#ssm — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #ssm, aggregated by home.social.
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Mamba: архитектура, которая шла убивать трансформеры
В декабре 2023 по ML-тусовке прокатилась волна заголовков в духе «трансформерам конец». Поводом стала статья двух исследователей — Альберта Гу и Три Дао — со скучным названием: «Mamba: моделирование линейно-временных последовательностей с использованием селективных пространств состояний» . Внутри была архитектура, в которой не было механизма внимания, того самого attention, на котором держится весь современный тир-лист нейронок. И при этом она работала на длинных текстах в несколько раз быстрее трансформера, при меньшем расходе памяти. Прошло уже много времени, так что не будет спойлером сказать, что свой трон трансформеры не потеряли. Но история на этом не закончилась, и развязка интереснее, чем «очередной хайп-трейн не взлетел».
https://habr.com/ru/companies/selectel/articles/1057296/
#Mamba #SSM #трансформеры #attention #языковые_модели #нейросети #машинное_обучение #RNN #гибридные_модели #selectel
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TNG eWallet now lets you search SSM company records and download official documents #companyseach #digitallife #news #raffcommgroup #ssm #ssmdocuments #ssmeinfo #tngdigital #tngewallet
https://soyacincau.com/2026/07/02/tng-ewallet-ssm-einfo-company-search-document-downloads/
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New #openaccess publication #SciPost #Physics Core
Interplay of entanglement structures and stabilizer entropy in spin models
Michele Viscardi, Marcello Dalmonte, Alioscia Hamma, Emanuele Tirrito
SciPost Phys. Core 9, 012 (2026)
https://scipost.org/SciPostPhysCore.9.1.012 -
MoE vs. SSM: Два пути из «Тирании Квадрата» Трансформеров
Архитектура Трансформеров уперлась в стену квадратичной сложности O(n²), или «Тиранию Квадрата». В статье мы разбираем два пути решения этой проблемы: Mixture-of-Experts (MoE), масштабирующий знания, и State Space Models (SSM), масштабирующий контекст. Это сравнительный анализ архитектур, которые определяют будущее AI.
https://habr.com/ru/articles/949826/
#llm #moe #ssm #архитектура_трансформер #квадратичная_сложность #State_Space_Models #Mixture_of_Experts
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You know your day is starting when #CloudFront #SSM™ #GammaGroup proxy servers' in SF, CA try to hack you. Again. 😆
#infosec 🤝 ☕ 🤝 👨💻
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So with a local #SSM State Space Model (#Mamba, #RWKV) I can snapshot contexts.
I've now got a general purpose pipe/filter that can feed and read from any saved context, for stable static or dynamic (by re-saving the checkpoint) sessions.
Any of which can become an always ready CLI filter I can pipe stuff through.
*Could* make a local SSM model useful providing instantly ready small named natural language filters that work in the shell just like grep, awk, etc.
Useful?
Don't know yet.
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Turns out my llama_cpp code needed minimal changes to *just work* swapping Falcon-Mamba 7B in for RWKV7 7B.
The Mamba is both faster, and based on a brief test with the same primer text - smarter.
I still haven't figured out if either can actually be useful in any way, but State-Space Models in general are pretty awesome.
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Thing I've been experimenting with the past few days -- "diegetic role based prompting" for a local State Space Model ( #RWKV7 currently).
Tiny llama.cpp Python runner for the model and "composer" GUI for stepping and half-stepping through input only or input and generated role specified output, with saving and restoring of KV checkpoints.
Planning to write runners for #XLSTM 7B & #Falcon #MAMBA 7B to compare.
Started 'cause no actual #SSM saving, resuming examples.
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CW: #uspol #Election2024 #StateSponsoredMalware #DNS
I.T. would be interesting on the ' what shows up in the 2M+ #GammaGroup installs list.txt from 7 swing states ' targeting 18-25yr olds when their #DNS all update to an open source #infosec provider & finish up their #investigations into #RICO via #SSM & unpaid licenses' on their clients ☣️🔍🧐
#RTDNA #GammaGroup #SSM #Election2024 #RICO #uspol #ClientDNSupdates #OpenDNS ☣️🔍🧐
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Finally! After I don't even know how much head-banging, I've got a State Space Model (RWKV7) running using llama.cpp with GPU offloading and memory states successfully saved and restored. And I *think* the same code can be minimally modified for Mamba (Mistral, Falcon).
Yay for infinite context length!
And for massive time and energy savings.
llama.cpp: https://github.com/ggml-org/llama.cpp
Llama CPP Python: https://pypi.org/project/llama-cpp-python/
RWKV7 live demo: https://huggingface.co/spaces/BlinkDL/RWKV-Gradio-2
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You’re security testing AWS infrastructure. You’ve done the work and need to exfiltrate the evidence files. But there's no internet access and no inbound ports... 🤔
Here’s how to use AWS Services Systems Manager (SSM) to create a port forwarding session, access what you need, and securely exfiltrate data with a simple Python web server.
📌 Read the blog post here: https://www.pentestpartners.com/security-blog/how-to-transfer-files-in-aws-using-ssm/
#AWS #CloudSecurity #PenTesting #CyberSecurity #SSM #Infosec #Python #RedTeam -
Часть 4: Mamba — State Space Models vs трансформеры
Mamba — революция в обработке длинных последовательностей! Mamba — State Space Models vs трансформеры, что лучше?!
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The Anatomy of Autofocus: How Cameras and Lenses Achieve Perfect Focus https://petapixel.com/2025/07/03/the-anatomy-of-autofocus-how-cameras-and-lenses-achieve-perfect-focus/ #contrastdetection #depthfromdefocus #hybridautofocus #phasedetection #voicecoilmotor #steppingmotor #Educational #linearmotor #Technology #ultrasonic #autofocus #Guides #Canon #nikon #dpaf #pdaf #Sony #dfd #hsm #ssm #stm #swm #usm #vcm
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One thing in #amer you _never_ hear about is how #GammaGroup's #FinFisher #FinSpy #Finsky is WAAAY WORSE than #NSOGroup's #Pegasus but do hear about their competition alternatives, #paragon
#RTDNA #infosec #SpyWare #StateSponsoredMalware #SSM #journalism
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PSA: If you use AWS Incident Manager and trigger incidents with Lambda you may need to allow the `ssm-contacts:StartEngagement` action for your lambda role.
Our Incident Manager stopped working sometime in the past 2-3 days, and now works again after adding the statement to the policy. Still investigating when and what changed. 🤔
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Novel IBM Bamba Hybrid AI Model Targets Speed Limits of Transformer Architecture
#AI #GenAI #Transformers #IBM #BambaAI #LLMs #AI #MachineLearning #DeepLearning #SSM #StateSpaceModel #Mamba2 #AIResearch #CMU #Princeton #UIUC #GraniteAI #AIEfficiency
https://winbuzzer.com/2025/04/29/ibm-bamba-hybrid-ai-targets-transformer-speed-limits-xcxwbn/
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Bamba: An open-source LLM that crosses a transformer with an SSM
https://research.ibm.com/blog/bamba-ssm-transformer-model
#HackerNews #Bamba #LLM #open-source #transformer #SSM #AI
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WOT a great video illustrating what #StateSponsoredMalware™ ( #SSM™ ) from #GammaGroup does to your devices.
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People are often complicit with cruelty and injustice, especially when empathy and love come with a price tag.
Will I still have the right to marry in the future? That’s unclear.
https://buff.ly/3CWl3QM -
Attributes of these #identitytheft rings include:
¹ #cryptowallettheft
² #breakingandentering coordination
³ #stalking
⁴ #theft#GammaGroup #FinFisher #FinSpy #Finsky #StateSponsoredMalware™ #SSM™ #CALEA #CALEAGreyMarket #RTDNA #news
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So is 2025 the year we will get #Synology switches? Does this mean that #SSM #SynologySwitchManager will be the new OS? Time will tell...
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My first research summary post is about my collaboration with Andrew Anderson and Joseph Mozingo (University of Utah) and Harry Kim (Texas Scottish Rite Hospital for Children) to produce a framework for statistical shape modeling of Perthes' disease!
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What iF there was an 18-24yr old group of new voters, let's say 3M of them, & #StateSponsoredMalware was used to ' force a vote a certain way '.
That would definitely be on the ledger of investigations, for sure, right Brazil? 🙄🤨
#uspol #SSM™ #VoterIntimidation #SwingStates #Elwction2024 🙄🤨
#infosec #delivers_dtignite_com
#GammaGroup #FinFisher #FinSpy #Finsky
