Personality
Shape voice, format and refusal behaviour.
A system prompt plus, where it earns its keep, a small style adapter. Personality mode starts with prompting because that is almost always where the answer is, and only escalates to training when prompting demonstrably fails to hold.
- Responses need a consistent voice across a team
- You need a fixed output template every single time
- Default assistant hedging gets in the way
- Adding knowledge or capability — style is not substance
Support responder
Trained on resolved tickets for structure and tone, retrieving live product documentation for the facts.
Qwen2.5 7B Instruct
7.6B · 32k · Apache 2.0
The default starting point for local work on 8–12 GB cards. Strong instruction following and reliable tool-call formatting for its size.
Qwen2.5 14B Instruct
14.8B · 32k · Apache 2.0
The sweet spot for 24 GB cards. Meaningfully stronger reasoning than 7B while still fine-tunable locally with QLoRA.
Qwen2.5 32B Instruct
32.8B · 32k · Apache 2.0
Approaches 70B quality at half the memory. Runs on a single 24 GB card at Q4_K_M with a modest context window.
Qwen2.5 72B Instruct
72.7B · 32k · Qwen License
Frontier-adjacent open weights. Needs a workstation, a multi-GPU rig or a large unified-memory Mac.
Qwen2.5 Coder 7B Instruct
7.6B · 32k · Apache 2.0
The practical local copilot. Supports fill-in-the-middle, so it works as an inline completion model rather than only a chat assistant.
Qwen2.5 Coder 32B Instruct
32.8B · 32k · Apache 2.0
The strongest open code model that still fits one 24 GB card. The reason a lot of people buy a 4090.