Latest

On the calendar

予定 · Conferences and launch events, this week's stories from each corner of the industry, and what its press is covering — in English

On view

This week, from that corner the newest stories from the corner of the industry you picked

The wire their own posts, translated

How code moves in 2026 from the industry's own reports

Sources

Fetched every three hours, linked to the original

About

Accept All is a magazine, a radar and a diary about artificial intelligence and the craft of code — read from Tokyo, for people who build.

The name is the button. Code is written by agents now and reviewed by a human thumb that hovers over Accept all a hundred times a day; the whole question of this decade is what, exactly, you just accepted. So we read the diff. A magazine, because every week one model, one tool or one idea is worth reading about slowly. A radar, because we count what the labs, the Valley, GitHub and the chip makers are talking about — releases, agents, open weights, compute, funding, rules — and show it as it moves. A diary, because a seal is set each day in that day's colour, and the days add up.

We read the research labs' own posts, the American and European tech press, the Japanese and Chinese developer sites and the newsletters people actually forward, and bring it together in English and Japanese. Everything here links back to the people who wrote it; the images belong to their authors.

Accept All will keep changing. New sources, new signals, new ways of looking — a little better each week, never finished. If something here made you open a terminal, that is enough.

Thank you for reading. ありがとうございます。

← Accept All Archive

Zenn (AI)Japan

ループ型 Transformer は推論を隠すのか — GPT-6 Astra を運用者目線で読む

September 10

本記事は要約です。初出: https://aether-echoes.com/posts/looped-transformers-hidden-reasoning-gpt6-astra-operator-view 結論: ループ型 Transformer は推論を隠す構造ではない 2026 年 9 月に出た GPT-6 Astra について「ループ型 Transformer（同じ層を何度も通す構造）で思考を隠している」という見立てが広が

Models & releases Research

Read at Zenn (AI) ↗

One letter a week, in your inbox.

Latest

ループ型 Transformer は推論を隠すのか — GPT-6 Astra を運用者目線で読む

Related

ResearchWhat's Missing From LLM Chatbots: A Sense of Purpose The Gradient

AsiaQwQ-32B: Embracing the Power of Reinforcement Learning Qwen

VoicesThe Big LLM Architecture Comparison Ahead of AI

VoicesUnderstanding and Implementing Qwen3 From Scratch Ahead of AI

VoicesFrom DeepSeek V3 to V3.2: Architecture, Sparse Attention, and RL Updates Ahead of AI

VoicesControlling Reasoning Effort in LLMs Ahead of AI