Taxium✨

Be rational, act as just an observer

[Andrej Karpathy @karpathy]

We'll be spending a lot more time trying to understand the outputs of language models. A few thoughts, tips & tricks:

Writing. Something I've had success with: Ask your LLM to explain something in ASD-STE100, it's a controlled language specification originally developed for aerospace maintenance documentation. LLMs well-versed in this language and it comes with heavy constraints on clean writing style that I often find a lot more readable. Sometimes I've tried to soften it a bit e.g. ask for "80% of the way to ASD-STE100" because the spec is quite stringent. But even better:

Diagrams / images. Instead of writing, ask your LLM to create a diagram. These can be a lot easier to process, parse, and understand. But even better:

Web pages. Ask for output "in HTML" to get a beautiful, interactive webpage. LLMs are getting really good at frontend and can create beautiful experiences, animations, etc. But even better:

Explainer videos. The output format I am most bullish on is fully custom / bespoke explainer videos generated on any arbitrary topic. Experiment with things like "Create a 3b1b style video explainer on X. Use my ElevenLabs API key for audio narration". (you'd need an API key for the latter or you can ask your LLM to find you decent free alternatives that use your local compute). This is actually starting to work!

In summary:
- As LLMs get better, they will do more and more of the legwork autonomously, and a lot more of our work will rise up the abstractions into oversight and understanding.
- Luckily, LLMs can help here too because as intelligence and code are increasingly abundant, you can ask for large, custom, discardable software artifacts (e.g. web apps, video explainers) that would have never made sense to create before. Push the boundaries here and you'll be surprised.

[Fuli Luo @_LuoFuli]

Nearly half a year of silence. We spent it studying one problem: how far RL can scale.

MiMo-V2.6 is in the middle of its RL run right now. Three things we scaled: compute (~2B tokens per step, 1568 prompts × 16 rollouts, fully async), environments and harnesses (multi-task agentic RL, mixed across multiple harnesses in one run), and grader compute (agentic in-group credit assignment, with test-case and rubric-based rewards). We'll open-source the details piece by piece over the coming weeks.

Streaming the run: https://t.co/ZSxahzJRju

[CDAIO @BeingImmu]

@thsottiaux RESET found in the post

[Jensen Huang @JensenHuang]

For my first post, I’m sharing a letter @NVIDIA signed on why open models matter.

AI will transform every industry, power every company, and be built by every country.

Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty.

The world needs both frontier closed models and frontier open models.

https://t.co/AUKzoQ5Ikb

[Jackie 💊Pump.fun @Jackie0xx]

Apple的设计风格 终于被蒸馏成Skill了

赶紧上链接：
https://t.co/TZ8sFOdG8P

目前已有有 14.5K 人点赞！！！

作者把这些经验整理成17条设计和动效原则，
再转换成 Web 里能落地的写法

效果绝对能打！！！！

[Zhengyao Jiang @zhengyaojiang]

The first experimental evidence of recursive self-improvement (RSI).

Autoresearching the autoresearch agent for eight days.

The result beats the harness we hand-tuned for two years, on held-out benchmarks: 🧵(1/7)

[TVアニメ「レベルロボチカ」公式 @robotica_anime]

━━━━━━━━━━━━━━━━━━━

　　　　　　▷2027年放送◁
　　　オリジナルアニメーション
　　　　　『レベルロボチカ』
　　 ティザービジュアル＆PV解禁

━━━━━━━━━━━━━━━━━━━

総監督／大沼心　「プリンセッション・オーケストラ」
　　×
シリーズ構成／吉上亮　「〈PSYCHO-PASS サイコパス〉」シリーズ
　　×
音楽／梶浦由記　「魔法少女まどか☆マギカ」

謎の少女・リリィがたたずむ
ティザービジュアルが到着👀

ティザーPVでは本編映像をいち早くお披露目
https://t.co/QyvT86wrf3

▷▷▷絶賛制作中！
#ロボチカ

[alphaXiv @askalphaxiv]

DeepSeek just published DSpark, a speculative decoding system that boosts live DeepSeek V4 serving throughput by 51% to 406% under stricter latency targets.

With how most speculative decoding methods draft more tokens, but waste verification compute when those tokens get rejected, DSpark fixes this with a semi autoregressive drafter for more coherent long drafts, plus a confidence scheduler that only verifies prefixes likely to survive.

It also gives 60% to 85% faster per user generation at matched throughput.

[OpenAI @OpenAI]

Work at OpenAI is being transformed by agents, in every department.

Across our entire company, people are using Codex to do work that is more complex, longer-running, and increasingly cross-functional.

Our internal usage offers an early look at how agentic tools may reshape work as they become more capable and broadly available.

[gomzi🌸 初画集『Ethereal』発売中 @gcmzi]

🕊 Bilibili World 参展消息 / 参加のお知らせ #BW2026
大家好！今年7月10日至12日，我受邀参加在上海举办的 Bilibili World。
因为是第一次去中国参加线下活动，心里真的非常期待。
目前我也在用心准备各种周边，希望大家多多期待。
届时还请多多关照。˚✧ ﾟ.
この度、7月10日-12日に上海で開催されるBilibili Worldに参加することになりました。
中国でのイベントは初めてなので、とても楽しみにしています。
会場でお見せするグッズも準備中です！よろしくお願いいたします˚✧ ﾟ.
💙 https://t.co/c4AjLUn1rF

[waishnav @wshxnv]

yesterday, at the Codex hackathon, i ended up solving this problem by building an MCP connector app that turns ChatGPT into Codex, sort of.

1. you get to use GPT-5.5 Pro by exposing your local dev environment to ChatGPT, so you can use 5.5 pro for planning and handover to codex to execute it
2. you get to 2x your rate limits, just like last month, because apparently ChatGPT and Codex have separate rate limits

here is the quick demo

[堂本裕貴@愛してるゲームを終わらせたい @domoto64]

サンデーうぇぶり㊗️10周年！
10周年記念イラストのアクスタが発売されました✨️
「愛してるゲームを終わらせたい」
を連載させていただいてから今年で5年を迎えるので、うぇぶり史の半分を共に歩ませていただけていること、嬉しく思います。​うぇぶりでアニメ化という夢を叶えることができ、病気による休載などで悔しい思いをした時期はうぇぶりでいただいた読者の皆様の温かいコメントが心の支えになっていました。この節目の年を一緒にお祝いできて本当に嬉しいです。うぇぶりのこれからがさらに素晴らしいものになりますように
#愛してるゲームを終わらせたい

[OpenAI Newsroom @OpenAINewsroom]

We recently submitted a confidential S-1. We expect it to leak so we’re just announcing it. We have not decided on timing yet; it may be a while because there are things we want to do that are likely easier as a private company. But it’s a complicated set of tradeoffs and this gives us the option to go public sooner if that ends up being best.

This announcement is being made pursuant to Rule 135 under the Securities Act of 1933, as amended, and does not constitute an offer to sell or the solicitation of an offer to buy any securities. Any offers, solicitations of offers to buy, or any sales of securities will be made in accordance with the registration requirements of the Securities Act.

[カホタン＠グッスマのすみっこ @gsc_kahotan]

🪄彩色原型初公開🪄
￣￣￣￣￣￣￣￣￣￣
イレイナ
＿＿＿＿＿＿＿＿＿＿
▼#グッドスマイルフェス フォトギャラリー
https://t.co/KuP6l0uDJF

#魔女の旅々 #魔女の旅々はいいぞ #グッスマ

[【超かぐや姫！】＠グッズ・イベント情報 @KaguyaHimegoods]

『超かぐや姫！』より
エンディングライブ衣装の新商品が発売決定！

新規描き下ろしイラストを使用したグッズが登場！

📅店舗：6/16(火)～6/29(月)
📍場所：eeo Store 池袋本店

通販はこちら▼
https://t.co/i1hqCqnvVE

[OpenAI @OpenAI]

Today, we share a breakthrough on the planar unit distance problem, a famous open question first posed by Paul Erdős in 1946.

For nearly 80 years, mathematicians believed the best possible solutions looked roughly like square grids.

An OpenAI model has now disproved that belief, discovering an entirely new family of constructions that performs better.

This marks the first time AI has autonomously solved a prominent open problem central to a field of mathematics.

[Z.ai @Zai_org]

https://t.co/jaOMnP7Yud

[彩々 @sekainoOnukin]

コラボライブもだけど反則レベルで可愛い #超かぐや姫 かつ

[和三なか | 新米イラストレーター @nagomi_naka]

- 朝の支度中 -
ペリカに素顔を見られる管理人ちゃん𓂃🐧
#エンドフィールド