By letting go of dimensions of caring, you encompass a larger space of possibility. As identity expands, specificity disappears, yet no knowledge is lost.
SYSTEMS
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Distributed Unique Primary Keys Architecture Design
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They wrote about how that works here https://
code.flickr.net/2010/02/08/tic
ket-servers-distributed-unique-primary-keys-on-the-cheap/
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Distributed ID Generation: Database Strategy and Flickr Technique
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Leave it to the database, they're really good at that You can also use the Flickr trick if you need it – have multiple ID issuing databases, for example one serving even numbered IDs and one serving odd numbered IDs – then they can create new IDs independently of each other
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AI Acceleration Effects Unknown Within Current Scientific Systems
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To surface a comment from a discussion with @littmath below – as he points out, we don’t know the net effects of this form of acceleration yet This especially true because individual scientists using AI work within systems that may not adapt well to what AI can do.
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AI Assistants Need Structure: JSON for Predictable, Fast Results
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1/ AI is a picky assistant. Give it a vague prompt, and it might give you:
• A list
• A paragraph
• A random poem But give it structure with JSON?
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Residual Stream as Working Memory in Neural Networks
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The residual stream is what psychologists call working memory.
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The Miraculous Complexity of How Systems Actually Work
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The deeper you dig on how something works, the more of a miracle it becomes that anything works at all.
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Autonomous AI System Detects Lunar Craters for Landers
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système IA autonome de détection de cratères lunaires pour atterrisseurs. pic.twitter.com/hXAf3QwWDT
— VISION IA (@vision_ia) 1 août 2025système IA autonome de détection de cratères lunaires pour atterrisseurs.
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Agentic Systems and Adaptive Context Engineering for Complex Environments
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The effectiveness of these agentic systems hinges on adaptive context engineering—especially dynamic context selection and pruning—to help them navigate complex real-world environments. Looking forward to how this evolves!
→ View original post on X — @sudalairajkumar, 2025-08-01 03:23 UTC
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Context Size and System Performance: The Bias-Variance Tradeoff
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Too little context, however, may cause the system to underperform due to lack of relevant signals – much like the classic bias-variance tradeoff.
→ View original post on X — @sudalairajkumar, 2025-08-01 03:23 UTC