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
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.
"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:
- The Mr. Defendable voice corpus completes its current intake phase (founder memos · "From the desk of Mr. Defendable" · /from-the-desk pages)
- The Tribunal grading pass on the voice corpus achieves >= 0.85 HONEY ratio
- Anchor sha256 lands on DefendableLedger 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:
- Banned-phrase block · 24+ phrases rejected at commit time (
world-class,best-in-class, etc.) - Required-phrase coverage · 13 phrases anchor authenticity (
Mr. Defendable here,to the shed,probability of close,books and records, etc.) - Cadence pattern · 90% of multi-line outputs follow the ring-ring open + to-the-shed close arc
- Receipt density · 1+ specific number / named-party reference per 250-word block
- Sign-off discipline · every memo signs the operator (
Mr. Defendable·Donovan Mackey· or named alias)
Companion models
SwarmAtlas-27B— CRE brain (Mr. Defendable's left hand)SwarmCurator-9B— Tribunal grader (the head baker)SwarmJelly-4B— Royal Jelly tier router
Companion datasets
defendable-honey-signals-v0.1defendable-buyer-atlas-v0.1defendable-federal-demand-v0.2defendable-bakery-cookbooks-v0.1defendable-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
- X · @swarmandbee
- LinkedIn · Donovan Mackey
- GitHub · SudoSuOps
License
Apache-2.0 · attribution to Swarm and Bee LLC.
Ring ring · to the shed. 🐝
Model tree for SwarmandBee/MrDefendable-Voice
Base model
Qwen/Qwen2.5-32B
docker model run hf.co/SwarmandBee/MrDefendable-Voice