this is a great read on thinking through how to simplify agent orchestration to it’s core interestingly converges on an architecture very similar to babyagi 2, which stored functions (agent tools) in a db with input/output/dependencies/keys, and the started agent could crud+exec
SYSTEMS
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Claude’s Global Workload Capacity and Scalability Limits
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Yes. And my question is: how much workload can #Claude handle at any given time to meet global demand?
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ICLR 2026: Five Papers on Real AI System Challenges
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Research from ICLR 2026 From long-context limits to many-shot prompting and speculative prefill, our team presented 5 papers focused on real system challenges in AI.
What works, what doesn’t, and where things break. https://
arxiv.org/abs/2510.04618 https://
arxiv.org/abs/2602.16069 -
Retrieval Planning for Enterprise-Scale Frontier Models
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A retrieval planner that runs before the frontier model gets way more interesting at enterprise scale.
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How Listen Builds System of AI Agents Subagents
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Watch the full episode: YouTube: https://
youtube.com/watch?v=YTTH-0
XXEBE
… Apple Podcasts: https://
podcasts.apple.com/us/podcast/how
-listen-builds-a-system-of-ai-agents-subagents/id1891551672?i=1000763262614
… Spotify: https://
open.spotify.com/episode/5t8U5I
ese5vS0p6wFtrnuN?si=2c718878ce3f463f&nd=1&dlsi=e18b37d7f06a4091
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Spiking Neural Logic Circuits for Sequential Biocomputation
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Planar Neuronal Logic Circuit Designs Using Spiking Model! A Framework for Sequential Biocomputation! #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #LLM #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless
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AI Method Reveals Hidden Rules in Complex Systems
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Can your AI truly grasp the hidden rules of a complex system without forgetting the important details? Researchers from UCL, Imperial College London, and the Santa Fe Institute have cracked the code. They introduce an information-theoretic Lagrangian method that balances
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Apple Presents Stochastic KV Routing for Adaptive Cache Sharing
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Apple presents Stochastic KV Routing Enabling Adaptive Depth-Wise Cache Sharing paper: https://
huggingface.co/papers/2604.22
782
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Organizing Heterogeneous Agents as Real-World Company
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From Skills to Talent
— AK (@_akhaliq) 28 avril 2026
Organising Heterogeneous Agents as a Real-World Company
paper: https://t.co/AdEEgAvXsx pic.twitter.com/BkhAe2R1tMFrom Skills to Talent Organising Heterogeneous Agents as a Real-World Company paper: https://
huggingface.co/papers/2604.22
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24GB RAM Model Achieves 150K Token Context Window
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24gb ram 150k context in: about 200
out: screenshot below ↓