you can literally run 700 clawdbots for a month for the price of one mac mini just get a virtual machine from http://
hetzner.com
AGENTS
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700 clawdbots for a month for the price of one Mac mini
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Agentic AI: From Tools to Systems Thinking
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AI-ready ≠ tool-ready. This cheatsheet shows the real shift: Models → Systems
Prompts → Planning
Outputs → Outcomes Agentic AI rewards systems thinkers — not tool collectors. -
Test-Time Learning: RL Discovers Solutions During Inference
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Learning to Discover at Test Time This paper TTT-Discover shows that by replacing best-of-N prompting with RL at test time on a continuous verifiable reward (via LoRA), it can learn from its own attempts and reliably push past the prior performance. The “learn-while-solving”
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Agentic AI: Master 4 Loops for True Autonomy
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Agentic AI isn’t about learning 10 steps. It’s about mastering 4 loops: Perception → Memory → Planning → Action. Frameworks change. Autonomy principles don’t. Build agents that think in systems, not prompts.
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Using an AI agent to analyze curated community post lists
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I created the lists over 19 years here on X. All by hand. Improved every day. The report was done by an AI agent created by @blevlabs
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Using AI Agents for Automated Research and Analysis
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It is a big trend in AI community. Everyone is setting it up and getting it to do a ton of things. I'm having my agents go through thousands of posts here on X to write the ultimate guide and report about what's going on here. Be back soon. Created by @steipete
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General AI assistant with 24/7 memory and proactive messaging
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This is a general AI assistant that works 24/7, has memory and can message you proactively. Depending on what you can delegate
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Agent-First Software Engineering Democratizes and Amplifies Creative Potential
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inspiring how agent-first software engineering raises both the floor (much easier for anyone to build) and the ceiling (experts can build so much more) of what people can create
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xAI introduces Dev Models on Grok for system prompt and tool calls
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BREAKING : xAI is implementing a new "Dev Models" section on Grok, which allows users to override the base model system prompt, tool calls and more. It could be an enterprise-specific feature
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Multi-Agent Systems: Do Homogeneous Agents Really Improve Performance?
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Are multi-agent systems necessary? Here is a great new paper addressing this. The big assumption most AI devs make today is that more agents lead to better performance. But here is the overlooked reality: most multi-agent systems are homogeneous. All agents typically share