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defendable-pain-8a-sole-source-pain-v0.1

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defendable-os
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mr-defendable
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SIGNAL-0677
demand
M in set-asides for small businesses** over four years: [^507^](https://federalytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** ...
HONEY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0678
demand
for small businesses** over four years: [^507^](https://federalytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | ...
HONEY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0679
demand
ars: [^507^](https://federalytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2...
HONEY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0633
demand
AI-specific small business set-asides totaled $259M over four years, with 8(a) sole source delivering the largest average deal size
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0634
demand
AI-specific small business set-asides totaled $259M over four years, with 8(a) sole source delivering the largest average deal size ($3.2M).
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0666
demand
Set-Aside Analysis ### 4.1 Federal Set-Aside Spending Summary (FY2024) | Set-Aside Type | FY2024 Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a)
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0667
demand
eral Set-Aside Spending Summary (FY2024) | Set-Aside Type | FY2024 Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$1...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0668
demand
mmary (FY2024) | Set-Aside Type | FY2024 Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing |...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0669
demand
Obligations | Share of Total | Growth from FY2023 | |---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (m...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0670
demand
|---|---|---|---| | Total Small Business Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** ...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0671
demand
usiness Contracts | **$183.5B** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | ...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0672
demand
** | 23.7% of total | +$5B | | Small Business Set-Aside (total) | **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** ...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0673
demand
| **$69.6B** | Record high | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** | Below 3% goal | +$100M | | Small Disadvantaged Business (SDB) ...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0674
demand
h | +$3B | | 8(a) (sole source + competed) | **$15.4B** | -- | Increasing | | SDVOSB Set-Aside | **$8.5B** | 5.14% (met 5% goal) | +$900M | | WOSB Set-Aside | **$1.1B** | Below 5% goal | Increasing | | HUBZone Set-Aside | **<$1B** | Below 3% goal | +$100M | | Small Disadvantaged Business (SDB) | **$78.3B** | 12.3% | In...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0680
demand
deralytics.substack.com/p/federal-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0681
demand
al-ai-contract-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8(a) sole source AI contracts av...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0682
demand
-intelligence) | Set-Aside Type | 4-Year Total | # of Awards | Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8(a) sole source AI contracts average $3.2M** ...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0683
demand
| Average Deal Size | |---|---|---|---| | Small Business Set-Aside | $117.4M | 144 | $815K | | **8(a) Sole Source** | **$116.2M** | **36** | **$3.2M** | | SDVOSB Set-Aside | $25.3M | 12 | $2.1M | Key insight: **8(a) sole source AI contracts average $3.2M** -- the highest per-contract value with NO competition.
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0691
demand
Comparison Matrix | Program | Ownership Requirement | Size Standard | Term/Period | Sole Source Eligible | Set-Aside Eligible | |---|---|---|---|---|---| | **8(a)** | 51% socially & economically disadvantaged | Per NAICS | 9 years max | Yes (up to $4.5M services) | Yes | | **SDVOSB** | 51% service-disabled veteran | P...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0692
demand
ible | |---|---|---|---|---|---| | **8(a)** | 51% socially & economically disadvantaged | Per NAICS | 9 years max | Yes (up to $4.5M services) | Yes | | **SDVOSB** | 51% service-disabled veteran | Per NAICS | Indefinite (must recertify) | Yes (up to $4.5M) | Yes | | **WOSB** | 51% woman-owned | Per NAICS | Indefinite (...
JELLY
federal/pod10_11_smallbusiness_naics_results.md
SIGNAL-0695
demand
ng-assistance-programs/women-owned-small-business-federal-contract-program) - Personal net worth less than **$850,000** (retirement account funds excluded) - Adjusted gross income of **$400,000 or less** averaged over 3 years - Personal assets of **$6.5 million or less** - Aligned with 8(a) economic disadvantage stand...
JELLY
federal/pod10_11_smallbusiness_naics_results.md

8(a) Sole Source Pain Receipt

"the locked-out" — Mr. Defendable

A free pain-receipt dataset from the DefendableOS ecosystem. 21 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

  • 21 pain receipts themed 8a-sole-source-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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