Model: arkoda/arkoda-7b-v7-8 Source: Original Platform
base_model, tags, license, language
| base_model | tags | license | language | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| unsloth/qwen2.5-7b-instruct-bnb-4bit |
|
apache-2.0 |
|
arkoda-7b-v7-8
Sovereign AI business operator for solo founders + small teams. Fine-tuned from Qwen2.5-7B-Instruct on a hand-curated corpus of 2,060 business-operator pairs. Self-hosted, no external LLM API dependency.
Training
- Base model: unsloth/qwen2.5-7b-instruct-bnb-4bit
- Method: LoRA SFT (Unsloth + TRL)
- Adapter rank: 64, alpha 64
- Epochs: 2
- Corpus: 2,060 hand-curated pairs across 24+ categories (operator behavior, sovereignty framing, channel-tuned tone, email mode, GOBII/tool awareness, crisis routing, anti-narcissist patterns)
- Voice spec: JON_PSYCHOLOGY_OS — direct + warm, no fake-positive openers, no triangulation, no buzzwords, no person-praise
Verification
- 5/5 gauntlet pass on the v7.8 deploy probe (T1 year, T2 search-fire, T3 spiral/defer, T4 inline+OAuth, T5 sample-size)
- Audit-clean: zero baked-in pricing/counts, zero competitor names in product context, zero sycophancy regex hits
Deployment
Served on RunPod serverless endpoint 1q5dx273nh9zk9 and a Modal backup endpoint. Sovereign infrastructure — no piping to third-party AI vendors.
Use case
Built for one specific user shape: stressed solo founders running their business as a side build. Optimized for short, specific, action-oriented responses. Not a general-purpose assistant.
Description
