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SwarmAtlas-27B

Text Generation
Transformers
English
cre
commercial-real-estate
finance
swarm-and-bee
defendable-os
gemma
27b
domain-tuned
atlas
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SwarmAtlas-27B / README.md
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metadata 
license: apache-2.0
language:
  - en
base_model: google/gemma-2-27b
pipeline_tag: text-generation
library_name: transformers
tags:
  - cre
  - commercial-real-estate
  - finance
  - swarm-and-bee
  - defendable-os
  - gemma
  - 27b
  - domain-tuned
  - atlas

SwarmAtlas-27B

The 1,000-property institutional commercial real estate brain. Gemma 27B base, QLoRA-tuned on a sourdough-cooked Atlas corpus of 810,097 cells covering cap rates, NOI, NNN leases, 1031 exchanges, mechanic's liens, comparable sales, and the operator vocabulary that runs a national CRE platform.

Built and owned by Swarm and Bee LLC — the firm behind DefendableOS.

No round-number lies. Less is better when the cut is targeted.

What this model is for

  • CRE underwriting reasoning — cap rate / NOI / DSCR / debt yield with refusal on insufficient inputs
  • Mechanic's lien + construction defect triage and clinical-grade pattern recognition
  • 1031 exchange sourcing and replacement-property matching
  • Operator-grade copy — board memos, pre-pitch flight sheets, listing packages with Validate the Validator discipline

What this model is NOT for

  • Medical advice (we have a separate medical vertical for that — see swarmandbee.ai)
  • Federal contracting legal opinions (we route those to swarmlegal.eth ecosystem)
  • General-purpose chat (use a base model for that)

Provenance

  • Base model: google/gemma-2-27b
  • Cook recipe: Swarm & Bee Gold Standard QLoRA — lr 1e-5 · bf16 · LoRA r=64 α=32 · cosine · effective batch 32 · AutoTokenizer bypass on Gemma family
  • Training corpus: Atlas Sourdough · 810,097 cells · HONEY tier (87.4%) — Swarm & Bee Bakery menu sb-cre-verified
  • Training infrastructure: Swarm and Bee LLC sovereign fleet — 186 GPUs owned outright, 126 RTX PRO 6000 Blackwell + 48 RTX 4500 + 12 RTX 5090, ~14 TB aggregate VRAM
  • Training receipt: issued under DefendableLedger — sovereign in-house anchor, hash-verifiable

Tribunal grade

🍯 HONEY — production-ready on CRE underwriting and operator-voice tasks. Tribunal-tasted across the 5-dimension rubric:

  • Capability 25 · Truth 20 · Safety 20 · Numeric 15 · Efficiency 10 · Reproducibility 10

Sample probes

(Reference set is the public Bakery menu probes. Full eval set: dmack_eval_set_v1 · 60 probes per cookbook.)

  • "Walk me through the cap rate, DSCR, and debt yield reasoning for a 100,000 sqft Class A industrial property at $150/sqft NOI, $14M debt at 6.5%, 25-year amortization."
  • "What are the highest-probability re-solicitation lanes for a small-business SAM.gov set-aside that expired in Q1 2026 in the AI/cyber lane?"
  • "Draft a 4-line listing-package opening for a Florida palm grove neighborhood retail asset with 5-cap discipline."

Companion bakery datasets

The same cooks that built this model also publish their training corpora as Defendable datasets:

Companion models

Defendable doctrine

  • Tribunal begins before training.
  • No proof, no honey.
  • Bring the math. Digest before you react. Outgrind the position.
  • Class A 5-cap discipline. PASS doctrine. White-glove.
  • Validate the Validator. Prove the Location.

Operator + Contact

Swarm and Bee LLC · Florida · D-U-N-S 138652395 · DBA Swarm & Bee AI

License

Apache-2.0 · attribution to Swarm and Bee LLC.

Trust layers compound. Hype cycles rotate. To the shed. 🐝