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BIG LAB UPDATES · 20 OCTOBER 2026

OpenAI says its newest models are much better at old business code

2 sources · Part of the 20 October 2026 edition

OpenAI says its latest models are far better at building and migrating software in older or niche languages such as COBOL, Fortran and Visual Basic, which still run a lot of banking and government systems. On its own tests, GPT-6.1 Sol moved old COBOL programs to a modern language with 86.6% accuracy at low effort and 97.9% at higher effort, up from 5.4% for an earlier model. These are OpenAI's own benchmarks.

Why it mattersIf your business depends on an old system nobody wants to touch, from an accounting package to a custom Visual Basic tool, AI-assisted migration is becoming realistic. Start with a small, well-tested piece and check its behaviour matches the old one before moving anything important.

Sources

How we knowCompany figures are labelled as their own claims; anything we couldn't verify is labelled as a report or a claim.

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