I've spent seven years prompting AI systems. Here's the simple framework I'd give a friend to help them get the most out of AI agents:
AGENTS
-
AI Agents Need Fast Inference Speed for Continuous Reasoning Loops
By
–
AI agents don’t just answer once, they loop, reason, and keep going.
— SambaNova (@SambaNovaAI) 21 avril 2026
That’s why inference speed actually matters. Every step adds latency.
Premium inference is about keeping it all moving at 200+ t/s without breaking efficiency.
🔗 Read more: https://t.co/LKvL4KshaF pic.twitter.com/L6wPxk6ahWAI agents don’t just answer once, they loop, reason, and keep going. That’s why inference speed actually matters. Every step adds latency. Premium inference is about keeping it all moving at 200+ t/s without breaking efficiency. Read more: https://
sambanova.ai/blog/sambanova
-and-intel-blog?utm_source=x&utm_medium=organic&utm_content=blog-announcement
… -
Claude Code Integration Transforms Max and Agent Workflows
By
–
Since then, we bundled Claude Code into Max and it took off after Opus 4. Cowork landed. Long-running async agents are now everyday workflows. The way people actually use a Claude subscription has changed fundamentally.
-
Model Search Behavior in Agentic AI Systems Lacks Relevance
By
–
But then the search attempt it makes prior to generating during the Thinking step has zero relevance, and that doesn't sit right with me. The model is already agentic enough to search for the relevant and correct info to pass it to the image model's context, and it's not doing
-
Agent S generates images and designs UI slides
By
–
Try it: https://
agent-s.app, and just ask it to generate you some images, or design a UI/slides for you! -
GPT-Image-2 Enables Professional-Quality Slide Decks and Apps
By
–
GPT-Image-2 is absolutely fucking insane.
— Matt Shumer (@mattshumer_) 21 avril 2026
I added it as a tool that Agent-S can use, and it's now generating slide decks + apps that look like they were designed by pros.
This is easily the biggest step up in image generation I've seen in years.
Just look at what it made: pic.twitter.com/1uUAibKVPBGPT-Image-2 is absolutely fucking insane. I added it as a tool that Agent-S can use, and it's now generating slide decks + apps that look like they were designed by pros. This is easily the biggest step up in image generation I've seen in years. Just look at what it made:
-
Claude Code director explains agent workflow and improvement system
By
–
The director of Claude Code shared his workflow He explains how he plans complex tasks, divides work with subagents, a continuous improvement system based on errors, and much more Here it is for you to save
-
Connecting Enhanced Primates to Claude Code Systems
By
–
I know this is a joke but what what if we did connect juiced up monkeys to claude code?
-
Lyft’s 8 AI Agents Resolve 35% Customer Issues
By
–
@Lyft is heading to Interrupt. Over the last year, Lyft built 8 AI agents that are capable of fully resolving 35% of all customer issues. Head of Data Science, Safety and Customer Care Nick Ung will take us through the evals used internally, how they scale evals with