1/7 AI has moved beyond chatbots. Agentic AI systems now plan and execute multi-step tasks — browsing, coding, sending messages, managing files — without step-by-step human approval. A new @acmpolicy TechBrief examines what this means for law, security, and society. 🧵

Unfassbar ...

𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 𝐯𝐬 𝐀𝐠𝐞𝐧𝐭𝐢𝐜 𝐀𝐈 𝐢𝐬 𝐰𝐡𝐞𝐫𝐞 𝐚 𝐥𝐨𝐭 𝐨𝐟 𝐩𝐞𝐨𝐩𝐥𝐞 𝐠𝐞𝐭 𝐜𝐨𝐧𝐟𝐮𝐬𝐞𝐝 𝐫𝐢𝐠𝐡𝐭 𝐧𝐨𝐰. And that confusion is costing teams time, money, and clarity. An AI agent is simple. You give it a task. It gives you an output. It doesn’t think ahead. It doesn’t plan. It just responds. 𝐄𝐱𝐚𝐦𝐩𝐥𝐞 ↳ Summarize a document ↳ Write an email ↳ Generate code snippet That’s useful. But limited. Agentic AI is a different game. ↳ It doesn’t just respond. ↳ It decides what to do next. It can plan → execute → review → improve Sometimes with multiple agents working together 𝐓𝐡𝐢𝐧𝐤 𝐨𝐟 𝐢𝐭 𝐥𝐢𝐤𝐞 𝐭𝐡𝐢𝐬: ↳ Agent = Intern who does what you ask ↳ Agentic AI = Team that understands the goal and figures things out This is why people struggle while building with AI. They try to solve complex workflows using simple agents. And then say “AI doesn’t work” It does. You’re just using the wrong layer. If your use case is: • One-time tasks → use a simple agent • Multi-step workflows → use planner executor • Ongoing, evolving work → build an agentic system The real shift is not tools. It’s thinking in systems instead of prompts. The people who understand this early will build faster Automate better And need less manual effort over time The rest will keep writing better prompts for problems that need better architecture If you’re building in AI right now Start asking this before anything else: Am I solving this with a tool or designing a system? #LLM #AIEngineering #AgenticAI #RAG

BREAKING: Don't copy and paste answers from ChatGPT. ChatGPT writing is easily detectable. Use these prompts instead and see the magic:

Learn AI for free directly from top companies 𝟭 - 𝗔𝗻𝘁𝗵𝗿𝗼𝗽𝗶𝗰: anthropic.skilljar.com 𝟮 - 𝗚𝗼𝗼𝗴𝗹𝗲: grow.google/ai 𝟯 - 𝗠𝗲𝘁𝗮: ai.meta.com/resources/ 𝟰 - 𝗡𝗩𝗜𝗗𝗜𝗔: developer.nvidia.com/cuda 𝟱 - 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁: learn.microsoft.com/en-us/tr… 𝟲 - 𝗢𝗽𝗲𝗻𝗔𝗜: academy.openai.com 𝟳 - 𝗜𝗕𝗠: skillsbuild.org 𝟴 - 𝗔𝗪𝗦: skillbuilder.aws 𝟵 - 𝗗𝗲𝗲𝗽𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴𝗔𝗜: deeplearning.ai 𝟭𝟬 - 𝗛𝘂𝗴𝗴𝗶𝗻𝗴 𝗙𝗮𝗰𝗲: huggingface.co/learn

ANTHROPIC JUST DROPPED A 33-PAGE GUIDE. This is the most practical breakdown of Claude Skills I’ve seen. Bookmark this before you forget. 33 pages. Persistent instructions. No repetition. No re-explaining every time. Read it today. Link below. Claude → Skills → Memory → Automation → Systems → Money

Only Genius can solve this What is the value of b ?

Happy birthday Joseph Fourier, whose 1822 equation allows us to listen to mp3 audio files today: bit.ly/4rx7ZW4

CDU schwenkt auf Trump Ideologie um

Professor John Mearsheimer: We’re not winning against Iran. We’re not winning. We’re sending a message that we’re a bunch of fools. That we started a war we can’t win. We didn’t have the required military forces to achieve any of the objectives that we were floating, and we had no plan. What does this tell the Chinese and what does it tell the Russians? It tells them that we are incompetent. Of course the Russians have had enough dealings with Steve Witkoff and Jared Kushner to fully understand just how incompetent we are.

Was sagt Manfred Weber dazu? Und wann endlich? Was sagen Merz und Söder als die Parteivirsitzenden von CDU und CSU?

Richard Feynman called Euler's Identity "our jewel" and "the most remarkable formula in mathematics." What's Pi got to do with it? Learn more here: livescience.com/51399-eulers… —————— #PiDay #PiDay2026 #PiDay26 #STEM

Die Ehefrau des @AfD Spitzenkandidaten für die BW Wahl hatte gleich drei (!) Arbeitsverträge mit anderen AfD Abgeordneten. Hatte auch sein Vater vielleicht noch mehr Verträge als bekannt? Die @AfD funktioniert wie ein Familienclan. x.com/paetzoldjohann/status/…

Der Kollege Hagel, will Ministerpräsident in BW werden, erklärt Schülern den Treibhauseffekt falsch. Seine Schulauftritte sind problematisch…

Was sagt der @Bundeskanzler? /PM

Als Landesvater ungeeignet. Er kann nicht mit Menschen umgehen.

oha

Moin liebe Tweeties!🎶🐦☕️ Der Auftritt Spahns, wie er triumphierend verkündete, das "Habecksche Heizungsgesetz" in die Tonne getreten zu haben zeigte, um was es dieser #CDU wirklich geht: Nicht darum, ein gutes Gesetz für Bürger zu machen, sondern um Rache zu üben. Wie billig!

Eine AfD-Abgeordnete hat jetzt ausgepackt. Das sollte Weidel und Chrupalla gar nicht gefallen.