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Analysis

This article highlights a critical, often overlooked aspect of AI security: the challenges faced by SES (System Engineering Service) engineers who must navigate conflicting security policies between their own company and their client's. The focus on practical, field-tested strategies is valuable, as generic AI security guidelines often fail to address the complexities of outsourced engineering environments. The value lies in providing actionable guidance tailored to this specific context.
Reference

世の中の「AI セキュリティガイドライン」の多くは、自社開発企業や、単一の組織内での運用を前提としています。(Most "AI security guidelines" in the world are based on the premise of in-house development companies or operation within a single organization.)

Technology#AI📝 BlogAnalyzed: Jan 3, 2026 06:11

Issue with Official Claude Skills Loading

Published:Dec 31, 2025 03:07
1 min read
Zenn Claude

Analysis

The article reports a problem with the official Claude Skills, specifically the pptx skill, failing to generate PowerPoint presentations with the expected formatting and design. The user attempted to create slides with layout and decoration but received a basic presentation with minimal text. The desired outcome was a visually appealing presentation, but the skill did not apply templates or rich formatting.
Reference

The user encountered an issue where the official pptx skill did not function as expected, failing to create well-formatted slides. The resulting presentation lacked visual richness and did not utilize templates.

Technology#AI Tools📝 BlogAnalyzed: Jan 3, 2026 06:12

Tuning Slides Created with NotebookLM Using Nano Banana Pro

Published:Dec 29, 2025 22:59
1 min read
Zenn Gemini

Analysis

This article describes how to refine slides created with NotebookLM using Nano Banana Pro. It addresses practical issues like design mismatches and background transparency, providing prompts for solutions. The article is a follow-up to a previous one on quickly building slide structures and designs using NotebookLM and YAML files.
Reference

The article focuses on how to solve problems encountered in practice, such as "I like the slide composition and layout, but the design doesn't fit" and "I want to make the background transparent so it's easy to use as a material."

Analysis

This paper addresses the challenging task of HER2 status scoring and tumor classification using histopathology images. It proposes a novel end-to-end pipeline leveraging vision transformers (ViTs) to analyze both H&E and IHC stained images. The method's key contribution lies in its ability to provide pixel-level HER2 status annotation and jointly analyze different image modalities. The high classification accuracy and specificity reported suggest the potential of this approach for clinical applications.
Reference

The method achieved a classification accuracy of 0.94 and a specificity of 0.933 for HER2 status scoring.

Analysis

This paper addresses the critical issue of trust and reproducibility in AI-generated educational content, particularly in STEM fields. It introduces SlideChain, a blockchain-based framework to ensure the integrity and auditability of semantic extractions from lecture slides. The work's significance lies in its practical approach to verifying the outputs of vision-language models (VLMs) and providing a mechanism for long-term auditability and reproducibility, which is crucial for high-stakes educational applications. The use of a curated dataset and the analysis of cross-model discrepancies highlight the challenges and the need for such a framework.
Reference

The paper reveals pronounced cross-model discrepancies, including low concept overlap and near-zero agreement in relational triples on many slides.

Tutorial#Generative AI📝 BlogAnalyzed: Dec 25, 2025 11:25

I Want to Use Canva Even More! I Tried Making a Christmas Card with a Gift Using Canva AI

Published:Dec 25, 2025 11:22
1 min read
Qiita AI

Analysis

This article is a personal blog post about exploring Canva AI's capabilities, specifically for creating a Christmas card. The author, who uses Canva for presentations, wants to delve into other features. The article likely details the author's experience using Canva AI, including its strengths and weaknesses, and provides a practical example of its application. It's a user-centric perspective, offering insights into the accessibility and usability of Canva AI for creative tasks. The article's value lies in its hands-on approach and relatable context for Canva users.
Reference

I use Canva for creating slides at work.

Research#AI Presentation🔬 ResearchAnalyzed: Jan 10, 2026 08:08

SlideTailor: AI-Powered Presentation Slides for Scientific Papers

Published:Dec 23, 2025 12:01
1 min read
ArXiv

Analysis

The paper likely introduces a novel approach to automate or streamline the creation of presentation slides from scientific publications. This could significantly improve efficiency for researchers and potentially enhance the clarity of scientific communication.
Reference

The source is ArXiv, suggesting a pre-print publication.

Research#llm📝 BlogAnalyzed: Dec 24, 2025 19:58

AI Presentation Tool 'Logos' Born to Structure Brain Chaos Because 'Organizing Thoughts is a Pain'

Published:Dec 23, 2025 11:53
1 min read
Zenn Gemini

Analysis

This article discusses the creation of 'Logos,' an AI-powered presentation tool designed to help individuals who struggle with organizing their thoughts. The tool leverages Next.js 14, Vercel AI SDK, and Gemini to generate slides dynamically from bullet-point notes, offering a 'Generative UI' experience. A notable aspect is its 'ultimate serverless' architecture, achieved by compressing all data into a URL using lz-string, eliminating the need for a database. The article highlights the creator's personal pain point of struggling with thought organization as the primary motivation for developing the tool, making it a relatable solution for many engineers and other professionals.
Reference

思考整理が苦手すぎて辛いので、箇条書きのメモから勝手にスライドを作ってくれるAIを召喚した。

Research#Histopathology🔬 ResearchAnalyzed: Jan 10, 2026 11:03

DA-SSL: Enhancing Histopathology with Self-Supervised Domain Adaptation

Published:Dec 15, 2025 17:53
1 min read
ArXiv

Analysis

This research explores a self-supervised domain adaptation technique, DA-SSL, to improve the performance of foundational models in analyzing tumor histopathology slides. The use of domain adaptation is a critical area for improving generalizability and addressing data heterogeneity in medical imaging.
Reference

DA-SSL leverages self-supervised learning to adapt foundational models.

Research#llm🔬 ResearchAnalyzed: Jan 4, 2026 07:16

SlideGen: Collaborative Multimodal Agents for Scientific Slide Generation

Published:Dec 4, 2025 07:22
1 min read
ArXiv

Analysis

The article introduces SlideGen, a system leveraging collaborative multimodal agents for generating scientific slides. The focus is on the application of AI, specifically LLMs, in automating and improving the creation of presentations. The source being ArXiv suggests a research-oriented context, likely detailing the methodology, performance, and potential impact of SlideGen.

Key Takeaways

    Reference

    AI News#ChatGPT🏛️ OfficialAnalyzed: Jan 3, 2026 09:37

    Introducing ChatGPT Agent

    Published:Jul 17, 2025 10:00
    1 min read
    OpenAI News

    Analysis

    The article announces the introduction of a new ChatGPT agent. The agent is designed to perform tasks autonomously using tools, guided by user input. The focus is on practical applications like research, bookings, and slideshow creation.
    Reference

    Introducing ChatGPT agent: it thinks and acts, using tools to complete tasks like research, bookings, and slideshows—all with your guidance.

    ChatBCG: Generative AI For Slides

    Published:Dec 28, 2022 22:50
    1 min read
    Hacker News

    Analysis

    The article announces ChatBCG, an AI tool designed to generate slides. The focus is on the application of generative AI in a specific, practical domain: presentation creation. The brevity of the summary suggests a concise announcement, likely highlighting the core functionality.

    Key Takeaways

    Reference

    Education#NLP👥 CommunityAnalyzed: Jan 3, 2026 16:41

    Natural Language Processing Demystified

    Published:Dec 1, 2022 12:00
    1 min read
    Hacker News

    Analysis

    This Hacker News post announces a free NLP course. The course is designed for individuals with Python and basic math knowledge, covering both classical and deep learning approaches to NLP. It emphasizes a balance of theory and practice, providing detailed explanations, slides, and Colab notebooks for hands-on experience. The course covers a wide range of NLP tasks, from basic text processing to advanced topics like transformers. The accessibility (free, no registration) and practical focus make it a valuable resource for learning NLP.
    Reference

    The course helps anyone who knows Python and a bit of math go from the basics to today's mainstream models and frameworks.