A family of custom models built on
Gemma 4
(edge variants E2B and E4B), tuned to act as
autonomous coding and administration agents
. The models speak the Anthropic-compatible API,
so they drive
Claude Code
fully locally — your code never leaves your machine and cloud token
cost drops to zero.
Each model ships with a system prompt focused on real work inside a codebase: use tools instead
of guessing, make minimal and precise code changes, return complete and runnable output, and
verify after acting. Sampling follows Google's official Gemma 4 recommendation
(temperature 1.0, top_k 64, top_p 0.95), with thinking mode enabled for better planning before
a tool call.
The idea
The whole point of this family is to run
Claude Code on small, popular, consumer-grade hardware
.
No datacenter GPU, no cloud bill — just an everyday Mac Mini (or similar 16 GB machine) acting as a
fully local, agentic coding assistant. These models make that practical: light enough to fit, smart
enough to drive real tool-calling agent loops.
In a time of
RAM shortages and the big tech giants tightening usage limits and quotas
, owning a
capable agent that runs entirely on your own modest hardware stops being a hobby and becomes
leverage: no rate limits, no surprise pricing, no dependency on someone else's quota.
Models in the family
Model
Base
Context
Purpose
gemma4-e2b-claude-coder
Gemma 4 E2B (eff. 2B / 5.1B with embeddings)
64K
Fast everyday coding agent — edits, autocomplete, short agent loops. Lightest on memory.
gemma4-e4b-claude-coder
Gemma 4 E4B (eff. 4B / 8B with embeddings)
64K
Stronger coding agent — better reasoning and tool use on larger tasks.
gemma4-e4b-claude-coder-admin
Gemma 4 E4B
32K
Administration and system tasks (scripts, shell, devops). Smaller context fits 100% in GPU for higher, stable throughput.
What it's for
Driving
Claude Code
locally (
ollama launch claude --model <name>
).
Agentic code writing and editing with native
function calling / tool use
.
Administration and devops tasks on a server (the
admin
variant).
Full privacy and offline operation — no code sent to the cloud.
Admin (E4B):
32K tokens — a deliberate trade-off for 16 GB hardware that keeps the model
entirely on the GPU.
Base Gemma 4 E2B/E4B natively supports up to 128K, so context can be raised on stronger hardware.
Test hardware
The models were built and tested on:
Mac Mini (Apple Silicon, M-series), 16 GB RAM, macOS 15.6
Ollama 0.24
, GPU (Metal) inference
Measured performance (16 GB RAM)
Model
Placement
Speed
Tool calling
gemma4-e2b-claude-coder
100% GPU
~55 tok/s
✅ valid JSON
gemma4-e4b-claude-coder (64K)
39% GPU / 61% CPU
~27 tok/s (drops under load)
✅
gemma4-e4b-claude-coder-admin (32K)
100% GPU
~30 tok/s (stable)
✅
All three passed an end-to-end test through Claude Code: real turns with tool calls and correct
responses (HTTP 200 on
/v1/messages
).
How they were made
These models were designed, built and tested with the help of
Claude Opus 4.8
— the best
coding model in the world. Their system prompts, parameter choices and context configuration draw
directly on its knowledge. In other words: the world's best coding model prepared local models
that take that work over right on your desk.
License
Apache 2.0 (inherited from the base Gemma 4).
Runs of Dzluck gemma4-e4b-claude-coder-GGUF on huggingface.co
110
Total runs
2
24-hour runs
4
3-day runs
-4
7-day runs
-50
30-day runs
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