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"The system employs a dual-path architecture where the source text is simultaneously submitted to a Translation Management System (TMS) for human oversight and processed by an LLM-based workflow to rapidly generate the translation."

"In November 2025, the Government of Canada operationalized its commitment to transparency by releasing its first Federal AI Register."

"We discover that large language models exhibit spectral phase transitions in their hidden activation spaces when engaging in reasoning versus factual recall."

"The results show that gradient-based attribution provides more stable and intuitive explanations, while attention-based methods are computationally efficient but less aligned with prediction-relevant features."

"Intelligent systems that identify complex patterns and simulate behavior can aid in diagnosis, therapist training, and understanding the disorder."

"Sakura Internet has launched the certified 'Practical AI Certification' and has begun offering dedicated online study materials to systematically learn everything from the basics of AI to advanced applied skills."

"Deeplearning.ai is conducting a conference on AI Dev 26 in San Francisco scheduled for April 28-29!"

"I have a ticket for the DeepLearning.AI conference, taking place on April 28–29 in San Francisco... It’s a 2-day pass."

"Headless services are quicker and more dependable for the personal AIs than having them click round a GUI with a bot-controlled mouse."

"What the AI revolution will certainly destroy is the illusion of a working society, one that has been maintained with great difficulty since the IT revolution of the 1980s."

"Vercel says its internal systems were accessed via a compromised third-party AI tool..."

"Canada gave one AI startup $240M in a single grant — more than 66% of what 107 companies received over 7 years"

"Structured context mattered more than model size in many cases."

"In a restaurant analogy, the system prompt is the 'store manual' and the user prompt is the 'customer's order'. If the manual says 'do not serve Japanese food', then even if the customer says 'give me sushi', the AI will refuse. This priority relationship is the essential point that distinguishes the two prompts."

"We are now gaining a modern version of Laplace's Demon—that is, the Large Language Model (LLM)—which uses 'tokens' instead of physical particles and the 'Transformer' instead of equations of motion, targeting everything verbalized in the world for computation."

"The story is no longer just about smarter chatbots. It is about AI splitting into distinct product forms: the general-purpose reasoning model, the domain specialist, and the workflow-native agent."

"The point is that they are trying to make the 'knowledge accumulated at the university itself' usable by AI, rather than just introducing a tool."

"Over the past few weeks, I am truly feeling that our days are numbered because of AI."

"The context window is huge, but as it swells, the AI's attention becomes scattered. It's not that a larger context makes it smarter; if it gets too long, performance degrades. AI is truly looking at the entire conversation history every single time."

"By allowing the creation of an original knowledge base or using 検索拡張生成 (RAG) to reference external information, it is suitable for building AI solutions specialized for specific use cases."

"The thing I actually enjoy doing most is trying to replicate very striking images made in the middle of the journey using models like Klein 9B, Z Image Turbo, and also Ernie, which arrived."

"The good part is that if the weights are shared on the Hugging Face Model Hub and the model is supported in the Python transformers library, we can usually inspect the config file and the reference implementation directly to get more information about the architecture details. And “working” code doesn’t lie."

"No bloated frameworks, no magic abstractions — just clean, readable code that shows exactly what's happening under the hood."

"DeepSeek-V3 has 671B parameters, but during inference, only 37B are active. That's just over 5% of the total, yet it delivers performance on par with GPT-4."

"Rather than just explaining the mechanism, the purpose of this article is to decipher from the perspective of "why this structure continues to remain.""

"Video generation on this track, domestic AI catching up from behind, is already an indisputable fact."

"「AIに文章を生成させると、どれも同じ感じになってしまう」 この問題の解決策がブランドボイスのLLM化です。自社・自身の文体・トーン・用語・価値観をLLMに学習（プロンプトエンジニアリング）させることで、どんなコンテンツを生成しても「らしさ」が出るようになります。"

"If SEO is optimization to 'be evaluated by Google,' then GEO is optimization to 'be cited and recommended by AI (LLMs).'"

"By having the LLM learn (via prompt engineering) your company's or your own writing style, tone, terminology, and values, a sense of 'identity' will emerge no matter what content is generated."