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Intro to Render Sandboxes – Render Docs

Intro to Render Sandboxes – Render Docs | AI News | Scoop.it
Run untrusted code in an isolated, on-demand environment.
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Sumary secures $25M to expand its accounting software across Europe

Sumary secures $25M to expand its accounting software across Europe | AI News | Scoop.it
Sumary develops an AI-powered accounting platform that automates bookkeeping, financial reporting and compliance tasks, helping accounting firms streamline operations, reduce manual work and focus more on client advisory services.
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AI-driven managed security startup Daylight raises $80M on 40-fold revenue growth

AI-driven managed security startup Daylight raises $80M on 40-fold revenue growth | AI News | Scoop.it
AI-driven managed security startup Daylight raises $80M on 40-fold revenue growth - SiliconANGLE
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Industrial automation startup Path Robotics raises $300M in funding

Industrial automation startup Path Robotics raises $300M in funding | AI News | Scoop.it
Industrial automation startup Path Robotics raises $300M in funding - SiliconANGLE
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Physical AI: come ALBA Robot porta l'AI nel mondo reale

Physical AI: come ALBA Robot porta l'AI nel mondo reale | AI News | Scoop.it
Physical AI, dalla teoria alla realtà: ALBA Robot sviluppa veicoli autonomi per aeroporti e ospedali. La sfida della mobilità intelligente.
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Lexroom lancia «lex», il primo agente AI per avvocati che lavora su WhatsApp | Corriere.it

Lexroom lancia «lex», il primo agente AI per avvocati che lavora su WhatsApp | Corriere.it | AI News | Scoop.it
La startup italiana porta l'intelligenza artificiale nelle chat per gestire appuntamenti, scadenze e documenti legali. Il servizio debutta in cinque Paesi europei, mentre la società supera i 30 milioni di ricavi
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Announcing .NET 11

Announcing .NET 11 | AI News | Scoop.it
.NET 11 is here with C# 15, faster developer tools, runtime and library improvements, and new capabilities for web, mobile, desktop, and AI apps.
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Anthropic launches Claude Meetings to turn workplace discussions into plans and tasks

Anthropic launches Claude Meetings to turn workplace discussions into plans and tasks | AI News | Scoop.it
As participants talk, Claude can draft the plan being discussed, map out a timeline on a whiteboard, answer questions in the meeting chat, and access connected work apps to retrieve information, such as last year's figures.
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elvis on X: "Physical AI is the next frontier. But data is a huge bottleneck.
The big challenge is that robots need to see how people work with their hands. That data is hard to collect and label....

Physical AI is the next frontier. But data is a huge bottleneck.

The big challenge is that robots need to see how people work with their hands. That data is hard to collect and label.

Memories Upload from @memories_ai turns everyday first-person video into robot training data.
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elvis on X: "Impressive paper from Robbyant on physical AI.
(bookmark it)
Robot hands use a range of tactile sensors, and a model trained on one sensor can struggle to transfer to another.
That'...

Impressive paper from Robbyant on physical AI.

(bookmark it)

Robot hands use a range of tactile sensors, and a model trained on one sensor can struggle to transfer to another.

That's a big challenge in robotics right now.

LingBot-Touch is a foundation model to address this challenge. It was pre…
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BotPsy: On-Device Personal Assistant with a Sub-Billion-Parameter Agentic Language Model

BotPsy: On-Device Personal Assistant with a Sub-Billion-Parameter Agentic Language Model | AI News | Scoop.it
A Blog post by QVAC on Hugging Face
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Zyphra Releases ZONOS3-Mini: Open-Source TTS With 100M Active Parameters

Zyphra Releases ZONOS3-Mini: Open-Source TTS With 100M Active Parameters | AI News | Scoop.it
Zyphra’s ZONOS3-Mini is an open-source text-to-speech model with 100M active parameters, cloning and real-time on-device speech generation.
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elvis on X: "I'm bullish on new architectures for long-running agents.
But long context needs to be practical to serve.
Sugar Glider is a new family of LLM architectures from @i14labs built for l...

I'm bullish on new architectures for long-running agents.

But long context needs to be practical to serve.

Sugar Glider is a new family of LLM architectures from @i14labs built for long contexts.

It keeps a fixed-size KV cache as context grows. At one million tokens, i14 reports up to 32x more r…
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elvis on X: "Learn to build a custom harness, folks.
This Microsoft work builds a harness to improve long-context reasoning without synthetic data or post-training.
(bookmark it)
They show that ...

Learn to build a custom harness, folks.

This Microsoft work builds a harness to improve long-context reasoning without synthetic data or post-training.

(bookmark it)

They show that Llama3-8B gains 64.18 points on average across long-context benchmarks with no training at all. The gain comes from…
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Dresden-based Sparxity raises €80 million for sparse-native AI computing

Dresden-based Sparxity raises €80 million for sparse-native AI computing | AI News | Scoop.it
Sparxity, a German innovator in sparse-native computing, today announced the close of its Series A bringing cumulative funding to €80 million ($90
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Oura to acquire AI-native primary care startup Counsel Health for $625M

Oura to acquire AI-native primary care startup Counsel Health for $625M | AI News | Scoop.it
The deal comes a few weeks after Oura postponed its up to $2.2 billion IPO indefinitely, citing “uncertainty in the IPO market.”
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AI, Italia lenta in Europa: tutti i numeri di un ritardo

AI, Italia lenta in Europa: tutti i numeri di un ritardo | AI News | Scoop.it
Secondo il rapporto BEI 2026, l'AI generativa è usata dal 48% delle imprese italiane, contro il 67% dell'Ue: l'Italia è terzultima. In più, il 33% non ne prevede l'adozione nei prossimi 12 mesi. E tra le aziende che già la utilizzano, soltanto il 19% vede i benefici principali
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Metis: il tutor AI di Soma per università e aziende

Metis: il tutor AI di Soma per università e aziende | AI News | Scoop.it
Soma presenta Metis, il tutor digitale che migliora l’apprendimento nelle università tramite intelligenza artificiale.
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GoogleChrome/modern-web-guidance: Keep your coding agent up to date with the latest web best practices ·

GoogleChrome/modern-web-guidance: Keep your coding agent up to date with the latest web best practices · | AI News | Scoop.it
Keep your coding agent up to date with the latest web best practices - GoogleChrome/modern-web-guidance
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Adobe brings AI agents and new creative tools to Photoshop, Premiere, and Firefly

Adobe brings AI agents and new creative tools to Photoshop, Premiere, and Firefly | AI News | Scoop.it
Adobe is taking on Figma with a new prototype builder tool in Firefly.
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Whiteboards, Sheets, and Data | by Anthropic

Whiteboards,  Sheets, and  Data |  by Anthropic | AI News | Scoop.it
Brainstorm on a shared whiteboard, build a spreadsheet, and share dashboards with your team, all with Claude. Available today on all paid plans.
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Apple has new Mac app coming to make running local AI models easy

Apple has new Mac app coming to make running local AI models easy | AI News | Scoop.it
Leaker Aaron Perris has discovered evidence of a new Mac app in the works at Apple that makes it easy to run local AI models.
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Bring Your Own Expert! Extending MoE Models with New Domain Expertise

Bring Your Own Expert! Extending MoE Models with New Domain Expertise | AI News | Scoop.it
A Blog post by TNG Technology Consulting GmbH on Hugging Face
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Decision Models in Hugging Face

Decision Models in Hugging Face | AI News | Scoop.it
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
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MiniMax releases H3-Image as open weights

MiniMax releases H3-Image as open weights | AI News | Scoop.it
MiniMax has published MiniMax-H3-Image on Hugging Face, with API, Hailuo and MiniMax Code access, a community licence, and 16-megapixel, 16-reference specs.
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[2611.13548] Massive Activations Confound Sparse Autoencoders

[2611.13548] Massive Activations Confound Sparse Autoencoders | AI News | Scoop.it
Sparse autoencoders (SAEs) are commonly evaluated by variance explained and ablation damage. We show how massive activations undermine both evaluations, and propose a correction. Massive activations cause up to 99.9% of activation variance to lie along the first principal component (PC1). Because the PC1 component has no unique sparse decomposition, each SAE run rebuilds it from a different set of features. These features dominate importance rankings: an average of 47 of the 50 most important features are unmatched in a separate run, compared with about 27 of a random 50. A dictionary can also report 99.96% of variance explained while leaving 33% of the variance outside PC1 unexplained. We bypass PC1 by training the SAE on activations with PC1 removed, then adding PC1 to the reconstruction. In affected models, the top-50 feature sharing rate rises from 4-39.5% to 73-99.5%. At the same TopK sparsity, the resulting SAE degrades the model up to 44% less and reduces content reconstruction error by up to 33.9%.
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