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AI 资讯 Dev.to

Coding Burnout is Real: Build a Stress Warning Dashboard with Oura Ring & GitHub

We’ve all been there: it’s 2 AM, you’re deep in a "Refactoring Rabbit Hole," your coffee is cold, and your heart is racing. You feel productive, but is your body paying the price? As developers, we often ignore the physical signals of burnout until it's too late. In this tutorial, we are going to quantify the "Dev Grind." We'll build a Programmer Stress Warning Dashboard using the Oura Ring API to track Heart Rate Variability (HRV) and correlate it with your GitHub commit frequency . By the end of this guide, you'll have a real-time visualization of how that complex Kubernetes migration is actually affecting your nervous system. We will be utilizing HRV monitoring , biometric data visualization , and the Oura Ring API to create a predictive stress model for high-performance engineers. The Architecture 🏗️ The logic is simple: we fetch your physiological "readiness" and stress markers from Oura and overlay them with your activity from GitHub. If your commits are spiking while your HRV is tanking, it's time to step away from the keyboard. 🥑 graph TD A[Oura Cloud API] -->|HRV & Stress Levels| B(Next.js Backend) C[GitHub API] -->|Commit Frequency| B B -->|Data Aggregation| D{Correlation Engine} D -->|JSON Stream| E[D3.js Visualization] E -->|Alerts| F[Developer Dashboard] style F fill:#f96,stroke:#333,stroke-width:2px Prerequisites 🛠️ To follow this tutorial, you'll need: Oura Ring & a Personal Access Token (from the Oura Developer Portal ). Next.js (App Router) for our frontend and API routes. D3.js for crisp, reactive data visualizations. Vercel for instant deployment. Step 1: Fetching HRV Data from Oura API Heart Rate Variability (HRV) is the gold standard for measuring autonomic nervous system stress. A high HRV usually means you're recovered; a low HRV means you're under pressure. Here is a clean implementation of a Next.js API route to grab your daily stress metrics: // app/api/oura/route.ts import { NextResponse } from ' next/server ' ; export async function GET (

Beck_Moulton 2026-06-17 08:15 4 原文
AI 资讯 Dev.to

Mistakes I Made as a New Coder- Don't Repeat Them

When I started coding, I made so many silly mistakes 😅 Today I’m sharing 3 small mistakes that every beginner developer makes: 1. Trying to write "Perfect Code" on Day 1 Bro, your code will be messy at the start. Just make it work first. Perfect comes later. 2. Watching tutorials but not coding yourself Watching videos is easy. But you only learn when you type the code on your own laptop. 3. Getting scared of errors Red error ≠ Failure. Error = Teacher. Copy it to Google, you’ll find the fix. What mistake did YOU make when you started? Tell me in the comments 👇

Sahira Rani 2026-06-17 08:06 4 原文
AI 资讯 OpenAI Blog

Introducing LifeSciBench

Introducing LifeSciBench, an expert-authored, expert-reviewed benchmark for evaluating how AI systems handle real-world life science research tasks and decisions.

2026-06-17 08:00 9 原文