Pay attention to this one if you build multi-agent systems.
Coordination is as important as prompts or agent architecture.
Multi-agent LLM systems fail in production at rates between 41% and 87%.
The majority of those failures are coordination defects, not base-model capability. Most published comparisons of multi-agent architectures can't even tell you whether the gain came from coordination or from one configuration just having larger context windows.
This new research argues that coordination should be treated as a configurable architectural layer, separable from agent logic and from information access. Then it backs the position with an information-controlled experiment: same LLM, same tools, same prompt template, same per-call output cap. The only thing that varies is coordination structure.
Why it matters:
until you control for information access, "multi-agent beats single-agent" doesn't actually mean coordination won. This paper gives you a cleaner methodology for actually testing it, and a vocabulary for reasoning about coordination as architecture instead of plumbing.
Paper: https://t.co/8m0P8kCQ2a
Learn to build effective AI agents in our academy: https://t.co/LRnpZN7L4c
@bcherny I am using Claude Code most time with my Laptop, mobile App and occasional desktop app.
Any roadmap to keep https://t.co/tPnV5Su5Hh, Instructions stuffs across devices ?
This is insane!
I just used the new Claude Code Playground plugin to level up my Nano Banana Image generator skill.
My skill has a self-improving loop, but with the playground skill, I can also pass precise annotations to nano banana as it improves the images.
It's so good!
Best GitHub Repos to Learn AI From Scratch in 2026:
1. Andrej Karpathy – Neural Networks: Zero to Hero
https://t.co/8wrukS6Vqm
2. Hugging Face Transformers
https://t.co/AtyDLv7NXI
3. FastAI/fastb
https://t.co/DsmaVa0WuT
4. Made-With-ML
https://t.co/bIlKIjWN9J
5. ML System Design
https://t.co/8mgOFAZCQD
6. Awesome Generative AI guide(
https://t.co/AmuUmfvJTD
7. Dive into Deep Learning
https://t.co/ntRDPNjOFr
Facebook once bought a VPN app for $120M and turned it into a surveillance tool that spied on 33M+ users' entire phones for years.
This app helped Zuck buy WhatsApp for a whopping $19B and break Snapchat's encryption.
Thread
@FellouAI – AI That Browses and Works
🔥 Free access → https://t.co/CAMVGWy0iQ
→ Researches, plans & executes for you
→ Automates tasks 3.1× faster than OpenAI DeepResearch
→ Visual reports. Smarter workflow. Zero scroll
OpenPubkey is newly open-sourced through a collaboration of @getBastionZero, Docker, and the @linuxfoundation. We’d love for you to try it out and contribute!
https://t.co/BuN66K0fh4
HEART BEAT - 歌詞 (英訳) (English Lyrics)
YOASOBI (@YOASOBI_staff)
Song is based on 1,000 messages from 18 year-olds about their worries/ambitions!
Likes/shares/follows much appreciated, and give credit if you use it!!!
#YOASOBI#NHK18祭#HEARTBEAT#YOASOBIHEARTBEAT
My F5 exploit landed to @metasploit earlier today. It includes unauthenticated code execution as root, with admin hash dumping and account cleanup. https://t.co/S8v0yrFyg3