<A HREF="https://9to5mac.com/2025/11/12/hands-on-smart-glasses-that-finally-look-feel-normal-even-realities-g2/"><IMG VSPACE="4" HSPACE="4" BORDER="0" ALIGN="RIGHT" SRC="http://www.techmeme.com/251112/i51.jpg"></A>
<A HREF="http://www.techmeme.com/251112/p51#a251112p51" TITLE="Techmeme permalink"><IMG WIDTH=11 HEIGHT=12 SRC="http://www.techmeme.com/img/pml.png" STYLE="border:none;padding:0;margin:0;"></A> Fernando Silva / <A HREF="https://9to5mac.com/">9to5Mac</A>: 
<A HREF="https://9to5mac.com/2025/11/12/hands-on-smart-glasses-that-finally-look-feel-normal-even-realities-g2/">Even Realities' G2 glasses hands-on: lighter than G1, subtle notifications on lens that cross eye line, designed to be a &ldquo;passive wearable&rdquo; akin to Apple Watch</A>&nbsp; &mdash;&nbsp; During the chaos of CES 2025, I came across one product that gave me the &ldquo;I need to have that&rdquo; feeling.

قدمت شركة Even Realities نظارات G2 في CES 2025، والتي هي أخف وزنًا من سابقتها G1. تتميز هذه النظارات بإشعارات دقيقة تظهر على العدسة وتتوافق مع خط رؤية المستخدم، مصممة لتكون 'أداة قابلة للارتداء بشكل غير نشط' مشابهة لساعة آبل. هذه الابتكارات مهمة لأنها تمثل تقدمًا في تكنولوجيا الأجهزة القابلة للارتداء، حيث تهدف إلى الاندماج بسلاسة في الحياة اليومية دون أن تكون مزعجة.

Even Realities ha presentado sus gafas G2 en el CES 2025, que son más ligeras que su predecesora, la G1. Estas gafas cuentan con notificaciones sutiles que se muestran en la lente y que se alinean con la línea de visión del usuario, diseñadas para funcionar como un 'dispositivo portátil pasivo' similar al Apple Watch. Esta innovación es significativa ya que representa un avance en la tecnología portátil, buscando integrarse sin problemas en la vida diaria sin ser intrusiva.

Even Realities a dévoilé ses lunettes G2 au CES 2025, qui sont plus légères que leur prédécesseur, les G1. Ces lunettes présentent des notifications subtiles affichées sur la lentille, alignées avec la ligne de vue de l'utilisateur, conçues pour fonctionner comme un 'vêtement passif' similaire à l'Apple Watch. Cette innovation est significative car elle représente un progrès dans la technologie portable, visant à s'intégrer parfaitement dans la vie quotidienne sans être intrusive.

Even Realities has unveiled its G2 glasses at CES 2025, which are lighter than their predecessor, the G1. These glasses feature subtle notifications displayed on the lens that align with the user's line of sight, designed to function as a 'passive wearable' similar to the Apple Watch. This innovation is significant as it represents a step forward in wearable technology, aiming to integrate seamlessly into daily life without being intrusive.

Even Realities' G2 glasses hands-on: lighter than G1, subtle notifications on lens that cross eye line, designed to be a "passive wearable" akin to Apple Watch (Fernando Silva/9to5Mac)

Here's everything you need to know about the latest smart ring by Oura, based on a wearable expert's real-world usage.

Is the $500 Oura Ring 4 Ceramic worth it? I wore one for a month, and here's my advice

Samsung's QN90F QLED delivers great streaming and gaming performance, making it a strong holiday value.

Why I recommend this Samsung QLED TV over pricier OLED models in 2025 - and don't regret it

<h1>
 
 
 AI Amnesia: Erasing Knowledge Without a Trace
</h1>

Imagine your AI model accidentally learned something it shouldn't have – sensitive customer data, for example. Current methods for deleting this information often require retraining the entire model, an expensive and time-consuming process. What if we could surgically remove that knowledge without starting from scratch?

The key lies in a novel approach: creating artificial "forgetting cues." We're teaching the model to unlearn specific data patterns by exposing it to carefully crafted synthetic examples. These examples are designed to strongly contradict the information we want the model to forget, effectively overwriting the problematic associations in its memory. This works even if you don’t have access to the original data you need to erase.

Think of it like this: you're trying to forget a bad song stuck in your head. Instead of trying to actively suppress it (which rarely works), you blast an even more catchy song. The new song overwrites the old one, effectively erasing it from your mental playlist.

Benefits of Selective Forgetting:

<ul>
<li> Enhanced Data Privacy: Remove sensitive data without compromising the overall model's performance.</li>
<li> Reduced Retraining Costs: Avoid full model retraining, saving significant time and resources.</li>
<li> Improved Model Security: Eliminate vulnerabilities introduced by unintentionally learned patterns.</li>
<li> Adaptable Learning: Enables continuous refinement of AI models based on evolving data landscapes.</li>
<li> Compliance Ready: Supports compliance with data privacy regulations like GDPR.</li>
<li> Scalable Solutions: Works efficiently even with limited access to training data.</li>
</ul>

Practical Tip: One challenge is ensuring the synthetic data accurately targets the information you want to remove without negatively impacting the model's ability to generalize. Rigorous testing and validation with holdout datasets are crucial.

The promise of AI that can truly 'forget' opens exciting possibilities for responsible AI development. By enabling precise data deletion, we pave the way for more secure, compliant, and adaptable machine learning systems. Imagine AI models that can adapt to changing ethical guidelines or quickly unlearn incorrect information, all without massive retraining efforts. This is a crucial step towards trustworthy and responsible AI that respects data privacy and aligns with societal values. Future exploration could include extending this to different data modalities and model architectures.

Related Keywords: machine unlearning, data privacy, few-shot learning, zero-shot learning, synthetic data, model editing, catastrophic forgetting, incremental learning, continual learning, deep learning, neural networks, data security, algorithmic fairness, responsible ai, ethical ai, federated unlearning, privacy-preserving ai, model retraining, AI governance, data deletion, GDPR compliance

يتناول المقال نهجًا جديدًا لمعالجة مشكلة نسيان الذكاء الاصطناعي، حيث قد تحتفظ نماذج الذكاء الاصطناعي عن غير قصد بمعلومات حساسة. تتطلب الطرق التقليدية لحذف هذه البيانات غالبًا إعادة تدريب كاملة للنموذج، وهو ما يعد مكلفًا ويستغرق وقتًا. تتضمن التقنية الجديدة إنشاء 'إشارات نسيان' اصطناعية تساعد النموذج على نسيان أنماط بيانات معينة من خلال تعريضه لأمثلة صناعية تتناقض مع المعلومات غير المرغوب فيها، مما يسمح بإزالة المعرفة المستهدفة دون الحاجة للوصول إلى البيانات الأصلية.

El artículo aborda un nuevo enfoque para tratar el problema de la amnesia de la IA, donde los modelos de IA pueden retener inadvertidamente información sensible. Los métodos tradicionales para eliminar estos datos a menudo requieren un reentrenamiento completo del modelo, lo que es costoso y lleva tiempo. La nueva técnica implica crear 'señales de olvido' artificiales que ayudan al modelo a desaprender patrones de datos específicos al exponerlo a ejemplos sintéticos que contradicen la información no deseada, permitiendo así la eliminación selectiva de conocimientos sin necesidad de acceder a l…

L'article traite d'une nouvelle approche pour résoudre le problème de l'amnésie de l'IA, où les modèles d'IA peuvent involontairement conserver des informations sensibles. Les méthodes traditionnelles pour supprimer ces données nécessitent souvent un réentraînement complet du modèle, ce qui est coûteux et long. La nouvelle technique consiste à créer des 'cues d'oubli' artificiels qui aident le modèle à désapprendre des schémas de données spécifiques en lui présentant des exemples synthétiques qui contredisent les informations indésirables, permettant ainsi une suppression ciblée des connaissan…

The article discusses a novel approach to address the issue of AI amnesia, where AI models may inadvertently retain sensitive information. Traditional methods for deleting such data often require complete retraining of the model, which is costly and time-consuming. The new technique involves creating artificial 'forgetting cues' that help the model unlearn specific data patterns by presenting it with synthetic examples that contradict the unwanted information, allowing for targeted knowledge removal without needing access to the original data.

AI Amnesia: Erasing Knowledge Without a Trace

Baseus' Enercore CG11 travel adapter is one of the better designed ones I've tested, although its best feature isn't immediately apparent.

Traveling soon? Why this one charger is the only one you'll ever need to pack

Turning materials like wood chips, crop residues and municipal solid waste into fuels and chemicals is important for our country's energy independence.

طور الباحثون نماذج حاسوبية متقدمة تهدف إلى تحسين التنبؤات لعمليات طحن الكتلة الحيوية. تركز هذه الابتكارات على تحويل مواد مثل رقائق الخشب، بقايا المحاصيل، والنفايات الصلبة البلدية إلى وقود ومواد كيميائية قيمة، وهو أمر مهم لتعزيز استقلالية الطاقة في البلاد. من المتوقع أن تعمل النماذج على تحسين كفاءة معالجة الكتلة الحيوية، مما يساهم في حلول الطاقة المستدامة.

Investigadores han desarrollado modelos informáticos avanzados destinados a mejorar las predicciones para los procesos de molienda de biomasa. Esta innovación se centra en convertir materiales como astillas de madera, residuos de cultivos y residuos sólidos municipales en combustibles y productos químicos valiosos, lo que es crucial para mejorar la independencia energética del país. Se espera que los modelos optimicen la eficiencia del procesamiento de biomasa, contribuyendo así a soluciones energéticas sostenibles.

Des chercheurs ont développé des modèles informatiques avancés visant à améliorer les prévisions pour les processus de broyage de la biomasse. Cette innovation se concentre sur la conversion de matériaux tels que les copeaux de bois, les résidus de culture et les déchets solides municipaux en combustibles et produits chimiques précieux, ce qui est crucial pour renforcer l'indépendance énergétique du pays. Les modèles devraient optimiser l'efficacité du traitement de la biomasse, contribuant ainsi à des solutions énergétiques durables.

Researchers have developed advanced computer models aimed at improving predictions for biomass milling processes. This innovation focuses on converting materials such as wood chips, crop residues, and municipal solid waste into valuable fuels and chemicals, which is crucial for enhancing energy independence in the country. The models are expected to optimize the efficiency of biomass processing, thereby contributing to sustainable energy solutions.

Researchers develop computer models for better biomass milling predictions

The most interesting aspect of the latest Even Realities glasses may be their limitations.

I've tried several AI smart glasses (including Meta Ray-Bans) in 2025 - these are the most comfortable

The best thing about the latest Even Realities glasses might be their limitations.

تم اختبار أحدث نظارات Even Realities الذكية المدعومة بالذكاء الاصطناعي، وتتميز بحدودها الفريدة التي قد تعزز من جاذبيتها. يعبر المراجع عن ثقته في ارتداء هذه النظارات، مما يشير إلى أنها تبرز بين نظارات الذكاء الاصطناعي الأخرى المتاحة في عام 2025. يسلط هذا الشعور الإيجابي الضوء على تحول في إدراك المستهلكين نحو التكنولوجيا التي تعطي الأولوية للاستخدامية على الميزات المفرطة.

Las últimas gafas inteligentes AI de Even Realities han sido probadas y se destacan por sus limitaciones únicas, que podrían aumentar su atractivo. El revisor expresa confianza en usar estas gafas, sugiriendo que se destacan entre otras gafas inteligentes AI disponibles en 2025. Este sentimiento positivo resalta un cambio en la percepción del consumidor hacia una tecnología que prioriza la usabilidad sobre características excesivas.

Les dernières lunettes intelligentes AI d'Even Realities ont été testées et se distinguent par leurs limitations uniques, qui pourraient en réalité renforcer leur attrait. Le testeur exprime sa confiance en portant ces lunettes, suggérant qu'elles se démarquent parmi les autres lunettes intelligentes AI disponibles en 2025. Ce sentiment positif souligne un changement dans la perception des consommateurs envers une technologie qui privilégie l'utilisabilité plutôt que des fonctionnalités excessives.

The latest Even Realities AI smart glasses have been tested and are noted for their unique limitations, which may actually enhance their appeal. The reviewer expresses confidence in wearing these glasses, suggesting they stand out among other AI smart glasses available in 2025. This positive sentiment highlights a shift in consumer perception towards technology that prioritizes usability over excessive features.

I've tested several AI smart glasses in 2025, but these are the only ones I'd confidently wear

<A HREF="https://www.anthropic.com/news/claude-in-microsoft-foundry"><IMG VSPACE="4" HSPACE="4" BORDER="0" ALIGN="RIGHT" SRC="http://www.techmeme.com/251118/i55.jpg"></A>
<A HREF="http://www.techmeme.com/251118/p55#a251118p55" TITLE="Techmeme permalink"><IMG WIDTH=11 HEIGHT=12 SRC="http://www.techmeme.com/img/pml.png" STYLE="border:none;padding:0;margin:0;"></A> <A HREF="https://www.anthropic.com/">Anthropic</A>: 
<A HREF="https://www.anthropic.com/news/claude-in-microsoft-foundry">Anthropic's Claude Sonnet 4.5, Haiku 4.5, and Opus 4.1 are now available in public preview in Microsoft Foundry for Azure customers</A>&nbsp; &mdash;&nbsp; Today we announced that Microsoft and Anthropic are expanding our partnership.&nbsp; As part of the partnership, Claude Sonnet 4.5, Haiku 4.5 &hellip;

Anthropic's Claude Sonnet 4.5, Haiku 4.5, and Opus 4.1 are now available in public preview in Microsoft Foundry for Azure customers (Anthropic)

<A HREF="https://www.bloomberg.com/news/articles/2025-11-18/trump-urges-congress-to-block-state-level-ai-regulation"><IMG VSPACE="4" HSPACE="4" BORDER="0" ALIGN="RIGHT" SRC="http://www.techmeme.com/251118/i54.jpg"></A>
<A HREF="http://www.techmeme.com/251118/p54#a251118p54" TITLE="Techmeme permalink"><IMG WIDTH=11 HEIGHT=12 SRC="http://www.techmeme.com/img/pml.png" STYLE="border:none;padding:0;margin:0;"></A> Kate Sullivan / <A HREF="https://www.bloomberg.com/">Bloomberg</A>: 
<A HREF="https://www.bloomberg.com/news/articles/2025-11-18/trump-urges-congress-to-block-state-level-ai-regulation">Trump says the US needs a &ldquo;Federal Standard&rdquo; governing oversight of AI instead of &ldquo;a patchwork of 50 State Regulatory Regimes&rdquo;, otherwise China will catch up</A>&nbsp; &mdash;&nbsp; President Donald Trump called on Congress to pass a federal standard governing oversight of artificial intelligence &hellip;

Trump says the US needs a "Federal Standard" governing oversight of AI instead of "a patchwork of 50 State Regulatory Regimes", otherwise China will catch up (Kate Sullivan/Bloomberg)

<A HREF="https://www.businessinsider.com/meta-soumith-chintala-mira-murati-thinking-machines-lab-pytorch-ai-2025-11"><IMG VSPACE="4" HSPACE="4" BORDER="0" ALIGN="RIGHT" SRC="http://www.techmeme.com/251118/i53.jpg"></A>
<A HREF="http://www.techmeme.com/251118/p53#a251118p53" TITLE="Techmeme permalink"><IMG WIDTH=11 HEIGHT=12 SRC="http://www.techmeme.com/img/pml.png" STYLE="border:none;padding:0;margin:0;"></A> Pranav Dixit / <A HREF="https://www.businessinsider.com/">Business Insider</A>: 
<A HREF="https://www.businessinsider.com/meta-soumith-chintala-mira-murati-thinking-machines-lab-pytorch-ai-2025-11">Soumith Chintala, who co-created the PyTorch ML framework at Meta and left the company this month, has joined Mira Murati's Thinking Machines Lab</A>&nbsp; &mdash;&nbsp; - Soumith Chintala, the creator of PyTorch, has joined Mira Murati's AI startup Thinking Machines Lab.&nbsp; &mdash; Chintala's move comes amid major restructuring inside Meta's AI ranks.

Soumith Chintala, who co-created the PyTorch ML framework at Meta and left the company this month, has joined Mira Murati's Thinking Machines Lab (Pranav Dixit/Business Insider)

Even Realities' G2 glasses hands-on: lighter than G1, subtle notifications on lens that cross eye line, designed to be a "passive wearable" akin to Apple Watch (Fernando Silva/9to5Mac)

Was this article worth reading? Share it