ナカムラ

エムスリー株式会社/ソフトウェアエンジニア/機械学習エンジニア/チアリーディング元日本代表/デブサミ(2023)2冠 自己紹介:

[ナカムラ @inakam00]

デブサミ2023で

ベストスピーカー賞4位
公募賞(全公募セッション中満足度1位)

をいただくことができました。
視聴していただいた方々、本当にありがとうございました！

#devsumi

[Developers Summit（デブサミ）｜ DeveloperZine @devsumi]

【デブサミ2023 アーカイブ動画公開📹】 #devsumi
ベストスピーカー4位セッション🏆

9-C-6
たった1人から始めて深層学習によるニュース要約をプロダクトに実装した方法～ファーストペンギンでやりきる力～
中村 伊吹[ニフティ]

https://t.co/X8SVSg5FKl

[ナカムラ @inakam00]

TLがこれを使って何百行とか更新するPRでも光速にレビューを返してくる(すごすぎ)

[エムスリー エンジニア公式 @m3_engineering]

テックブログに投稿しました。 "AIが書いた大量PRを高速レビュー — 輪郭を先に見るCLI rinkaku を作った" : https://t.co/KeZCfHJQAS

[エムスリー エンジニア公式 @m3_engineering]

テックブログに投稿しました。 "AIが書いた大量PRを高速レビュー — 輪郭を先に見るCLI rinkaku を作った" : https://t.co/KeZCfHJQAS

[Tibo @thsottiaux]

Hello people of Sol! I've reset usage limits for all ChatGPT Work and Codex users. Together with that, a quick update on GPT-5.6 Sol usage limits.

Over the past few weeks, many of you have told us that Sol was using your Codex limits faster than expected. To be clear, we have not reduced usage on any subscription plans.

We’ve been digging into what was happening and have landed several improvements. As a result, we expect your usage to last around 18% longer during typical use of Sol. Some of you should already see significantly larger improvements from today. Tomorrow, we’ll also restore the five-hour limit that we temporarily paused while investigating.

Here’s what we found:
- GPT-5.6 Sol is much more willing to work for longer, make additional tool calls, and coordinate complex workflows across tools and subagents. That makes it better at solving hard problems, but some tasks were using far more than we intended.
- Sol also works harder at the same reasoning effort than previous models. High on Sol can use more tokens than High did on GPT-5.5.
- Programmatic tool calling, also referred to as code mode, gives Sol much more flexibility to run tool calls in parallel or continue working while waiting. But it also led to more responses per turn, more cached input tokens, and higher usage than expected.
- This was particularly noticeable when Sol was waiting for tool calls to finish or running many web searches. We’ve improved how we handle both cases and are continuing to make code mode more efficient.
- The impact was also very uneven. The median user actually found Sol quite token efficient, while some power users working on harder tasks saw their usage drain much faster. We were very focused on average and median usage before launch and missed some cases where the long tail could use significantly more usage.

Sol is a significant step forward in what Codex can do, but capability and efficiency do not always improve at the same pace, and some issues only become clear once people are using the model at real-world scale. We should have recognized this sooner and been more upfront about it.

You keep pushing the frontier and we’ll keep improving efficiency and sharing updates as we go.

[ナカムラ @inakam00]

ChatGPTのGPT-Liveはだいぶ自然なんだけど、Codexの中だと不自然な日本語とか読み間違いをするのはなんなんだろう…。まだ発展途上感はある。（けど、単純作業は楽かも

[ナカムラ @inakam00]

Tool callで壊れることもなさそうなので、4.8よりは明確に良さそう。Fableのように特殊なレートリミットを気にする必要もないのがいい。

[ナカムラ @inakam00]

FableよりOpus 5の方が強そう(かつ半額)に見えるけど、実際はどうなんだろう

[Claude @claudeai]

Opus 5 is also highly efficient. It outperforms other models for a similar or lower cost per task:

[Claude @claudeai]

Beginning July 20, Claude Fable 5 will be included in all Max and Team Premium plans, at 50% of limits.

Pro and Team Standard users will continue to have access to Fable via usage credits, and will receive a one-time $100 credit.

Demand for Fable has been challenging to predict, which is why we rolled it out to subscription plans in stages, extending access several times as we secured additional capacity.

[ナカムラ @inakam00]

@sapphire_pino @An_ock ありがとう

[エムスリー エンジニア公式 @m3_engineering]

【新卒エンジニアインタビュー🚀】

2Daysインターン延長募集がスタート！
ということで、新卒インタビュー記事を紹介！

AI・機械学習チームをリードする氏家さん。
NAISTでの研究活動を経て、事業を創るエンジニアとなった想いを赤裸々に語っています。

[ぱなそ @peipeipe]

68. 味覚がないのにわかった口を利いてるんじゃないぞ by IT企業生き残り.fm
https://t.co/jdBEYATJsU
GPT-5.6とFableの違いわからん、人間はより良い問題解決をしたいと思っていない、ChatGPT Proに従って料理、Mac値上げ、正しい靴のサイズわからない問題について話しました。

[ナカムラ @inakam00]

GPT-5.6のデザインけっこういいじゃん、OpenAIのskillsが品質いいのかなと思っていたけど、フロントエンドの性能がかなり向上していたんだな。

[Design Arena @DesignArena]

BREAKING - OFFICIAL RESULTS: GPT-5.6 Sol by @OpenAI is 1st overall on Design Arena with an Elo of 1353.

This puts GPT-5.6 Sol above Claude Fable 5 by @AnthropicAI and in the same performance band as GLM 5.2 by @Zai_org on frontend design.

This is an 18-position and 60-point Elo leap from GPT-5.5.

GPT-5.6 Sol also establishes a new Pareto frontier for preference vs. speed, faster than any model at this performance.

Congratulations to the @OpenAI team on the launch!

[ナカムラ @inakam00]

GPT-5.6のFastモードは5.5より明確に早い感触がある

[ばんくし王 @vaaaaanquish]

Terraform Quineが人気でなくなりそうな勢いを感じています #srenext

[ナカムラ @inakam00]

GPT-Live 日本語の喋りはもう少しだけど、相槌の入れ方とかが自然になって、かなり会話がしやすくなっている感がある。検索も裏側でやってくれるので、わーっと話した後にProモデルでまとめるのもいい感じかも。

[OpenAI @OpenAI]

GPT-5.6 Sol, along with Terra and Luna, will launch publicly this Thursday.

We’re expanding preview access globally now.

[ナカムラ @inakam00]

GPT-5.6はどうなっているんだ…毎日起きたら公開されてるかなと思って生きてるのに…

[Claude @claudeai]

We're extending access to Claude Fable 5 on all paid plans through July 12.

[ナカムラ @inakam00]

Fableを温存して結果的に全く使わないというエリクサー症候群になってる