97.9%！
这是OpenAI最新模型迁移COBOL老代码的测试通过率。
除了COBOL，Fortran、Visual Basic这些老牌语言写成的系统，AI也能帮忙读懂、维护和迁移。
所以，我们还真得相信后来者的智慧。
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
3/ GPT-6.1 Sol now migrates COBOL at 86.6% accuracy — up from 5.4%.
Its sibling GPT-6 Astra built a SQLite clone from scratch in 20 languages.
MultiLangBench is on GitHub. (@OpenAI)
xitter.cf/OpenAI/status/21123103…
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
The future of AI is maintaining the code my grandpa wrote for the DMV
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
We need to take a step back and realize how fast AI is actually moving.
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
Fontes:
OpenAI (anúncio): openai.com/index/low-resourc…
OpenAI no X: xitter.cf/OpenAI/status/21123103…
MultiLangBench: github.com/openai/MultiLangB…
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
AI can help modernize legacy systems while preserving critical business logic. The key is integrating new capabilities without disrupting essential workflows. @OpenAI
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
Useful progress. Translating old code is one part of the job. In my experience the harder part is working out which of those decades-old rules the business still needs, and which ones only survived because nobody dared to touch them. Get the people who run the process in the room before you migrate anything. #LegacySystems #TechnicalDebt
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
A lot of people are shitting themselves right now.
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
中小企業に多いのは、COBOLよりVisual BasicやExcelのマクロで作った社内ツールです。
作り直しをAIに任せるなら、先に今のツールへ実際の入力を流して、出力を残しておく。
作り直した後に同じ入力で突き合わせれば、作った本人がいなくても「前と同じか」を確かめられます。
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
Everyone’s watching AI write emails.
I’m watching what happens when it can rewrite the systems banks have relied on for decades.
On OpenAI’s own COBOL migration test, performance went from 5.4% to 86.6% in one model generation. GPT-6.1 Sol reached 97.9% at higher effort, translating legacy code into modern languages while preserving byte-for-byte identical output.
Still an internal benchmark and it still needs expert review. But that jump should have every bank paying attention.
The opportunity is obvious.
The question is who moves first and who spends the next five years in meetings.
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
OpenAI 准备攻克银行几十年的祖传代码COBOL了。
COBOL诞生于1959年，至今仍支撑着全球大量银行系统。
最新研究显示，GPT-6.1 Sol 在 COBOL 代码迁移评测中的准确率达到97.9%。
GPT-5.6 Sol在低推理强度下只有5.4%，6.1 Sol相同设置已经提升到86.6%，成本还降低了39%。
据OpenAI引用的行业数据：
全球超过40%的网上银行系统、80%的线下信用卡交易、95%的ATM交易，都与COBOL有关。
很多银行的核心系统运行了几十年，代码老旧、文档缺失，维护和改造成本极高。
如果AI能够大规模完成这些老系统的代码迁移，银行未来可能省下巨额的软件维护和升级费用，对整个金融系统影响巨大。
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
看到 @poteto 发了个用于代码迁移的插件，ChatGPT连夜写了个skill。
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
oh nonono
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
出典（OpenAI公式）：Advancing coding in low-resource programming languages
openai.com/index/low-resourc…
公式Xポスト：xitter.cf/OpenAI/status/21123103…
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
90s COBOL mainframe + React app taped on top.
migrating it is the easy part. getting it approved takes 6 committees and the guy who says "it's worked for 30 years"
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
OpenAI が、COBOL や Fortran のように学習データが少ない言語でのコーディング性能をまとめて公開しました。
COBOL のコードを別の言語に移す社内評価では、GPT-5.6 Sol が5.4%だったのに対し、GPT-6.1 Sol は low 設定で86.6%、high 設定で97.9%でした。
20の言語で SQLite 互換のデータベースエンジンをゼロから作らせる MultiLangBench でも、GPT-6 Astra の平均は87.4%。いちばん苦手な COBOL でも、前の世代の10.9%から72.1%まで上がっています。
日本でも、銀行や行政の基幹系には COBOL が多く残っています。
移行の検討では「読める人がいない」が最初の壁になることが多いので、この数字が実際の案件でどこまで出るのかは気になるところです。
ただ、COBOL 移行の評価は非公開なので、外から確かめることはできません。
MultiLangBench は GitHub で公開されているので、試すならこちらからになりそうです。
#生成AI #AIエージェント
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
Hermano le tengo una MUY mala noticia
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
>COBOL
se viene una crisis de seguridad informática inigualable
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…
Chatbots were the demo.
Industry-specific agents are the business.
OpenAI buying Orchestra Bio shows where the real money is: not generating text, but coordinating high-value work that takes years and billions of dollars
Our latest model advances bring stronger capabilities for building and migrating software in low-resource programming languages such as COBOL, Fortran, and Visual Basic.
These languages power software that banks, governments, and businesses depend on. Progress here means understanding decades of business logic and helping developers modernize those systems while preserving what works.
We’re building these capabilities around the challenges developers and enterprise customers bring us. If your team is working on these systems, tell us which languages and workflows we should tackle next.
openai.com/index/low-resourc…