--- base_model: unsloth/qwen2.5-7b-instruct-bnb-4bit tags: - text-generation-inference - transformers - unsloth - qwen2 - trl - sft - arkoda - business-operator license: apache-2.0 language: - en --- # 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. [](https://github.com/unslothai/unsloth)