id stringclasses 6
values | type stringclasses 2
values | claim stringclasses 6
values | tribunal_class stringclasses 2
values | source_file stringclasses 1
value |
|---|---|---|---|---|
SIGNAL-0373 | pricing | --- ## Landscape Context ### Vulnerability Statistics (2024-2025) - **Total CVEs published in 2025:** ~50,000 (22% increase over 2024's ~40,000) [^111^] - **Cumulative CVE total:** Surpassed 300 | HONEY | research/defendable_dim03_cyber_ai_risk.md |
SIGNAL-0374 | pricing | ~50,000 (22% increase over 2024's ~40,000) [^111^] - **Cumulative CVE total:** Surpassed 300,000 [^111^] - **CISA KEV catalog total:** 1,484 vulnerabilities [^113^] - **KEV additions in 2025:** 245 (20% growth, 30% above 2023-2024 trend) [^113^] - **KEV vulnerabilities linked to ra | HONEY | research/defendable_dim03_cyber_ai_risk.md |
SIGNAL-0375 | pricing | % increase over 2024's ~40,000) [^111^] - **Cumulative CVE total:** Surpassed 300,000 [^111^] - **CISA KEV catalog total:** 1,484 vulnerabilities [^113^] - **KEV additions in 2025:** 245 (20% growth, 30% above 2023-2024 trend) [^113^] - **KEV vulnerabilities linked to ransomware:** | HONEY | research/defendable_dim03_cyber_ai_risk.md |
SIGNAL-0381 | pricing | 670,000 [^140^] --- ## Offense Signals ### OS-001: Known Exploited Vulnerability (KEV) Growth Pattern **Signal Class:** Systemic vulnerability accumulation **Description:** CISA's KEV catalog grew 20% in 2025, adding 245 vulnerabilities — the largest annual addition since the cat | HONEY | research/defendable_dim03_cyber_ai_risk.md |
SIGNAL-0382 | pricing | **Key Indicators:** - 24 KEV additions in 2025 were explicitly linked to ransomware exploitation [^113^] - 94 older vulnerabilities (from 2024 and prior) were added — a 45% increase over the 2023-2024 average of 65 [^113^] - Oldest vulnerability added | HONEY | research/defendable_dim03_cyber_ai_risk.md |
SIGNAL-0369 | demand | se Fixers Summary | Fixer ID | Category | Effectiveness | |----------|----------|--------------| | DF-001 | Vulnerability Prioritization | 1,484 KEV entries tracked | | DF-002 | Secure by Design | 68 vendors pledged | | DF-003 | Patch Management | -$227K cost with DevSecOps | | DF-004 | Ransomware Defense | 64% refusa... | JELLY | research/defendable_dim03_cyber_ai_risk.md |
Vendor PSIRT Pain Receipt
"the patch" — Mr. Defendable
A free pain-receipt dataset from the DefendableOS ecosystem. 6 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
- 6 pain receipts themed
vendor-psirt-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
- Email · build@swarmandbee.ai
- X · @swarmandbee
- LinkedIn · Donovan Mackey (founder)
- GitHub · SudoSuOps
- Hugging Face · 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. 🐝
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