Naming scheme
adi-qwen3.5-4b-glm5.2-general
student base + version parameter size teacher model purpose
ADI Qwen3
Qwen3 / Qwen3.5 students
The flagship line. Qwen3.5 students are strong general reasoners with native tool calling, and Unsloth's bf16 LoRA path handles their delta-net / Mamba-hybrid layers cleanly on a single card.
adi-qwen3-8b-glm5.2-general
The general-knowledge recipe scaled up to an 8B Qwen3 base for more headroom — same glm-5.2 teacher, more student capacity to absorb it.
Teacherglm-5.2
PurposeGeneral
Size8B
If we scale up
ADI Qwen2.5-Coder
Qwen2.5-Coder students
The coder line. Qwen2.5-Coder is a code-specialized base, distilled from a frontier coding teacher into a compact local model for software tasks and tool use.
ADI Gemma4
Gemma 4 students
A future line built on Google's Gemma 4 base models — a different student family to compare distillation behavior and licensing against the Qwen3 line.
adi-gemma4-*-general
A general-knowledge build, mirroring the Qwen3 line's recipe. Teacher and size TBD once a specific Gemma 4 base is picked.
TeacherTBD
PurposeGeneral
SizeTBD
Not started
ADI Llama3.2
Llama 3.2 students
A future line built on Meta's Llama 3.2 base models — the most widely-tooled student family, useful for downstream compatibility with the broader llama.cpp / Ollama ecosystem.
adi-llama3.2-*-general
A general-knowledge build on the Llama 3.2 student base, same distillation pipeline. Teacher and size TBD once a specific base is picked.
TeacherTBD
PurposeGeneral
SizeTBD
Not started
ADI Nemotron
Nemotron students
A planned line built on NVIDIA's Nemotron base — a compact, efficiency-oriented student family. The nano tier targets tiny footprints that still reason well after distillation.
adi-nemotron-3-nano-4b-glm5.2-general
First target: nemotron-3-nano:4b distilled from glm-5.2. A 4B general-knowledge student following the same bf16 LoRA → GGUF pipeline as the Qwen3.5 build.
Teacherglm-5.2
PurposeGeneral
Size4B
Up next
ADI Devstral
Devstral students
A planned line built on Mistral's Devstral base — an agentic, code-focused student family. The first build distills a frontier teacher's reasoning into a model purpose-built for software tasks and tool use.
adi-devstral-small-2-24b-kimi2.7code-coder
First target: devstral-small-2:24b distilled from kimi-k2.7-code. A 24B agentic-coding student following the same bf16 LoRA → GGUF pipeline as the Qwen3.5 build.
Teacherkimi-k2.7-code:cloud
PurposeCoder
Size24B
Up next
ADI gpt-oss
gpt-oss students
A planned line built on OpenAI's gpt-oss open-weight models — a mixture-of-experts student family that brings a different architecture (and license) into the distillation lineup alongside the Qwen3 line.
adi-gpt-oss-20b-glm5.2-general
First target: a gpt-oss:20b student distilled from glm-5.2. A 20B general-knowledge build mirroring the Qwen3 line's recipe.
Teacherglm-5.2
PurposeGeneral
Size20B
Up next
Each line is a student base family; within it, every model is the same base distilled from a different teacher for a different purpose. The naming scheme makes the lineage readable at a glance — adi-<base>-<size>-<teacher><purpose>.