---
license: cc-by-4.0
language:
- en
size_categories:
- n<1K
task_categories:
- text-classification
pretty_name: Imposter Scam Pain · $2.95B Lost
tags:
- pain-receipt
- defendable-os
- swarm-and-bee
- mr-defendable
- consumer_financial
- tribunal-graded
- free
- cracked
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train.jsonl
---

# Imposter Scam Pain · $2.95B Lost

> *"the fake call"* — Mr. Defendable

**A free pain-receipt dataset** from the DefendableOS ecosystem. 12 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](https://huggingface.co/SwarmandBee) 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

- **12 pain receipts** themed `imposter-scam-receipts`
- 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](https://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](https://defendableos.com)

- Email · [build@swarmandbee.ai](mailto:build@swarmandbee.ai)
- X · [@swarmandbee](https://x.com/swarmandbee)
- LinkedIn · [Donovan Mackey](https://www.linkedin.com/in/donovan-mackey-89a6063b6/) (founder)
- GitHub · [SudoSuOps](https://github.com/SudoSuOps)
- Hugging Face · [SwarmandBee](https://huggingface.co/SwarmandBee)

## 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.` 🐝