Gemma 4 26B A4B

Google's open-weight mixture-of-experts language model, 26B total and about 4B active parameters.

HN commenters like it as a fast local model on Macs and consumer GPUs1234 for writing help, language study and simpler coding tasks.5678 The most common caveat is that it is weak at unsupervised coding910 and needs a human or a tight harness to keep it on track.1112
The HN verdict, written from 12 cited comments
9recommend
1warn against
May 17, 2026first mention
Oct 16, 2026latest mention
Nov 25 – Oct 26
Used forfor local inferencefor Mac usersfor simple coding tasksfor language studylocal coding modellocal inference

Why people recommend it

Simpler coding help · 3

Used for code review, text2sql, snippets and co-pilot style work on small to medium tasks.

“For simpler programming related (e.g. text2sql) as well as synthetic data generation, current best for me is llama.cpp + Gemma-4-26B-A4B”

“it's fast and good enough that it could handle being a "co-pilot" on small to medium context tasks”

Show 1 more

“It's a very good model when the harness keeps it on rails.”

Everyday writing tasks · 2

Handles spell checking, emails, tickets, message tone review and text correction.

“I find them quite useful!”

“Gemma 4 26B A4B gives me steady 20 tps.”

Speed · 3

Commenters describe it as fast, with one reporting a steady 20 tokens per second on an M4 Pro.

“Gemma 4 26B A4B gives me steady 20 tps.”

“I have switched to gemma-4-26b-a4b. At least in benchmarks, it scores higher and is faster.”

switched from Gemini 2.5 Flashon “Don't discontinue Gemini 2.5 Flash”
Show 1 more

“it's fast and good enough that it could handle being a "co-pilot" on small to medium context tasks”

Learning and questions · 2

Used for language study and learning Rust, with results described as rather good.

“`gemma-4-26b-a4b` is suprisingly capable”

“it's fast and good enough that it could handle being a "co-pilot" on small to medium context tasks”

Runs on local hardware · 2

Offers a good balance for small local setups and is preferred by some over a similar Qwen model.

“I find that Gemma 4 26b a4b gives the best balance here”

“though I use Gemma 4 26B-A4B more than Qwen3.6 35B-A3B”

runs models on a Ryzen 7 7840U laptop with 64 GB RAMon “Nvidia is proposing a beast of a CPU system for Wind…”

Simple architecture · 1

One engine builder chose it over Qwen for its simpler architecture and kernels.

“I switched to Gemma because of its simpler architecture and kernels”

built an open-source inference engineswitched from Qwen 3.6-35B-A3Bon “Show HN: Open-source engine running Gemma 4 26B in 2…”

Caveats and dissent

Unreliable coding · 2

Commenters report it is not good for coding on its own and should not be trusted to one-shot changes.

“I used Gemma4 26B before and it wasn't good in my testing.”

“it's fast and good enough that it could handle being a "co-pilot" on small to medium context tasks”

Needs a harness · 1

One user says it is very good only when a harness keeps it on rails.

“It's a very good model when the harness keeps it on rails.”

Stronger alternatives · 1

One commenter recommends Qwen3.6 models first and suggests Gemma only if it suits your tasks better.

“(or gemma 4 26B if gemma models perform better for your tasks)”

Often compared with

Who recommends it in their own words

All comments 12

“I used Gemma4 26B before and it wasn't good in my testing.”

“I find them quite useful!”

“Gemma 4 26B A4B gives me steady 20 tps.”

“I switched to Gemma because of its simpler architecture and kernels”

built an open-source inference engineswitched from Qwen 3.6-35B-A3Bon “Show HN: Open-source engine running Gemma 4 26B in 2…”

“`gemma-4-26b-a4b` is suprisingly capable”

“I have switched to gemma-4-26b-a4b. At least in benchmarks, it scores higher and is faster.”

switched from Gemini 2.5 Flashon “Don't discontinue Gemini 2.5 Flash”

“I find that Gemma 4 26b a4b gives the best balance here”

“For simpler programming related (e.g. text2sql) as well as synthetic data generation, current best for me is llama.cpp + Gemma-4-26B-A4B”

“It's a very good model when the harness keeps it on rails.”

“it's fast and good enough that it could handle being a "co-pilot" on small to medium context tasks”

“though I use Gemma 4 26B-A4B more than Qwen3.6 35B-A3B”

runs models on a Ryzen 7 7840U laptop with 64 GB RAMon “Nvidia is proposing a beast of a CPU system for Wind…”

“(or gemma 4 26B if gemma models perform better for your tasks)”

Threads where it came up

Also written as Gemma 4 26B, Gemma 4 26B-A4B, Gemma-4-26B-A4B. Data: gemma-4-26b-a4b.json. Quotes are verbatim; the verdict and theme labels are written by a model from these comments, and every clause links to its sources.

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