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ProgrammingDEV Community ·

How I built a simple AI router to avoid vendor lock-in and costs

I've been working on a side project that needs AI for a few different tasks: answering user questions, generating image captions, and summarizing chat threads. At first, I just picked one provider (OpenAI) and called it a day. But after a month, two things became painfully clear: first, not every model is great at every task, and second, the bill was climbing fast because I was using GPT-4 for everything. So I did what any reasonable developer would do: I started swapping API keys by hand. I'd comment out one import and uncomment another, deploy, test, get frustrated, rinse and repeat.

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ProgrammingDEV Community ·

Leveling Up Observability: SLO Rollup and Grafana Dashboards in Hermes-Memory-Installer

Hermes-Memory-Installer just shipped a feature that changes how we think about memory management at scale: native SLO rollup and preconfigured Grafana dashboards. If you’re already running the installer in production, you know the pain of stitching together memory metrics, application health, and capacity alerts into a single view. This update eliminates that friction by giving you both the aggregated compliance data and the visualization layer out of the box. For experienced developers running memory-intensive workloads—whether in Kubernetes, bare metal, or hybrid environments—this is the obs

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IndiaTimes of India ·

Delhi YouTuber Gurman Singh 'Road Safety Wala' arrested for targeting women riders

A 32-year-old YouTuber, known as "Road Safety Wala," has been arrested for deliberately crashing into women riders and minor girls' vehicles, then posting the disturbing videos online for views and revenue. The accused confessed to targeting women for greater engagement and personal gratification. Police recovered a mobile phone and are investigating further into his social media activities.

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ProgrammingDEV Community ·

Airflow vs n8n vs Temporal for API workflow orchestration

What You'll Need n8n Cloud or self-hosted n8n Hetzner VPS or Contabo VPS for hosting Namecheap if domain needed DigitalOcean as alternative Docker (for self-hosting Airflow or Temporal) Python 3.9+ (for Airflow development) PostgreSQL (for state management) Why Orchestration Matters Apache Airflow Deep Dive n8n for Visual API Workflows Temporal for Fault-Tolerant Systems Head-to-Head Comparison Which Tool Wins for Your Use Case Getting Started I've spent the last three years building production workflows across multiple platforms, and I can tell you this: choosing the wrong orchestration tool

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ProgrammingDEV Community ·

UK Healthcare AI Is Running Wild — And The Industry Wants It Fixed

The UK wants to build the "most AI-enabled healthcare system in the world." That ambition is noble. The problem is that the regulations meant to keep that AI safe and effective are, by the industry's own assessment, fundamentally broken. A new report from the MHRA's National Commission on the Regulation of AI in Healthcare — based on responses from 761 stakeholders including NHS bodies, industry, academia, and patient groups — delivers a damning verdict on the current framework. Seven in ten respondents disagreed or strongly disagreed that existing regulations are sufficient on safety and perf

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ProgrammingDEV Community ·

AI Table Generator Features Worth Actually Using

If you search for an AI table generator, you will find a lot of tools The features worth caring about in a table builder are less about AI Column types are the first thing to look for. A tool that treats every Export quality is the second thing. A PDF export that looks like a Smart paste is the third thing most people discover late. If you have I built Tablesmit with all of this in mind. It is free, open source, Try it at tablesmit.com.

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ProgrammingHacker News ·

ETH Zurich develops dual-function pixels that both emit and sense light

Researchers at ETH Zurich have created a new type of pixel capable of both emitting and detecting light simultaneously. This dual functionality marks a significant departure from conventional display pixels, which can only produce light. The innovation could enable screens that interact with their environment without requiring separate sensor components. Potential applications include advanced displays, medical imaging, and interactive surfaces. The research represents a step toward more integrated and compact optoelectronic devices.

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IndiaTimes of India ·

24 hours before exam, Maharashtra TET postponed after suspected paper leak in Thane

The Maharashtra Teacher Eligibility Test (TET) 2026, slated for June 28, has been postponed due to a suspected question paper leak. Bhiwandi police apprehended individuals with examination-related materials, which MSCE officials confirmed matched the TET paper. This breach of integrity prompted the council to reschedule the exam, with a new date to be announced soon. Candidates are urged to await official communication.

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ProgrammingDEV Community ·

Creating Ebooks

制作没有数字痕迹的电子书 手工制作的目录 输入 掌握Markdown的基本语法 撰写素材文档 校对素材文档 制作封面图片和插图 安装Calibre 自动生成的目录 章节分页符 相对固定的输出格式 把素材文档导入书库 编辑元数据 生成书籍并另存为 EPUB DOCX PDF 清理 Markdown是通用、健壮、易学易读易写、便于移植的轻量级标记语言,教程见Markdown Guide和Daring Fireball。主要语法列举如下: 用至少一个空白行分隔不同段落(包括标题)。 正常段落没有必要缩进(即空两格),需要时每4个空格( )或1个制表符(TAB)可缩进一级。 # 一级标题 ## 二级标题 ### 三级标题 #### 四级标题 **粗体** *斜体* ***粗体和斜体*** 1. 有序列表第一项 1. 有序列表第二项 1. 有序列表第三项 - 无序列表第一项 * 无序列表第二项 + 无序列表第三项 ```段落之间的等宽字体代码块``` ``段落内部嵌入的等宽字体代码`` > 引用的第一个段落 > > 引用的第二个段落 >> 嵌套引用的段落 段落之间的多行引用块 [外部超链接显示名](外部超链接地址) [外部超链接显示名](外部超链接地址 "鼠标悬停在链接上时显示的文字提示") ![图片无法加载时显示的文字描述](图片路径) ![图片无法加载时显示的文字描述](图片路径 "鼠标

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IndiaTimes of India ·

Will Vaibhav Sooryavanshi make his India debut in 2nd T20I vs Ireland?

Excitement mounts for 15-year-old Vaibhav Sooryavanshi's potential India debut in the second T20I against Ireland. Despite his talent, the team management, including captain Shreyas Iyer and batting coach Sitanshu Kotak, opted for experienced players in the series opener. While Sooryavanshi's chance is anticipated, the focus remains on balancing opportunities with rewarding in-form players.

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IndiaTimes of India ·

How drones could transform logistics on India's Himalayan frontier

The Indian Army is revolutionizing high-altitude logistics with drones, offering a cost-effective and faster alternative to helicopters and foot transport. New drone platforms are being developed to meet stringent requirements for payload and altitude, with domestic manufacturers stepping up. Initiatives like HIM-DRONE-A-THON are fostering innovation, aiming to equip frontline troops with reliable aerial resupply capabilities in challenging Himalayan terrains, bolstering India's self-reliance in defence.

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