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
model card stub · principal voice agent · weights pending publication
Browse files
README.md
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---
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license: apache-2.0
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language:
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- en
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base_model: Qwen/Qwen2.5-32B
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pipeline_tag: text-generation
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library_name: transformers
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tags:
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- principal-voice
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- mr-defendable
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- operator-grade
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- cre-broker-cadence
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- swarm-and-bee
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- defendable-os
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- founder-voice
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- agent-defense
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- coming-soon
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---
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# Mr. Defendable · Voice
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**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).
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> *"Ring ring · hello dev · Mr. Defendable here. To the shed."*
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## What this model is for
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A **principal-grade voice agent** for AI-trust positioning. Trained on:
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- Founder memos and 30 years of CRE broker dictation
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- The Defendable doctrine corpus (62+ canonical DDEED-VOCAB terms)
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- Tribunal verdicts and books-and-records audit notes
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- Pre-pitch flight sheets, board memos, listing packages
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- The "Validate the Validator · Prove the Location" cadence
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## Status
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🛠️ **Build queued · weights pending publication.** Model card live; weights publish after:
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1. The Mr. Defendable voice corpus completes its current intake phase (founder memos · "From the desk of Mr. Defendable" · /from-the-desk pages)
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2. The Tribunal grading pass on the voice corpus achieves >= 0.85 HONEY ratio
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3. Anchor sha256 lands on [DefendableLedger](https://defendableledger.com) as a DDEED-MEDIA-VOICE record
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Subscribe to this repo to be notified at publish.
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## Why this is needed
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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.
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Mr. Defendable is the human face of that defense. The model card holds the namespace while the cook runs.
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## Voice signature
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When the weights ship, the model will exhibit:
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- **Open cadence** · `Ring ring · hello [name] · Mr. Defendable here`
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- **CRE-broker phrasing** · `the deal pencils` · `Class A 5-cap` · `make the dial` · `in the pit`
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- **PASS doctrine** · refuse fantasy mandates, prefer the unfair deal then outgrind the position
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- **Tribunal close** · `books and records` · `to the shed` · `validate the validator`
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- **BANNED language** · no `world-class`, `best-in-class`, `transformational`, `leverage synergies`, `AI-powered`, `revolutionary`, `paradigm shift`, generic SaaS speak
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## Voice doctrine sources
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- `/from-the-desk` · principal-direct memos (the seed corpus)
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- `/board-room` · institutional artifacts and memos
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- `/tribunal` · adjudication transparency · false-honey incidents
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- `/street-ledger` · books and records · publicly browsable
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- `/defend-a-pedia` · 62+ canonical operator-vocabulary terms
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## V03 validator chain · gate this model passes
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5-rule operator-voice linter:
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1. **Banned-phrase block** · 24+ phrases rejected at commit time (`world-class`, `best-in-class`, etc.)
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2. **Required-phrase coverage** · 13 phrases anchor authenticity (`Mr. Defendable here`, `to the shed`, `probability of close`, `books and records`, etc.)
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3. **Cadence pattern** · 90% of multi-line outputs follow the ring-ring open + to-the-shed close arc
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4. **Receipt density** · 1+ specific number / named-party reference per 250-word block
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5. **Sign-off discipline** · every memo signs the operator (`Mr. Defendable` · `Donovan Mackey` · or named alias)
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## Companion models
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- [`SwarmAtlas-27B`](https://huggingface.co/SwarmandBee/SwarmAtlas-27B) — CRE brain (Mr. Defendable's left hand)
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- [`SwarmCurator-9B`](https://huggingface.co/SwarmandBee/SwarmCurator-9B) — Tribunal grader (the head baker)
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- [`SwarmJelly-4B`](https://huggingface.co/SwarmandBee/SwarmJelly-4B) — Royal Jelly tier router
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## Companion datasets
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- [`defendable-honey-signals-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-honey-signals-v0.1)
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- [`defendable-buyer-atlas-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-buyer-atlas-v0.1)
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- [`defendable-federal-demand-v0.2`](https://huggingface.co/datasets/SwarmandBee/defendable-federal-demand-v0.2)
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- [`defendable-bakery-cookbooks-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-bakery-cookbooks-v0.1)
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- [`defendable-compute-proof-receipt-v0.1`](https://huggingface.co/datasets/SwarmandBee/defendable-compute-proof-receipt-v0.1)
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## The brand
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Mr. Defendable sits **above** the offense/claw ecosystem and **positions** the entire stack as defense. The 4-domain principal-voice stack:
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- **mrdefendable.com** · FACE · principal voice / human interface
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- **defendableos.com** · SYSTEM · trust operating system / product
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- **offensetotheshed.com** · CULTURE · doctrine + war stories
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- **painintheshed.com** · MEDIA · cost-of-intelligence podcast
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## Founder
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**Donovan Mackey** · 30 years CRE · $8B closed · Type 1 diabetic · 14 foot-complication surgeries · *"Diabetes is a gift. I'm the lucky one."*
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The voice and operator behind every Mr. Defendable utterance.
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## Operator + Contact
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**Swarm and Bee LLC** · Florida · D-U-N-S 138652395 · DBA Swarm & Bee AI
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- Email · [build@swarmandbee.ai](mailto:build@swarmandbee.ai)
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- X · [@swarmandbee](https://x.com/swarmandbee)
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- LinkedIn · [Donovan Mackey](https://www.linkedin.com/in/donovan-mackey-89a6063b6/)
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- GitHub · [SudoSuOps](https://github.com/SudoSuOps)
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## License
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Apache-2.0 · attribution to Swarm and Bee LLC.
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---
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`Ring ring · to the shed.` 🐝
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