---
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](https://defendableos.com).

> `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](https://defendableledger.com) — 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:

- [`defendable-buyer-atlas-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-buyer-atlas-v0.1)
- [`defendable-federal-demand-v0.2`](https://huggingface.co/datasets/SwarmandBee/defendable-federal-demand-v0.2)
- [`defendable-honey-signals-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-honey-signals-v0.1)

## Companion models

- [`SwarmCurator-9B`](https://huggingface.co/SwarmandBee/SwarmCurator-9B) · the Tribunal grader
- [`SwarmJelly-4B`](https://huggingface.co/SwarmandBee/SwarmJelly-4B) · the Royal-Jelly tier router

## 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

- 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 · 30 years CRE · $8B closed)
- GitHub · [SudoSuOps](https://github.com/SudoSuOps)

## License

Apache-2.0 · attribution to Swarm and Bee LLC.

---

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