DEV Community • 2026-08-04 14:35

Fast Agent Quality Gates: Deterministic Rules Over LLM Judges

Deterministic agent tests become much more valuable when they are expressed as reusable quality gates rather than one-off assertions scattered across test files. A gate answers a narrow engineering question: Did the run validate before writing data? Did retries stay within policy? Was token usage recorded and within budget? Did every started span finish? The result should be stable, fast, and spe...

0 0
8m read
DuckDuckGo's Anti-AI Sunglasses Won't Spy On Anyone
newest submissions : multi • 2026-08-04 14:33

DuckDuckGo's Anti-AI Sunglasses Won't Spy On Anyone

submitted by /u/lurker_bee to r/technology [link] [comments]

0 0
1m read
Palestinians hold mass funeral for 112 bodies finally recovered from a 2023 Gaza strike
newest submissions : multi • 2026-08-04 14:33

Palestinians hold mass funeral for 112 bodies finally recovered from a 2023 Gaza strike

submitted by /u/bumblebeelivinglife to r/worldnews [link] [comments]

0 0
1m read
HackerNoon • 2026-08-04 14:32

PXE Boot From S3 Without a Traditional Boot Server

How PXE netboot actually works, and how to build a minimal S3-based PXE server for Alpine Linux with UEFI HTTP boot. No TFTP server required.

0 0
1m read
DEV Community • 2026-08-04 14:31

Debugging Complex Pointer and Touch Event Interactions in Mobile Browsers

Ever tried to build a smooth swipe or pinch gesture on mobile only to find it firing weird events, missing touches, or blocking scroll? If you’ve been there, you know it quickly devolves into a maze of event handlers, mysterious no-ops, and contradictory docs. I recently spent days debugging a custom gesture recognizer for a mobile web app and finally got to the bottom of how browsers handle poi...

0 0
5m read
DEV Community • 2026-08-04 14:30

Debugging AI-Generated Code: Practical Strategies That Actually Work

Introduction Artificial Intelligence has fundamentally changed software development. Whether you're using GitHub Copilot, ChatGPT, Claude, Gemini, or Cursor, AI can generate complete functions, APIs, UI components, database queries, and even entire applications within seconds. But there's a catch. AI doesn't truly understand your project. It predicts code based on patterns it has tra...

0 0
7m read
DEV Community • 2026-08-04 14:25

Your AI Assistant is Eating Money You Can't See. Here's the Math

Last month, one of my colleagues racked up a $1,200 bill in a single two-hour coding session with an AI assistant. He wasn't doing anything unusual. Just debugging, pasting code blocks, asking follow-up questions. He had no idea how much each interaction cost. And that's the problem across our entire industry right now. TL;DR: Tokens are AI's electricity meter. Code costs 1.5-2.5x more tokens ...

0 0
15m read
DEV Community • 2026-08-04 14:23

Most Developers Don't Care About Customer Health. That Used to Be Fine.

Every SaaS company runs health checks on its servers every 30 seconds. Ask the same company how often it checks customer health, and the answer is usually: During the monthly QBR, if someone remembers to pull the report. Most developers don't think about customer health at all. It's not their problem. It lives in the CRM, which lives in the CS team's browser tab, which might as well be a diffe...

0 0
5m read
newest submissions : multi • 2026-08-04 14:23

Congo Ebola response hit by worker protests over late pay

submitted by /u/RedaNassef to r/news [link] [comments]

0 0
1m read
Can Reddit fend off a new wave of AI SEO spam | The era of AI-powered search has made Reddit mentions highly valuable. Subreddit moderators are catching brands trying to take advantage
newest submissions : multi • 2026-08-04 14:22

Can Reddit fend off a new wave of AI SEO spam | The era of AI-powered search has made Reddit mentions highly valuable. Subreddit moderators are catching brands trying to take advantage

submitted by /u/Hrmbee to r/technology [link] [comments]

0 0
1m read
newest submissions : multi • 2026-08-04 14:20

The AI cheating scandal rocking Mexico’s most prestigious university

submitted by /u/Left-Hotel904 to r/news [link] [comments]

0 0
1m read
DEV Community • 2026-08-04 14:15

Pricing Your First Product: Why Free Is the Most Expensive Number

The hardest part of pricing a first product is not the number. It is that charging money is the only test that tells you whether anyone actually wants the thing. Free postpones that test, and the delay is the expense. August 4, 2026 Founders will spend six weeks agonizing over a feature and six minutes on the price, and the price is the decision that will teach them the most. The pattern is almo...

0 0
7m read
Real Python • 2026-08-04 14:10

Sending Emails Using Python

Learn how to send emails with Python using SMTP and smtplib, attach files, format HTML messages, and personalize bulk emails.

0 0
1m read
DEV Community • 2026-08-04 14:08

CVE-2026-8457: WooCommerce Social Login Auth Bypass — Forged Apple JWTs Take Over Accounts

On August 1, 2026, Wordfence disclosed a critical authentication bypass in the WooCommerce – Social Login plugin (WPWeb Elite), tracked as CVE-2026-8457 (CVSS 9.8). The short version: the plugin's Apple login handler accepts an id_token, decodes its base64 payload — and never verifies the JWT signature, issuer, audience, or expiry. Combined with a login nonce that's publicly exposed via wp_locali...

0 0
4m read
Hacker News: Front Page • 2026-08-04 14:07

It's not a fear of "AI communism"; it's a fear of competitive market capitalism

Article URL: http://observationalepidemiology.blogspot.com/2026/07/its-not-fear-of-ai-communism-its-fear.html Comments URL: https://news.ycombinator.com/item?id=49169227 Points: 11 # Comments: 7

0 0
1m read
The Dashboard Trap: How Product Teams Confuse Measurement With Decision-Making
HackerNoon • 2026-08-04 14:07

The Dashboard Trap: How Product Teams Confuse Measurement With Decision-Making

Decision-Led Analytics starts with the product decision, then identifies the evidence needed to reduce uncertainty instead of tracking more metrics.

0 0
1m read
Cascading Style Sheets • 2026-08-04 14:03

A layout setup that I wished worked … perhaps a way?

To explain the situation, I'll start off with two simple cases which work. CodePen links provided. The css & html are mostly fixed as: ``` .div-a { height: 500px; max-height: 750px; background-color: lightblue; overflow: hidden; } .div-b { display: grid; grid-template-rows: min-content 1fr min-content; height: 100%; background-color: lightcoral; } .content-a { height: 10vh; background-color: r...

0 0
2m read
The TechBeat: The Cooling Revolution That Could Save a Warming World (8/4/2026)
HackerNoon • 2026-08-04 14:01

The TechBeat: The Cooling Revolution That Could Save a Warming World (8/4/2026)

8/4/2026: Trending stories on Hackernoon today!

0 0
1m read
DEV Community • 2026-08-04 14:01

Render invoices to PDF with a GET request instead of shipping Chromium

Every "generate a PDF invoice" ticket ends the same way: you already have the invoice as an HTML template that looks right in the browser, and now you need bytes you can email or store. The usual answer is Puppeteer, which drags a ~300MB Chromium download into your image, needs a pile of shared libraries on slim base images, and falls over on the first serverless deploy that has a 250MB bundle lim...

0 0
3m read
DEV Community • 2026-08-04 14:00

An MCP server on Cloudflare's free plan, measured against the 10 ms CPU limit

Two things happened this week that turn "can I run an MCP server for free" from a compromise into a plain yes, with one measurable condition. Today the Model Context Protocol shipped its 2026-07-28 revision, and the headline change is that the protocol core went stateless: sessions, the Mcp-Session-Id header, and the initialize handshake are gone. The release post states the consequence outright: ...

0 0
6m read
Previous Next