general Trend Report
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3
High impact
5
Mid impact
42
Signal watch
なぜこのサイトを作ったのか
私たちそれぞれが個別にAIを使って情報収集し、同じような3行要約を作るたびに、世界中で膨大な電力と計算リソースが消費されています。 本プロジェクトは、あらかじめ広範な情報を取得・集約しておくことで、個別のAI実行回数を減らし、地球環境（GPU/TPU負荷）に配慮した効率的な情報収集を目指す実験的なダッシュボードです。
Qiita - 人気の記事
「最後に検証して」はもう書かなくていい — Claude Opus 5 でプロンプトの常識が逆転した4つのこと
・あなたのシステムプロンプトに、こんな一文が入っていませんか。
・最後に、出力内容を検証してください。
・Claude Opus 5 では、これは消したほうがいい一文になりました。
Qiita - 人気の記事
やる気を信じず、学習習慣を仕組み化して固定せよ【三日坊主回避】
・はじめまして。株式会社PRUMでエンジニアをしている、すもも🍑です 日々、プログラミング学習や実務の中で、つまずきやすいポイントや 考え方を整理して発信しています。
・PRUMについて気になった方は、コーポレートサイトもぜひご覧ください。
・▶コーポレートサイト 「よし、今...
Qiita - 人気の記事
人手不足はなぜ解消しないのか？ ― 改善ループを止める『移行コスト』と財源幻想 : システム設計視点の行動経済学 (6)
・user: 「システム設計視点の行動経済学」、第6回を始めましょう。まず前回の復習として、 『日本は外国人なしでは回らない』はなぜ生まれるのか？ ― 制度設計と誤ったインセンティブを考える : システム設計視点の行動経済学 (5) https://qiita.com/ma...
Lobsters
Aux Control — Let the whole room vote on the music
・Built this for house parties/get-togethers where everyone has opinions about the music and no one wants to be DJ all night.
・How it plays: the host starts a session on their own device (phone, laptop, whatever's hooked up to the speaker) and it shows a join code and a QR code.
・Guests scan it with their phone camera — no app to install, it just opens in their mobile browser — type a name, and they're in.
InfoQ
AWS Launches Amazon GuardDuty Investigation Agent to Automate Threat Triage
・AWS released a public preview of the GuardDuty investigation agent, which correlates findings, 90-day activity logs, and resource topologies into structured reports with risk ratings, confidence scores, and MITRE ATT&CK classification.
・It is reachable through the AWS MCP Server, so investigations can run from agentic tooling.
・Preview quotas cap usage at 10 investigations per account per day.
Lobsters
Bastillion 5.1: single-JAR SSH gateway now audits and replays every session
・Bastillion is a self-hosted SSH gateway for centralizing SSH key management and terminal access.
・Changes since v4: Single self-contained JAR — embedded Jetty, built-in HTTPS, no external app server needed Modernized stack — Java 21 + Jakarta EE 11, with Ed25519/Ed448 SSH key support Session audit & replay, on by default — records who ran what, where, and when across hosts, with searchable text Scales to large session
InfoQ
Uber’s Zero Growth Stack: Scaling Services, While Optimising Infrastructure and AI Cost
・Uber's "Zero Growth Stack" focuses on scalable infrastructure that separates capacity growth from business demand, reducing hardware needs while enhancing service scaling.
・Central to this is garbage collection optimisation.
・Additionally, generative AI is integrated into development, elevating developer productivity while introducing cost management measures to maintain economic efficiency.
Qiita - 人気の記事
参考書を読んでも忘れるのは当然。大事なのは"思い出す"回数
・はじめに 参考書を読んでいるとき、勉強した気になっていたぷらむんですが、実は身についているかどうかは別問題だと気づきました。
・こんにちわ、会社で自称マスコットキャラをやってるのに、社内で一番空気が読めない、ぷらむんです🐯 参考書を読み進めていると、ふと手が止まるこ...
Speaker Deck
「このIAMユーザー使ってる？」を IAM Access Analyzerで調べてみて気づいたこと / Is This IAM User Still in Use? What I Learned Using IAM Access Analyzer to Find Out
「このIAMユーザー使ってる？」を IAM Access Analyzerで調べてみて気づいたこと / Is This IAM User Still in Use? What I Learned Using IAM Access Analyzer to Find Out
Speaker Deck
<title><a id="</title>君はこのHTMLをパースできるか"></a></title> #雑LT_study
<title><a id="</title>君はこのHTMLをパースできるか"></a></title> #雑LT_study
Speaker Deck
170k Jobs a Day on GKE: Scaling Mercari's CI Platform - and What's Next for AI-Native Development
170k Jobs a Day on GKE: Scaling Mercari's CI Platform - and What's Next for AI-Native Development
Speaker Deck
AI Engineeringは、AIプロダクトだけのものか？ 〜AIがソフトウェアを作る時代の新しい当たり前〜 / No AI in your product. AI Engineering in your development.
AI Engineeringは、AIプロダクトだけのものか？ 〜AIがソフトウェアを作る時代の新しい当たり前〜 / No AI in your product. AI Engineering in your development.
InfoQ
Article: The Hard-Stop Rule: From 3 HCM Monoliths to 120 Domain Microservices
・A payroll and HR software team rebuilt three monoliths into over 120 smaller services over five years, with no dedicated migration budget.
・Every new feature was built as its own service instead of changing the old ones.
・The article covers the pull-based migration, the tools that made this possible, how costs were kept down, and the problems the team ran into along the way.
Speaker Deck
AWS DevOps AgentのAzure接続機能を検証して見えた活用法／Use Cases Verified for the AWS DevOps Agent's Azure Connectivity Feature
AWS DevOps AgentのAzure接続機能を検証して見えた活用法／Use Cases Verified for the AWS DevOps Agent's Azure Connectivity Feature
Lobsters
Dependency Cultures - Richard Feldman (Software Should Work Conf 2026)
Dependency Cultures - Richard Feldman (Software Should Work Conf 2026)
Lobsters
Develop Cross-Platform CLI and GUI Tools With Tcl/Tk
Develop Cross-Platform CLI and GUI Tools With Tcl/Tk
The GitHub Blog
Disrupting supply chain attacks on npm and GitHub Actions
・Explore the changes we've shipped across npm and GitHub Actions over the past few months to disrupt supply chain attack techniques and limit their impact.
・The post Disrupting supply chain attacks on npm and GitHub Actions appeared first on The GitHub Blog.
Lobsters
Framework 13 Pro review: Much better battery, much worse price
Framework 13 Pro review: Much better battery, much worse price
InfoQ
Grafana Assistant Expands to More Than 30 Data Sources
・Grafana Labs has expanded the capabilities of Grafana Assistant, enabling its AI-powered observability assistant to query and correlate data across more than 30 different data sources through natural language.
・By Craig Risi
GitHub Trending
huggingface / speech-to-speech
・Build local voice agents with open-source models Python
Lobsters
I Designed A Custom PCB To Avoid Pressing A Button Three Times
I Designed A Custom PCB To Avoid Pressing A Button Three Times
GitHub Trending
microsoft / agent-governance-toolkit
・AI Agent Governance Toolkit — Policy enforcement, zero-trust identity, execution sandboxing, and reliability engineering for autonomous AI agents.
・Covers 10/10 OWASP Agentic Top 10.
Lobsters
One Ring to Rule Them All: Wiring Radios to Laptops the Hard Way
One Ring to Rule Them All: Wiring Radios to Laptops the Hard Way
GitHub Trending
opengeos / GeoLibre
・A lightweight, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data.
・It runs in the web browser, on the desktop, on mobile, and inside Jupyter notebooks.
GitHub Trending
paperswithbacktest / awesome-systematic-trading
・A curated list of awesome libraries, packages, strategies, books, blogs, tutorials for systematic trading.
Lobsters
Parallel JSON parsing on the GPU with compute shaders
Parallel JSON parsing on the GPU with compute shaders
InfoQ
Presentation: The Future of Engineering: Mindsets That Matter When Code Isn’t Enough
・Ben Greene discusses how software engineers can adapt and thrive in an era of rapid AI code automation.
・Drawing on his startup experience, he explains key mindsets like starting simple, maintaining code comprehension, attacking hard problems first, and focusing on customer impact.
・He shares why human empathy, agency, and practical problem-solving remain irreplaceable when code is automated.
InfoQ
Remix 3 Beta Preview Ditches React for a Web-Standards Full-Stack Framework
・Remix 3 is a full-stack web framework that moves away from React, focusing on web platform primitives.
・It integrates routes, request handlers, and UI components into a single structure, utilizing a forked Preact for the frontend.
・Unlike previous versions, it emphasizes server ownership of the request lifecycle.
GitHub Trending
virgiliojr94 / book-to-skill
・Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work.
Speaker Deck
仕様書を書く前にハーネスを作る - Agent Native開発は「探索を速く、判定を固く」
仕様書を書く前にハーネスを作る - Agent Native開発は「探索を速く、判定を固く」