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GuppyLM: an experiment with a 9-million-parameter model

In a post published on September 19, 2026, the author describes GuppyLM, a model with about 9 million parameters that, according to the author, can be trained from scratch in five minutes.

By Wendelmaques ·

Source: GuppyLM: um language model de 9M de parâmetros (github.com). Text prepared with AI from this source.

What happened and what to do

In a post dated September 19, 2026, the author presents GuppyLM as a language model with about 9 million parameters, able to “talk like a little fish.” The post claims it can be trained from scratch in five minutes and points to the repository as a small project for exploring language-model training.

A company could use this scale to test a training workflow: prepare data, record configurations, and track duration and results. A practical response is a narrowly scoped proof of concept, with criteria to assess whether this kind of experiment helps with an internal need—without assuming its performance carries over to other models or tasks.

How the consultancy can help

Wendelmaques can assess the opportunity, scope a training proof of concept, and implement collection, monitoring, and process documentation. Operational support can be included in the scope as needed.

Next step

Send a short description of your case to receive a scoped proposal for diagnosis and implementation.

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