v0.1 · cracked pain receipt · part of the SwarmandBee 100-pack

README.md

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+---
+license: cc-by-4.0
+language:
+- en
+size_categories:
+- n<1K
+task_categories:
+- text-classification
+pretty_name: FTC Fraud Loss Pain · the $12.5B Receipt
+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
+---
+
+# FTC Fraud Loss Pain · the $12.5B Receipt
+
+> *"the loss receipt"* — Mr. Defendable
+
+**A free pain-receipt dataset** from the DefendableOS ecosystem. 22 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
+
+- **22 pain receipts** themed `ftc-fraud-loss`
+- 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.` 🐝

data/train.jsonl

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+{"id": "SIGNAL-0039", "type": "demand", "claim": "$2.95 billion lost to imposter scams in 2024 [^3^]   - Job scam losses grew from $90 million (2020) to $501 million (2024) [^3^]   - 70% of victims contacted via social media reported losing money ($1.9 billion total) [^3^]   - Bank transfers led to $2 billion in losses; cryptocurrency $1.4 billion [^3^] - **Source:** FTC Consumer Sentine", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0040", "type": "demand", "claim": "in 2024 [^3^]   - Job scam losses grew from $90 million (2020) to $501 million (2024) [^3^]   - 70% of victims contacted via social media reported losing money ($1.9 billion total) [^3^]   - Bank transfers led to $2 billion in losses; cryptocurrency $1.4 billion [^3^] - **Source:** FTC Consumer Sentinel Network Data Book 2024 [^3^]  #### 10", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0041", "type": "demand", "claim": "] - **Source:** FTC Data Book [^3^]; Javelin Identity Fraud Study [^24^]  ---  ### Pain Receipt Types  | # | Pain Receipt Type | Evidence | Source | |---|-------------------|----------|--------| | 1 | **Monetary Loss \u2014 Direct Fees** | Consumers paid $141M+ in surprise overdraft fees (Regions); $80M+ (Navy Federal); $2B in lost intere", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0044", "type": "demand", "claim": "-----|--------| | 1 | **Monetary Loss \u2014 Direct Fees** | Consumers paid $141M+ in surprise overdraft fees (Regions); $80M+ (Navy Federal); $2B in lost interest (Capital One) | CFPB Consent Orders [^12^][^13^] | | 2 | **Monetary Loss \u2014 Fraud/Theft** | $12.5B in total fraud losses in 2024; $5.7B investment scams; $2.95B imposter scams |", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0045", "type": "demand", "claim": "\u2014 Direct Fees** | Consumers paid $141M+ in surprise overdraft fees (Regions); $80M+ (Navy Federal); $2B in lost interest (Capital One) | CFPB Consent Orders [^12^][^13^] | | 2 | **Monetary Loss \u2014 Fraud/Theft** | $12.5B in total fraud losses in 2024; $5.7B investment scams; $2.95B imposter scams | FTC Data Book [^3^] | | 3 | **Credit", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0046", "type": "demand", "claim": "ers paid $141M+ in surprise overdraft fees (Regions); $80M+ (Navy Federal); $2B in lost interest (Capital One) | CFPB Consent Orders [^12^][^13^] | | 2 | **Monetary Loss \u2014 Fraud/Theft** | $12.5B in total fraud losses in 2024; $5.7B investment scams; $2.95B imposter scams | FTC Data Book [^3^] | | 3 | **Credit Score Damage** | Consumer", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0073", "type": "demand", "claim": "- **Who experienced pain:** Zelle users at major banks who suffered fraud losses - **Evidence:** CFPB lawsuit filed December 2024 seeking $870M+ in losses; case permanently dismissed March 4, 2025 [^20^] - **Source type:**", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0076", "type": "demand", "claim": "- **Who experienced pain:** Consumers falsely threatened with legal action for non-existent debts - **Evidence:** $9.6 million judgment; owner banned from debt collection; FTC final order May 2025 [^10^] -", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0083", "type": "demand", "claim": "- **Who experienced pain:** 449,032 reported victims; young adults aged 30-39 most targeted - **Evidence:** FTC Consumer Sentinel Network Data Book [^3^]; Javelin study found $43 billion stolen in 2023 [^24^] - **Source type:** Primary \u2014 FTC report - **What can be c", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0084", "type": "demand", "claim": "- **Who experienced pain:** Older Americans; 43% of losses of $10,000+ reported by older adults - **Evidence:** FTC Protecting Older Consumers Report 2024-2025; FBI IC3 froze $469 million of $651.5 million in reported losses via Financial Fraud Kill Chain [^26^] - **", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0085", "type": "demand", "claim": "- **Who experienced pain:** Older Americans; 43% of losses of $10,000+ reported by older adults - **Evidence:** FTC Protecting Older Consumers Report 2024-2025; FBI IC3 froze $469 million of $651.5 million in reported losses via Financial Fraud Kill Chain [^26^] - **Source type:** Pri", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0086", "type": "demand", "claim": "ncial Fraud Kill Chain [^26^] - **Source type:** Primary \u2014 FTC report; FBI IC3 data - **What can be concluded:** Older adults suffer disproportionately large losses despite lower fraud reporting rates - **What cannot be concluded:** True cost likely $10.1B-$81.5B due to massive underreporting - **Status:** Ongoing pattern (reported) -", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0087", "type": "demand", "claim": "raud Kill Chain [^26^] - **Source type:** Primary \u2014 FTC report; FBI IC3 data - **What can be concluded:** Older adults suffer disproportionately large losses despite lower fraud reporting rates - **What cannot be concluded:** True cost likely $10.1B-$81.5B due to massive underreporting - **Status:** Ongoing pattern (reported) - **Defe", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0095", "type": "demand", "claim": "Source: https://www.ftc.gov/reports/consumer-sentinel-network-data-book-2024  [^4^]: CFPB \"Enforcement by the Numbers.\" \"As of January 30, 2025, CFPB enforcement actions have resulted in $19.7 billion in consumer relief.\" Source: https://www.consumerfinance.gov/enforcement/enforc", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0106", "type": "pricing", "claim": "ebt-relief, collected advance fees; $45 million settlement [^10^]   - CFPB received 387,400 debt collection complaints in 2025 [^15^]   - Debt collection complaints about unrecognized debts increased 240% in 2025 [^15^] - **Source:** FTC enforcement actions [^10^]; CFPB Consumer Resp", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0114", "type": "pricing", "claim": "ctures; Regions employees couldn't explain overdraft fees; \"complex and counter-intuitive practices\" | CFPB Regions Consent Order [^12^] | | 9 | **Identity Compromise** | 1.1M identity theft reports; 70% of victims experienced digital account takeover | FTC [^3^]; Javelin [^24^] | |", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0115", "type": "pricing", "claim": "FTC enforcement actions | Consumer harmed by company subject to FTC settlement | FTC refund programs [^26^] | | 7 | **NSF Fee Elimination** | Surprise overdraft/NSF fees | Consumer charged NSF fees; 99% of large banks eliminated NSF fees after CFPB pressure | CFPB analysis [^27^] |", "tribunal_class": "HONEY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0001", "type": "demand", "claim": "- **Consumers reported losing over $12.5 billion to fraud in 2024**, a 25% increase from 2023, according to the FTC's Consumer S", "tribunal_class": "JELLY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0018", "type": "demand", "claim": "ial Report | DNC complaints, robocall data, state-by-state registration | 1 | 6 | Telemarketing-related financial harm | | 20 | **FTC Protecting Older Adults Report 2024-2025** | FTC | Official Report | Fraud targeting older adults, aggregate losses $10.1B-$81.5B estimated | 1 | 8 | Detailed elder financial exploitation data |  ---  #", "tribunal_class": "JELLY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0019", "type": "demand", "claim": "ort | DNC complaints, robocall data, state-by-state registration | 1 | 6 | Telemarketing-related financial harm | | 20 | **FTC Protecting Older Adults Report 2024-2025** | FTC | Official Report | Fraud targeting older adults, aggregate losses $10.1B-$81.5B estimated | 1 | 8 | Detailed elder financial exploitation data |  ---  ### Offe", "tribunal_class": "JELLY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0078", "type": "demand", "claim": "FTC Investment Scam Losses ($5.7 Billion) - **What happened:** Consumers lost $5.7 billion to investment-related scams i", "tribunal_class": "JELLY", "source_file": "research/defendable_dim01_consumer_financial.md"}
+{"id": "SIGNAL-0079", "type": "demand", "claim": "FTC Investment Scam Losses ($5.7 Billion) - **What happened:** Consumers lost $5.7 billion to investment-related scams in 2024, up 24% from 2023.", "tribunal_class": "JELLY", "source_file": "research/defendable_dim01_consumer_financial.md"}