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Tak 🦞
@cherry_mx_reds
I build with AI • Art • Games • Model Tester • Community OpenClaw maintainer • Work w/ me: collabs@oneshotprompts.com
1.2K Following    7.7K Followers
Anthropic is now recommending that companies REMOVE unnecessary subagents from their AI systems. This is a pretty significant shift in agent architecture, with their team finding that a single agent equipped with skills can frequently outperform complex multi-agent systems, and one customer seeing roughly 2x faster execution. The emerging rules of thumb: → Skills: Teach the agent HOW to do something, including procedures, expertise, and instructions. → Tools / MCP: Give the agent the ability to DO things through APIs, actions, and live data. → Subagents: Use for parallel work, isolated context, or tasks a single agent struggles with. The interesting part is progressive disclosure. Instead of spawning specialized agents or stuffing everything into a giant prompt, one agent discovers and loads skills and tools as needed. Their advice is to fold existing subagents into the main loop, turn their instructions into skills, expose their actions as tools, and run evals to see if performance holds up. As models have gotten smarter, improving agent architecture is becoming less about what you can add and more about what you can delete.
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I asked for a dot. Fable 5.5 gave me a Pixar side quest. Yeah, it’s over.
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"Hey Fable, please make a cool animation" 15 minutes later. FABLE 5.5 IS SO GOOD AT THESE. HOW???
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Got flagged by Anthropic for “reasoning extraction” because I asked it to generate a contact sheet showing me what it was thinking for a video. Edited the message, removed “what you’re thinking,” hit continue. Worked immediately. 💀
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What is Opus 5.5 bad at? Anyone find its limitations yet? It’s crushed everything I’ve thrown at it.
Grok 4.7 made this in blender. I didn't tell it what to make but only that it should be something it can accomplish in 10 minutes or so. Honestly not bad at all. Not bad at all. Did they train Grok on blender?
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It looks like Sonnet is still routing to the new version. Running some tests!
DeepSeek v4.1 flash made using only Javascript it's a good model sir
Fable 5.1 version for World Warcraft: Forever So gooooood ❤️
Fable 5.2 is pure JS thats it one shot animal edition , i did not even prompt it to be so detailed and it made proper snacks for different animal for someone who saw my account first time may not how i have access to fable 5.2 just check my previous tweet and also opus 5.2 is being tested in claude web @bcherny can i get credits my 200$ subs plan is over @claudeai
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No longer getting routed to the new Opus 😢 I had a feeling because Opus felt bad to talk with and the output was much worse this morning.
2026 is the year of linux desktop
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Reeeeeset 📣📣📣
@udiWertheimer OK fine. But it’s also still coming in Tuesday
current status: extremely low on inference everywhere 😓
I thought Tibo commented on a post of mine But then I took a closer look and noticed something off He’s jacked - what the heck 😂
tomorrow is reset day unless you foolishly used banked resets (like me) tibo, I am asking for one thing: FULL GLOBAL RESET. reset everyone. wipe every counter. restore every limit. no partial reset. no exceptions. no mercy. press the button. history will remember what you do next
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reading AI-generated code in 2026 is like inspecting every pixel after taking a photo bro just use the thing
👀 this looks really good
The upcoming new Opus model is exceptional at 3D tasks, particularly in environments like Roblox Studio. It outperforms both Fable 5.1 and 6 Astra at a lower cost, and is faster. Here's an example that blew me away. The game is fully explorable, and Opus added this tour. It didn't even finish as I had to cut it off (it had been switched back to old Opus and I didn't want any work ruined).
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Opus just created a living watercolor map of the rise and fall of the Roman Empire using only javascript.