 266% among state-nexus actors [^125^] **Salt Typhoon Capabilities:** [^133^] [^125^
HONEY
research/defendable_dim03_cyber_ai_risk.md

Training Data Poisoning Pain

"the spike" — Mr. Defendable

A free pain-receipt dataset from the DefendableOS ecosystem. 2 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

  • 2 pain receipts themed training-data-poisoning
  • 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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