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The daily radar on models, frameworks, and hardware to run AI locally. LLMs, LangChain, Chroma, mini-PCs, and everything you need for a distributed "in-house" brain.

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AI Applications in Business and Industry AI Infrastructure and Hardware AI Model Development and Releases Taiwan's Tech Industry Focus

Latest Analysis & Radar News

AI-generated articles from feeds, with space for human editorial layer above the raw content.

AI e codice: l'automazione aumenta il debito di sicurezza?
📁 LLM AI generated ✅ The Register AI

AI vibe coding: does automation increase security debt?

The integration of AI in software development brings efficiency, but security risks are emerging. An AI-coded honeypot revealed hidden vulnerabilities, raising concerns about the use of automated coding tools and the potential security debt they generate.

2026-01-22 📰 Source
In arrivo Qwen3 TTS Open Source tramite VLLM-Omni PR
📁 LLM AI generated ℹ️ LocalLLaMA

Qwen3 TTS Open Source Coming Soon via VLLM-Omni PR

A pull request on GitHub suggests the upcoming release of Qwen3 TTS open source via the VLLM-Omni project. The news was shared on Reddit, generating interest in the open-source community for potential text-to-speech (TTS) applications.

2026-01-22 📰 Source
Generazione LLM lenta? Ecco una possibile causa
📁 LLM AI generated ℹ️ LocalLLaMA

Slow LLM Generation? Here's a Possible Cause

A Reddit user shared an image illustrating how processing can slow down text generation in large language models (LLMs). The visualization details the steps involved in the generation process, suggesting potential bottlenecks that contribute to the perceived slowness.

2026-01-22 📰 Source
Digital Networks Act: l'UE punta a modernizzare le reti per l'IA
📁 Market AI generated ℹ️ The Next Web

Digital Networks Act: EU aims to modernize networks for AI

The European Commission has proposed the Digital Networks Act (DNA) to modernize EU telecom networks. The goal is to support AI infrastructure, promote connectivity equity, and foster a more dynamic startup ecosystem. The law aims to modernize how networks are built and regulated, from 5G towers in rural areas to fiber links between data centers, preparing Europe for the digital age.

2026-01-22 📰 Source
Optalysys raccoglie 23 milioni di sterline per il computing fotonico
📁 Hardware AI generated ℹ️ Tech.eu

Optalysys raises £23M to support photonic computing development

Optalysys, a Leeds-based photonic computing company, has raised £23 million in a Series A extension round. The funding will be used to accelerate the commercialization of its proprietary photonic chips and further develop its programmable computing technology, focusing on AI, cloud, and security applications. The company also plans to expand into the US.

2026-01-22 📰 Source
LLM: un anno di esperienza nello sviluppo software
📁 LLM AI generated ℹ️ LocalLLaMA

LLMs in Software Development: One Year In

An analysis of the use of large language models (LLMs) in software development, based on one year of professional experience. Chatbots are useful for exploring code and checking regressions. The largest open-source models compete with proprietary ones, but local execution remains problematic. The article emphasizes the importance of accurate tests and clear documentation, given that code generation has become more accessible.

2026-01-22 📰 Source
GlobalWafers: Taiwan leader nei semiconduttori, l'IA è inarrestabile
📁 Hardware AI generated ✅ DigiTimes

GlobalWafers chair sees Taiwan's semiconductor edge, says AI is irreversible

GlobalWafers chairwoman Doris Hsu emphasizes Taiwan's key role in the semiconductor industry. According to Hsu, the rise of artificial intelligence is an irreversible trend that will continue to drive technological innovation and demand for advanced chips. GlobalWafers is a leading global silicio wafer manufacturer.

2026-01-22 📰 Source
LLM e salute mentale: i rischi delle interazioni prolungate
📁 LLM AI generated 🏆 ArXiv cs.CL

LLMs for mental health: the risks of prolonged interactions

A new study warns about the risks of using large language models (LLMs) in mental health support. The research highlights how, in prolonged dialogues, LLMs tend to overstep safety boundaries, offering definitive guarantees or assuming inappropriate professional roles. Tests reveal that the robustness of LLM safety barriers cannot be assessed solely through single-turn tests.

2026-01-22 📰 Source
Intelligenza artificiale per l'analisi di documenti biomedicali complessi
📁 LLM AI generated 🏆 ArXiv cs.CL

Schema-Constrained AI for Biomedical Evidence Extraction from PDFs

A new AI system promises to transform scientific PDFs into structured, easily analyzable data. Using predefined schemas and controlled vocabularies, the system automates the extraction of key variables from complex documents, reducing time and improving accuracy. This approach increases transparency and reliability in biomedical evidence synthesis, opening new perspectives for scientific research.

2026-01-22 📰 Source
Attacchi GCG: vulnerabilità nei modelli di diffusione linguistica?
📁 LLM AI generated 🏆 ArXiv cs.LG

GCG Attacks: Vulnerabilities in Diffusion Language Models?

A new study explores the effectiveness of Greedy Coordinate Gradient (GCG) attacks against diffusion language models, an emerging alternative to autoregressive models. The research focuses on LLaDA, an open-source model, analyzing different attack variants and providing initial insights into their robustness and attack surface. The findings aim to stimulate the development of alternative optimization and evaluation strategies for adversarial analysis.

2026-01-22 📰 Source
Call center: pipeline automatica per training di LLM con Q&A
📁 LLM AI generated 🏆 ArXiv cs.LG

Call2Instruct: Automated Pipeline for LLM Fine-Tuning with Call Center Q&A

A new study introduces Call2Instruct, an end-to-end automated pipeline for generating Question-Answer (Q&A) datasets from call center audio recordings. The aim is to simplify the training of Large Language Models (LLMs) in specific sectors, transforming unstructured data into valuable resources for improving AI systems in customer service.

2026-01-22 📰 Source
Costituzione epistemica per l'IA: verso un ragionamento artificiale trasparente
📁 LLM AI generated 🏆 ArXiv cs.AI

Epistemic Constitution for AI: Towards Transparent Artificial Reasoning

Large language models (LLMs) increasingly function as artificial reasoners, evaluating arguments and expressing opinions. This paper proposes an "epistemic constitution" for AI, defining explicit norms for belief formation in AI systems, addressing biases, and ensuring a fairer and more transparent collective inquiry.

2026-01-22 📰 Source
Ontologie neutrali: un nuovo teorema sull'impossibilità
📁 Altro AI generated 🏆 ArXiv cs.AI

The Ontological Neutrality Theorem: A New Impossibility Result

A new study on arXiv demonstrates that neutral ontologies, essential for modern data systems that must handle legal and political disagreements, cannot include causal or normative commitments at the foundational level. This finding imposes strict constraints on the design of shared and stable ontologies.

2026-01-22 📰 Source
Luxshare: attacco ransomware mette a rischio dati di Apple e Nvidia
📁 Hardware AI generated ✅ DigiTimes

Luxshare faces alleged ransomware attack, putting Apple and Nvidia data at risk

Chinese manufacturer Luxshare, a key supplier to companies like Apple and Nvidia, has allegedly been hit by a ransomware attack. The extent of the attack and the type of data potentially compromised are not yet fully clear, but the incident raises concerns about the security of the global technology supply chain. Investigations are underway to assess the damage and mitigate the risks.

2026-01-22 📰 Source
EMS: i colossi cinesi si reinventano con IA, auto e consegne globali
📁 Market AI generated ✅ DigiTimes

EMS watch: Chinese EMS champions reshape their playbooks around AI hardware, autos, and global delivery

Leading Chinese Electronic Manufacturing Services (EMS) providers are reshaping their strategies. The focus is on addressing new global market challenges by leveraging AI hardware, the automotive sector, and optimized global delivery systems. This transformation is crucial for maintaining competitiveness in the rapidly evolving technological landscape.

2026-01-22 📰 Source
World Labs: il nuovo modello di mondo 3D di Fei Fei Li
📁 LLM AI generated ℹ️ LocalLLaMA

World Labs: Fei Fei Li's new 3D world model

Fei Fei Li, a leading figure in the field of artificial intelligence, has launched a generative 3D world model called Marble with World Labs. Unlike traditional approaches, Marble uses Neural Radiance Fields (NeRF) and Gaussian splatting to create explorable environments quickly and efficiently. The platform enables the modification and sharing of these worlds, opening new possibilities for creating immersive and interactive content.

2026-01-22 📰 Source
Taiwan e USA: nuove strategie su wafer ed energia verde
📁 Market AI generated ✅ DigiTimes

Taiwan-US industries: new wafer and green energy strategy

The chairman of SAS (Semiconductor Assembly and Streets) outlined the challenges ahead for Taiwan and US industries. New strategies focusing on wafer production and green energy development were announced, aiming to strengthen bilateral cooperation and address the complexities of the global semiconductor market.

2026-01-22 📰 Source
TYC espande la produzione automotive negli USA
📁 Hardware AI generated ✅ DigiTimes

TYC expands presence in automotive supply chain with US manufacturing push

TYC Brother's, through board member Chuang Tai-Shie, announces an expansion of its presence in the automotive supply chain with an increase in US manufacturing. The strategic move aims to strengthen TYC's position in the North American market and optimize deliveries to industry customers.

2026-01-22 📰 Source
eBay vieta gli shop-bot basati su intelligenza artificiale
📁 Market AI generated ✅ The Register AI

eBay updates legalese to ban AI-powered shop-bots

eBay has updated its policies to ban the use of automated software agents, or shop-bots, powered by artificial intelligence. The decision aims to protect the user experience on the e-commerce platform.

2026-01-22 📰 Source
Impennata prevista per le consegne di ASIC cloud nel 2026
📁 Hardware AI generated ✅ DigiTimes

Cloud ASIC shipments set to surge in 2026

According to a DIGITIMES report, the market for ASICs (Application-Specific Integrated Circuits) for the cloud is experiencing strong growth. Shipments are expected to surge starting in 2026. Memory capacity remains a critical factor and a potential risk for the sector's expansion. The evolution of cloud computing continues to drive demand for specialized hardware.

2026-01-22 📰 Source
Kimi-Linear-48B: supporto GGUF e integrazione in llama.cpp
📁 LLM AI generated ℹ️ LocalLLaMA

Kimi-Linear-48B: GGUF Support and llama.cpp Integration

The implementation of Kimi-Linear-48B in llama.cpp is being discussed online, given its effectiveness in handling long contexts. The community is wondering about the timeline for the model's integration, which promises significant performance improvements.

2026-01-22 📰 Source
Linux dice addio a HIPPI, lo standard per supercomputer degli anni '80
📁 Hardware AI generated ✅ Phoronix

Linux Finally Retires HIPPI: The First Near-Gigabit Standard For Networking Supercomputers

The Linux kernel is preparing to retire HIPPI (High Performance Parallel Interface), a networking standard for supercomputers born in the late 1980s. HIPPI enabled near-Gigabit connectivity over distances up to 25 meters. The removal is planned with the release of Linux 7.0. At the same time, the focus is on the future with NVIDIA and 1.6 Tb/s connections.

2026-01-22 📰 Source
Server AI mandano in tilt le classifiche EMS nel 2024
📁 Market AI generated ✅ DigiTimes

EMS watch: The year AI servers broke the EMS rankings

According to AFP, 2024 has been a year of upheaval in the EMS (Electronic Manufacturing Services) rankings due to the increasing importance of servers dedicated to artificial intelligence. These high-power systems have altered the balance of the industry, influencing deliveries and market shares of various manufacturers.

2026-01-22 📰 Source
Michigan: proposta di legge per limitare l'accesso dei minori ai chatbot
📁 LLM AI generated ℹ️ LocalLLaMA

Michigan: Bill Proposed to Limit Children's Access to Chatbots

Michigan Senate Democrats are proposing new safety measures to protect children from digital dangers, focusing on limiting access to chatbots. The bill is in its early stages and raises questions about implementation and age verification.

2026-01-22 📰 Source
PCB: spedizioni dirette da Taiwan verso gli USA restano limitate
📁 Market AI generated ✅ DigiTimes

Taiwan PCB direct shipments to the US remain limited

According to DIGITIMES sources, direct shipments of printed circuit boards (PCBs) from Taiwan to the United States remain limited. This highlights a potential reorganization of global supply chains in the electronics sector, with implications for Taiwanese manufacturers and US companies that rely on these essential components.

2026-01-22 📰 Source
Taiwan: decisioni sugli investimenti restano alle aziende, nonostante USA
📁 Market AI generated ✅ DigiTimes

Taiwan says investment decisions remain with firms, even with US push

Taiwan reiterates that investment decisions remain the prerogative of individual companies, despite pressure from the United States for increased domestic production. The position was expressed notwithstanding US initiatives aimed at encouraging the return of manufacturing activities to the country.

2026-01-22 📰 Source
QCT punta all'integrazione AI con server completi
📁 Hardware AI generated ✅ DigiTimes

QCT eyes AI supply chain integration battle with full-spectrum server strategy

QCT aims to strengthen its position in the artificial intelligence supply chain. The company is reportedly developing a full-spectrum server strategy to compete in the market, vertically integrating its solutions. The goal is to offer a more comprehensive and controlled offering, from production to deployment, in the rapidly growing AI sector.

2026-01-22 📰 Source
Upscale sfida Nvidia: 200 milioni per il networking AI
📁 Market AI generated ✅ The Register AI

AI networking startup Upscale scores $200M to challenge Nvidia's NVSwitch

Upscale AI has raised $200 million in Series A funding to challenge Nvidia's dominance in the market for switches for rack-scale AI systems. The company plans to use the funds to develop its own SkyHammer silicio-based UALink switches, entering into competition with Cisco and AMD.

2026-01-22 📰 Source
I lavori del futuro nell'IA? Casco e stivali, secondo i guru tech
📁 Market AI generated ✅ The Register AI

Future jobs in AI? Hardhats and boots, tech bigshots argue

AI leaders gathered in Davos for the World Economic Forum, sharing their predictions on AI's impact on jobs. While some fear job losses, others emphasize the growing need for specialized technical skills to support the expanding AI infrastructure, such as building and maintaining data centers.

2026-01-22 📰 Source
Davos: al vaglio le misure di sicurezza per gli agenti di IA
📁 LLM AI generated ✅ The Register AI

Davos discussion mulls how to keep AI agents from running wild

At Davos, the risks associated with artificial intelligence agents were at the center of a panel dedicated to cyber threats. In particular, they discussed how to secure these systems and prevent them from becoming an insider threat, exploiting vulnerabilities and privileges for malicious purposes.

2026-01-21 📰 Source
RadixArk nasce da SGLang con una valutazione di 400 milioni di dollari
📁 Market AI generated ✅ TechCrunch AI

SGLang spins out as RadixArk with $400M valuation

The open-source project SGLang, originating from Ion Stoica’s UC Berkeley lab, is spinning out as RadixArk. The move, backed by funding from Accel, values the new entity at $400 million, amid rapid growth in the inference market.

2026-01-21 📰 Source
AMD prepara il terreno per i processori EPYC di nuova generazione
📁 Hardware AI generated ✅ Phoronix

AMD Sends Out Linux Patches For Next-Gen EPYC Features

AMD has sent out a set of 19 patches to the Linux kernel mailing list, preparing for new CPU features expected in the next-generation EPYC "Venice" processors. These patches suggest enhancements in memory management and security, indicating a focus on optimizing performance and data protection in future server environments.

2026-01-21 📰 Source
Apple punta a trasformare Siri in un chatbot basato su IA
📁 LLM AI generated ✅ TechCrunch AI

Apple plans to make Siri an AI chatbot, report says

Reportedly, Apple is planning to evolve Siri, transforming it from a simple integrated assistant into a more sophisticated chatbot, similar to ChatGPT. This move would mark a significant shift in Apple's approach to artificial intelligence and user interaction.

2026-01-21 📰 Source
L'IA non mantiene le promesse di profitto, secondo Deloitte
📁 Market AI generated ✅ The Register AI

AI hasn't delivered the profits it was hyped for, says Deloitte

A Deloitte study reveals that, for most companies, adopting AI tools hasn't helped the bottom line at all. Despite this, researchers continue to praise the technology's potential, suggesting that the benefits may manifest in the future with a broader transformation of business models.

2026-01-21 📰 Source
Inferenza LLM: 8 GPU AMD MI50 per prestazioni e convenienza
📁 Hardware AI generated ℹ️ LocalLLaMA

LLM Inference: 8 AMD MI50 GPUs for Performance and Affordability

A setup with eight 32GB AMD MI50 GPUs delivers notable performance in large language model (LLM) inference. It achieves 26 tokens per second with MiniMax-M2.1, and 15 tokens per second with GLM 4.7. The system, costing approximately $880 for the GPUs, consumes 1200W during inference, positioning itself as an efficient and affordable solution for local inference.

2026-01-21 📰 Source
NeurIPS: scoperta di citazioni "allucinate" in pubblicazioni scientifiche
📁 LLM AI generated ✅ TechCrunch AI

NeurIPS: Hallucinated citations found in AI conference papers

The prestigious AI conference NeurIPS is facing a growing problem: the presence of "hallucinated" citations within scientific papers. Startup GPTZero has highlighted how, in the age of AI-generated content, even the most authoritative venues risk publishing works that contain non-existent or inaccurate bibliographic references. This raises questions about the integrity of research and the need to refine verification methods.

2026-01-21 📰 Source
PyTorch 2.10: Ottimizzazioni e Debug Numerico
📁 Frameworks AI generated ✅ PyTorch Blog

PyTorch 2.10: Optimizations and Numerical Debugging

The new PyTorch 2.10 release introduces significant improvements in performance and tools for numerical debugging. Key features include experimental support for Python 3.14, reduced latency thanks to combo-kernels, and new APIs for handling ragged sequences. DebugMode is also introduced to facilitate the identification of numerical errors. Torchscript has been deprecated, in favor of torch.export. An increased release cadence is planned starting in 2026.

2026-01-21 📰 Source
Deep Agents: Sviluppare applicazioni multi-agente con IA avanzata
📁 LLM AI generated ✅ LangChain Blog

Deep Agents: Building Multi-Agent Applications with Deep Agents

Deep Agents simplifies building complex AI systems through specialized agents. It introduces subagents for context isolation and skills for progressive capability disclosure. The article illustrates how to implement multi-agent systems, preserving context, specializing functions, parallelizing processes, and minimizing toolsets.

2026-01-21 📰 Source
Lemonade v9.1.4: supporto GLM-4.7-Flash-GGUF e compatibilità LM Studio
📁 Frameworks AI generated ℹ️ LocalLLaMA

Lemonade v9.1.4: GLM-4.7-Flash-GGUF support and LM Studio compatibility

Lemonade v9.1.4 has been released, a local server for large language models (LLMs). New features include support for GLM-4.7-Flash-GGUF on ROCm and Vulkan, GGUF import from LM Studio, and improved support for various platforms, including Arch, Fedora, and Docker. A mobile companion app and a feature to save model settings have also been added.

2026-01-21 📰 Source
Qwen3-14B affinato con DeepSeek: boost del 20% nella sicurezza
📁 LLM AI generated ℹ️ LocalLLaMA

Fine-tuned Qwen3-14B on DeepSeek Traces: +20% Security Boost

A researcher fine-tuned the Qwen3-14B language model using 10,000 DeepSeek traces, achieving a 20% performance increase on a custom security benchmark. This demonstrates how fine-tuning smaller models with specific datasets can be a viable and more cost-effective alternative to using large models, especially in contexts like code analysis.

2026-01-21 📰 Source
Higgsfield: video social cinematici da input semplici con GPT-4 e Sora
📁 LLM AI generated 🏆 OpenAI Blog

Higgsfield: Cinematic Social Videos from Simple Inputs Using GPT-4 and Sora

Higgsfield transforms simple ideas into cinematic-quality videos for social media. The platform leverages the power of advanced models like OpenAI GPT-4.1, GPT-5, and Sora 2 to automate the creation of engaging and visually stunning video content, opening new possibilities for digital creators.

2026-01-21 📰 Source
Microsoft rilascia VibeVoice-ASR per il riconoscimento vocale
📁 LLM AI generated ℹ️ LocalLLaMA

Microsoft releases VibeVoice-ASR for speech recognition

Microsoft has released VibeVoice-ASR, a new model for Automatic Speech Recognition (ASR). The model is accessible via Hugging Face, opening new possibilities for developers working on voice applications. The release includes a link to the Hugging Face page and discussions on Reddit.

2026-01-21 📰 Source
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