arkoda-7b-v7-8/README.md

base_model, tags, license, language

base_model	tags	license	language
unsloth/qwen2.5-7b-instruct-bnb-4bit	text-generation-inference transformers unsloth qwen2 trl sft arkoda business-operator	apache-2.0	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.