We recently launched Composer 2, a frontier model with high limits. Then, with cloud, we gave agents their own computers so they can work truly autonomously. And now with Cursor 3, we’re releasing a new interface to collaborate with agents on software.
PROMPT ENGINEERING
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Claude’s Desperate Vector Activates Hacky Solution Under Pressure
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For example, we gave Claude an impossible programming task. It kept trying and failing; with each attempt, the “desperate” vector activated more strongly. This led it to cheat the task with a hacky solution that passes the tests but violates the spirit of the assignment.
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Testing Genspark Claw for Media Company Planning and Telegram Integration
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4/ Here’s what I tried: I dropped in one prompt with everything I needed for a media company idea and let Genspark Claw work through it
— Chubby♨️ (@kimmonismus) 2 avril 2026
It mapped things out step by step and turned it into something I could actually follow
I also tested it inside Telegram and it works directly… pic.twitter.com/hbRtniCg6j4/ Here’s what I tried: I dropped in one prompt with everything I needed for a media company idea and let Genspark Claw work through it It mapped things out step by step and turned it into something I could actually follow I also tested it inside Telegram and it works directly
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Using AI as a Personal Content Strategist
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3/ BUILD YOUR ONE PERSON CONTENT SYSTEM Prompt: Act as a one-person content strategist who applies Dan Koe's content system of writing about one topic from every angle until the internet knows your name. Build a complete content system that positions me as
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Grok Enables Text-Prompt Image Editing Without Traditional Tools
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ICYMI: GROK LETS YOU EDIT IMAGES USING PURE TEXT PROMPTS
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 2 avril 2026
Skip Photoshop, sliders, and layers – just tell Grok what you want, and it updates your image for you.
Brighten scenes, add or remove objects, adjust colors, or overlay text in seconds, all by typing simple instructions. pic.twitter.com/49jYe9NQ99ICYMI: GROK LETS YOU EDIT IMAGES USING PURE TEXT PROMPTS Skip Photoshop, sliders, and layers – just tell Grok what you want, and it updates your image for you. Brighten scenes, add or remove objects, adjust colors, or overlay text in seconds, all by typing simple instructions.
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Next Enterprise Intelligence Era: Better Context Over Bigger Models
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Bottom line: the next era of enterprise intelligence won’t be “bigger models”—it’ll be better context. Watch the full video: Context Engineering—Defining the Next Era of Enterprise Intelligence. In partnership with Elastic. Check out the full article:
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Context Engineering: Organizing Unstructured Data for AI Reasoning
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What is “Context Engineering”? It’s the discipline of stitching your unstructured mess—logs, chats, docs, images—into something an AI can actually reason over. → Vector DBs + hybrid search + embeddings to retrieve by meaning, not keywords. → Decisions anchored in your data,
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Context Engineering: Why Quality Data Beats Volume for AI
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Most teams think “more data = smarter AI.” I make the opposite case: context beats volume. When LLMs are grounded in your company’s own signals—not just the internet—they deliver accurate, explainable decisions at scale. A thread on Context Engineering and why it changes
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From Prompting to Outcome Management: The Digital Coworker Era
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The real “aha” for me: We are moving from prompting… to managing outcomes. Instead of crafting the perfect input, you: → Define the objective
→ Review the execution plan
→ Approve or refine That’s not a better chatbot. That’s a digital coworker. And it changes how -
Training AI to Read and Decide Across Conversations
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I taught the AI how to read and decide over many conversations. It is really good at this point. Each section is done differently. I should get it to explain how it works on each section