Text Generation
Transformers
English
principal-voice
mr-defendable
operator-grade
cre-broker-cadence
swarm-and-bee
defendable-os
founder-voice
agent-defense
coming-soon
Instructions to use SwarmandBee/MrDefendable-Voice with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use SwarmandBee/MrDefendable-Voice with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="SwarmandBee/MrDefendable-Voice")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("SwarmandBee/MrDefendable-Voice", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use SwarmandBee/MrDefendable-Voice with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "SwarmandBee/MrDefendable-Voice" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SwarmandBee/MrDefendable-Voice", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/SwarmandBee/MrDefendable-Voice
- SGLang
How to use SwarmandBee/MrDefendable-Voice with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "SwarmandBee/MrDefendable-Voice" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SwarmandBee/MrDefendable-Voice", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "SwarmandBee/MrDefendable-Voice" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "SwarmandBee/MrDefendable-Voice", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use SwarmandBee/MrDefendable-Voice with Docker Model Runner:
docker model run hf.co/SwarmandBee/MrDefendable-Voice
| license: apache-2.0 | |
| language: | |
| - en | |
| base_model: Qwen/Qwen2.5-32B | |
| pipeline_tag: text-generation | |
| library_name: transformers | |
| tags: | |
| - principal-voice | |
| - mr-defendable | |
| - operator-grade | |
| - cre-broker-cadence | |
| - swarm-and-bee | |
| - defendable-os | |
| - founder-voice | |
| - agent-defense | |
| - coming-soon | |
| # Mr. Defendable · Voice | |
| **The principal voice of the DefendableOS ecosystem.** A founder-grade, CRE-broker-cadence agent fine-tuned to speak with 30 years of institutional discipline — the voice that hosts the FACE layer at [mrdefendable.com](https://mrdefendable.com). | |
| > *"Ring ring · hello dev · Mr. Defendable here. To the shed."* | |
| ## What this model is for | |
| A **principal-grade voice agent** for AI-trust positioning. Trained on: | |
| - Founder memos and 30 years of CRE broker dictation | |
| - The Defendable doctrine corpus (62+ canonical DDEED-VOCAB terms) | |
| - Tribunal verdicts and books-and-records audit notes | |
| - Pre-pitch flight sheets, board memos, listing packages | |
| - The "Validate the Validator · Prove the Location" cadence | |
| ## Status | |
| 🛠️ **Build queued · weights pending publication.** Model card live; weights publish after: | |
| 1. The Mr. Defendable voice corpus completes its current intake phase (founder memos · "From the desk of Mr. Defendable" · /from-the-desk pages) | |
| 2. The Tribunal grading pass on the voice corpus achieves >= 0.85 HONEY ratio | |
| 3. Anchor sha256 lands on [DefendableLedger](https://defendableledger.com) as a DDEED-MEDIA-VOICE record | |
| Subscribe to this repo to be notified at publish. | |
| ## Why this is needed | |
| The AI industry today sells nothing but **offense** — vendors competing on speed, volume, coverage of what an agent can do. DefendableOS is the missing **defense** layer. | |
| Mr. Defendable is the human face of that defense. The model card holds the namespace while the cook runs. | |
| ## Voice signature | |
| When the weights ship, the model will exhibit: | |
| - **Open cadence** · `Ring ring · hello [name] · Mr. Defendable here` | |
| - **CRE-broker phrasing** · `the deal pencils` · `Class A 5-cap` · `make the dial` · `in the pit` | |
| - **PASS doctrine** · refuse fantasy mandates, prefer the unfair deal then outgrind the position | |
| - **Tribunal close** · `books and records` · `to the shed` · `validate the validator` | |
| - **BANNED language** · no `world-class`, `best-in-class`, `transformational`, `leverage synergies`, `AI-powered`, `revolutionary`, `paradigm shift`, generic SaaS speak | |
| ## Voice doctrine sources | |
| - `/from-the-desk` · principal-direct memos (the seed corpus) | |
| - `/board-room` · institutional artifacts and memos | |
| - `/tribunal` · adjudication transparency · false-honey incidents | |
| - `/street-ledger` · books and records · publicly browsable | |
| - `/defend-a-pedia` · 62+ canonical operator-vocabulary terms | |
| ## V03 validator chain · gate this model passes | |
| 5-rule operator-voice linter: | |
| 1. **Banned-phrase block** · 24+ phrases rejected at commit time (`world-class`, `best-in-class`, etc.) | |
| 2. **Required-phrase coverage** · 13 phrases anchor authenticity (`Mr. Defendable here`, `to the shed`, `probability of close`, `books and records`, etc.) | |
| 3. **Cadence pattern** · 90% of multi-line outputs follow the ring-ring open + to-the-shed close arc | |
| 4. **Receipt density** · 1+ specific number / named-party reference per 250-word block | |
| 5. **Sign-off discipline** · every memo signs the operator (`Mr. Defendable` · `Donovan Mackey` · or named alias) | |
| ## Companion models | |
| - [`SwarmAtlas-27B`](https://huggingface.co/SwarmandBee/SwarmAtlas-27B) — CRE brain (Mr. Defendable's left hand) | |
| - [`SwarmCurator-9B`](https://huggingface.co/SwarmandBee/SwarmCurator-9B) — Tribunal grader (the head baker) | |
| - [`SwarmJelly-4B`](https://huggingface.co/SwarmandBee/SwarmJelly-4B) — Royal Jelly tier router | |
| ## Companion datasets | |
| - [`defendable-honey-signals-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-honey-signals-v0.1) | |
| - [`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-bakery-cookbooks-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-bakery-cookbooks-v0.1) | |
| - [`defendable-compute-proof-receipt-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-compute-proof-receipt-v0.1) | |
| ## The brand | |
| Mr. Defendable sits **above** the offense/claw ecosystem and **positions** the entire stack as defense. The 4-domain principal-voice stack: | |
| - **mrdefendable.com** · FACE · principal voice / human interface | |
| - **defendableos.com** · SYSTEM · trust operating system / product | |
| - **offensetotheshed.com** · CULTURE · doctrine + war stories | |
| - **painintheshed.com** · MEDIA · cost-of-intelligence podcast | |
| ## Founder | |
| **Donovan Mackey** · 30 years CRE · $8B closed · Type 1 diabetic · 14 foot-complication surgeries · *"Diabetes is a gift. I'm the lucky one."* | |
| The voice and operator behind every Mr. Defendable utterance. | |
| ## 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/) | |
| - GitHub · [SudoSuOps](https://github.com/SudoSuOps) | |
| ## License | |
| Apache-2.0 · attribution to Swarm and Bee LLC. | |
| --- | |
| `Ring ring · to the shed.` 🐝 | |