
kagent AI agents Kubernetes: the framework in detail
kagent AI agents Kubernetes: the kagent-dev/kagent repository describes a « Kubernetes native » framework to build, deploy and manage AI agents. An agent become…
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kagent AI agents Kubernetes: the kagent-dev/kagent repository describes a « Kubernetes native » framework to build, deploy and manage AI agents. An agent become…
A database choice that starts with a search problem Imagine you're building a messaging application. Users send thousands of messages every second. Over time, t…
Two vendors shipped products in the last two weeks of October, and four more published around the same idea. Neo4j launched a Context Engine on October 20. Kore…

Venerdì pomeriggio, e lunedì va consegnato un video prodotto di due minuti. Il girato è sul portatile, la musica di sottofondo ha ancora bisogno di un ritornell…
If you have been quoted for a chatbot lately, you may have noticed a second word creeping into the conversation: agent. Vendors use the two terms almost interch…
An AI dance generator takes two inputs: a still photo of a person and a short dance clip. It returns a new video in which the person from the photo performs the…
Factory AI and Warp are betting that orchestration becomes more valuable as coding agents improve. I'm making the opposite bet: the model gets more capable, the…
AI training jobs from home pay people to label data and judge AI answers, because AI models still learn from human judgement. TestLancer runs AI data projects s…
A language selector sounds like a small job until you ship it on a page where every pixel matters. On ramrom.io I run a video downloader with nine languages and…
Munchable has three surfaces that all have to look like one product: the Expo app, the Next.js marketing and answers site, and a Remotion package that renders m…
![[AWS] Should you return results or answers? The difference between Web Search and Web Answer [AgentCore]](https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fqiita-user-contents.imgix.net%2Fhttps%253A%252F%252Fqiita-user-contents.imgix.net%252Fhttps%25253A%25252F%25252Fcdn.qiita.com%25252Fassets%25252Fpublic%25252Farticle-ogp-background-afbab5eb44e0b055cce1258705637a91.png%253Fixlib%253Drb-4.1.1%2526w%253D1200%2526blend64%253DaHR0cHM6Ly9xaWl0YS11c2VyLXByb2ZpbGUtaW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnMzLWFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkZxaWl0YS1pbWFnZS1zdG9yZSUyRjAlMkYxOTI5NDklMkYxYmVjZGE4YTRmMWRiOWU5OTQyZDljOGMwYjZkZDA3NjkwMTM2NjgwJTJGbGFyZ2UucG5nJTNGMTc0MTQ4MzQxMD9peGxpYj1yYi00LjEuMSZhcj0xJTNBMSZmaXQ9Y3JvcCZtYXNrPWVsbGlwc2UmYmc9RkZGRkZGJmZtPXBuZzMyJnM9MDZlM2QxY2EzNTVhN2Y4N2M2ZTQxY2RlYzdmN2M0ODI%2526blend-x%253D120%2526blend-y%253D462%2526blend-w%253D90%2526blend-h%253D90%2526blend-mode%253Dnormal%2526mark64%253DaHR0cHM6Ly9xaWl0YS1vcmdhbml6YXRpb24taW1hZ2VzLmltZ2l4Lm5ldC9odHRwcyUzQSUyRiUyRnMzLWFwLW5vcnRoZWFzdC0xLmFtYXpvbmF3cy5jb20lMkZxaWl0YS1vcmdhbml6YXRpb24taW1hZ2UlMkYxZTIwZGI1ZTdlNDA3ZWFlN2I5NzBlYzk5OTg4MGRjOGMzY2MwZjY0JTJGb3JpZ2luYWwuanBnJTNGMTY2NzI3NDk2Mz9peGxpYj1yYi00LjEuMSZ3PTQ0Jmg9NDQmZml0PWNyb3AmbWFzaz1jb3JuZXJzJmNvcm5lci1yYWRpdXM9OCZiZz1GRkZGRkYmYm9yZGVyPTIlMkNGRkZGRkYmZm09cG5nMzImcz04OTI0NDcwMDk1MDMyZjUxYmZlNzE3ZjVkOGUzYmE3ZA%2526mark-x%253D186%2526mark-y%253D515%2526mark-w%253D40%2526mark-h%253D40%2526s%253D0db13b4aef231a19bc684897cf15021a%3Fixlib%3Drb-4.1.1%26w%3D1200%26fm%3Djpg%26mark64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTk2MCZoPTMyNCZ0eHQ9JUUzJTgwJTkwQVdTJUUzJTgwJTkxJUU3JUI1JTkwJUU2JTlFJTlDJUUzJTgyJTkyJUU4JUJGJTk0JUUzJTgxJTk5JUUzJTgxJThCJUUzJTgwJTgxJUU3JUFEJTk0JUUzJTgxJTg4JUUzJTgyJTkyJUU4JUJGJTk0JUUzJTgxJTk5JUUzJTgxJThCJUUzJTgwJTgyV2ViJTIwU2VhcmNoJUUzJTgxJUE4V2ViJTIwQW5zd2VyJUUzJTgxJUFFJUU0JUJEJUJGJUUzJTgxJTg0JUU1JTg4JTg2JUUzJTgxJTkxJUUzJTgwJTkwQWdlbnRDb3JlJUUzJTgwJTkxJnR4dC1hbGlnbj1sZWZ0JTJDdG9wJnR4dC1jb2xvcj0lMjMxRTIxMjEmdHh0LWZvbnQ9SGlyYWdpbm8lMjBTYW5zJTIwVzYmdHh0LXNpemU9NTYmdHh0LXBhZD0wJnM9NzdhZjQxZGMxZDAwZGJmYTJiYjE4NTI2YzVkOTk3ODQ%26mark-x%3D120%26mark-y%3D112%26blend64%3DaHR0cHM6Ly9xaWl0YS11c2VyLWNvbnRlbnRzLmltZ2l4Lm5ldC9-dGV4dD9peGxpYj1yYi00LjEuMSZ3PTgzOCZoPTU4JnR4dD0lNDBOYW5hXzc3NyZ0eHQtY29sb3I9JTIzMUUyMTIxJnR4dC1mb250PUhpcmFnaW5vJTIwU2FucyUyMFc2JnR4dC1zaXplPTM2JnR4dC1wYWQ9MCZzPTg1YzQ4MzUyMmVkMGVhNmYxYjhkZjU5MjVjYzhiNjQz%26blend-x%3D242%26blend-y%3D454%26blend-w%3D838%26blend-h%3D46%26blend-fit%3Dcrop%26blend-crop%3Dleft%252Cbottom%26blend-mode%3Dnormal%26txt64%3DS0RESeOCouOCuOODo-OCpOODq-mWi-eZuuOCu-ODs-OCv-ODvOagquW8j-S8muekvg%26txt-x%3D242%26txt-y%3D539%26txt-width%3D838%26txt-clip%3Dend%252Cellipsis%26txt-color%3D%25231E2121%26txt-font%3DHiragino%2520Sans%2520W6%26txt-size%3D28%26s%3D25cce219e7e398d8b8c1cf4fc17bd201)
This article is a machine translation of the contents of the following URL, which I wrote in Japanese: 【AWS】結果を返すか、答えを返すか。Web SearchとWeb Answerの使い分け【AgentCore】 …
I've just open-sourced dynamoat , a server that speaks the DynamoDB API and stores everything in PostgreSQL. You point an AWS SDK at it by changing one environm…

Monthly Revenue and Net Profit: A Dual-Line Chart PDF jquick-pdf by example — demo #16 of 184. Every article in this series ships one complete, runnable demo: a…
Building a project is one thing. Knowing what to improve next is another. That's the problem I wanted to solve with Critique. I didn't want to build another pla…
"Aim for a Flesch score of 60+." "Keep it at grade 8." You've probably heard both pieces of advice, sometimes in the same style guide, without anyone explaining…
You ask your AI agent to add an invoice filter to an existing product. The new screen comes back with pill-shaped buttons, a different type scale, and a new acc…
Someone taps Place order on a slow connection. Nothing changes on screen. Did the tap register? Should they try again? A missing pending state leaves them guess…
Laravel Mail Not Sending? 8 Fixes That Actually Work Meta description: Laravel mail not sending? Follow these 8 simple fixes for SMTP, .env, cache, queue and Gm…
Codeair Software Solutions builds dashboards and internal tools that give growing teams one clear view of their business. Most teams do not start out with bad d…

AI image generators and editing tools now attach information to files that you can't see on screen. Before you publish an image, it helps to know what is stored…