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Fine-tuning a 14B code model with SFT and DPO

A January 20, 2026 article describes tuning a 14B model on code conversations and reports figures, costs, and difficulties.

By Wendelmaques ·

Source: Modelo de código de 14B ajustado com SFT e DPO (x.com). Text prepared with AI from this source.

What happened and what to do

Published on January 20, 2026, the article describes fine-tuning a 14B model on code conversations using an SFT and DPO pipeline. It discusses personal data and presents figures, costs, and challenges from the process.

A company can use this account to assess whether tuning a model fits an internal programming task. A practical project could cover data and privacy requirements, quality tests, cost measurement, and controlled integration of the model into development workflows.

How the consultancy can help

Wendelmaques can diagnose the opportunity and data risks, define an evaluation scope, and implement the pipeline, tests, and operations required for the company’s case.

Next step

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

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