AI agents are taking on more critical work.
The security behind them needs stronger boundaries.
We’re building the NVIDIA Open Agent Safety Platform with partners across the industry to help people put agents to work with greater confidence.
Hear from @JensenHuang:
営業がAIで「お客さん専用の動くデモ」を作る事例が具体的だったので整理。OpenAIが公開した、車両管理ソフトの会社Proactionの話です。
① 材料を渡す
→ 商談の録音の文字起こし、先方とのメール、先方からもらった表をCodexに読ませる
② デモを作る
→ 先方の車両や業務の流れに合わせた、クリックして動く画面を作成。1件30〜45分、作っているのはエンジニアではないCOO
③ 商談で一緒に直す
→ 画面共有で見せて、その場で「ここはこうしたい」を拾う。受注後はそのままエンジニアへの完成イメージになる
本人の見積もりでは、エンジニアが作ると1件約10時間。月4〜6件で、40〜60時間分の作業が浮いた計算です。試すなら架空のデータで1本から。
AGENT WARS
We asked 5 top AI models to design, engineer and 3D print a bridge to with the goal of holding the most possible weight.
🇺🇸 Anthropic: Claude Opus 5.5 (High)
🇨🇳 Kimi: Kimi K3 (High)
🇺🇸 Meta: Muse Spark 1.3 (High)
🇺🇸 OpenAI: GPT 6 Astra (High)
🇺🇸 SpaceXAI: Grok 4.7 (High)
Each bridge had specific parameters. It had to span 2 feet, use a maximum 500 grams of filament, and it had to be under 18 hours of printing time. We specified what type of weight and where we would place it on the bridge.
The Score:
• Claude Opus 5.5 held an estimated 130 lbs! It took 9 hours and 11 minutes to print 17 parts and used 441 grams of filament.
• Meta Muse Spark 1.3 held 26.5 lbs. It took 13 hours and 12 minutes to print 49 parts and used 478 grams of filament.
• OpenAI GPT-6 Astra held an estimated 17.5 lbs. It took 15 hours and 44 minutes to print 29 parts and used 442 grams of filament.
• SpaceXAI Grok 4.7 did not finish. On assembly it could not stand up by itself. It took 12 hours and 22 minutes to print 29 parts and used 460 grams of filament.
• Kimi K3 did not finish. It wasn’t engineered correctly so the bridge could not even be assembled. It took 11 hours and 19 minutes to print 35 parts and used 446 grams of filament.
That means our champion for this episode is Claude Opus 5.5. Not only did it hold the most weight (by FAR) it also took the least time to print, used the least amount of parts and used the least amount of filament.
This was episode 02 of Agent Wars, stay tuned for episode 03.
Claude Codeを毎日使っている人向けに、今週の更新で効いてくるものを3つ。
① 5時間の上限で「途中切れ」しなくなる
→ 作業中に上限が来ても、キリのいいところまで進めて止まる。そのぶんは週の上限から少しだけ使う
② 作ったプラグインを配れる窓口ができた
→ 提出・審査・使われ方の確認まで1か所で。ClaudeでのMCP利用は今年110倍
③ PCを閉じても作業が続く
→ クラウドで動かしておいて、スマホから続きを見られる
①の告知は26,000いいね超。上限で編集が途中のまま止まる問題に困っていた人が多かったようです。
x.com/ClaudeDevs/status/2103…
Claude Code will now try to find a graceful stopping point when you hit your 5-hour limit mid-task, instead of cutting off mid-edit. It gets a small, fixed allowance pulled from your weekly limit to wrap up what it can.
Claude Code will now try to find a graceful stopping point when you hit your 5-hour limit mid-task, instead of cutting off mid-edit. It gets a small, fixed allowance pulled from your weekly limit to wrap up what it can.