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Metas Muse Glimmer tech report is pretty interesting.
Metas Muse Glimmer report describes training agents inside simulated digital lives, complete with 10–14 contacts, weeks of messages, calendars and documents. The agents practice tasks spanning multiple days, while training trajectories containing hallucinated results or unverified claims of success are discarded.
Today we published a technical report on Muse Glimmer, our 30B open-weight model built for agentic tasks on consumer hardware.
It runs at practical speeds on a Mac or PC with a single consumer GPU at 4-bit precision, and leads comparably-sized open models on tool use and multi-step planning.
Read about the model architecture, distillation recipe, quantization and more: go.meta.me/4Bcvxol
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i had to go scrounge up mine -- i was last fiddle farting with Qwen3-VL-8B --- probably a coincidence but One of our interesting candidate options was steering layers 8–27 while reversing the direction at L15. gonna pull that work back up later and see what happens with your recipie
your work is FAR cleaner than my monkey poking.
thank you kindly.
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1/ We discovered something totally unexpected about the neural structure of consciousness that overturns decades of thinking on its biological basis and brings us significantly closer to the recipe for generating conscious awareness.
New preprint: biorxiv.org/content/10.64898… (led by @HesseJanis, with @FrankLanfranchi, @_conor_mcgrory, @Yuelin_Shi, and @EngelTatiana)
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في الماضي كانت الانجازات تنسب لاشخاص بعينهم اما في الحاضر سحقت الرأسمالية الفردانية وصارت الانجازات تنسب لمؤسسات وظيفتها جمع العقول النابغة واستئصال جميع افكارهم بدون اعطائهم اي credit
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"Several vulnerabilities" in the Linux kernel lwn.net/Articles/1097401/
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it's 2026
you wake up to find that 1,313 CVEs have been reported in debian/linux, largely discovered by emerging cyber-capable machine intelligence
thisisfine.gif
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The dura is the brain's armor: a membrane so tough that a surgeon normally cuts through it with a scalpel. For the first time in our clinical trials, we inserted the electrode threads of our implant straight through the dura and into the cortex, keeping the dura intact.
Here's how we did it 🧵