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When a Renewed cert-manager CA Runs on the Same Key but a New Key Identifier

On cert-manager v1.21.2, a v1.18.6-issued rotationPolicy: Never CA renewed with the same key got a new SKI (SHA-1 → truncated SHA-256); OpenSSL accepted a pre-renewal leaf only with the old CA too.

dev.to Oct 14, 2026 Read more →

Your traffic spike might be one AI newsletter bot: find it, verify crawlers, rate-limit the rest

Sammy Straus posted a side project to Hacker News, got about a hundred upvotes, and watched the site get slower for days. The culprit was not GPTBot or ClaudeBot. Nearly half of all traffic came from

dev.to Oct 14, 2026 Read more →

I Removed Passwords From My App. Here’s What the Login Flow Looks Like Now

Most applications eventually face login problems that have little to do with their core purpose. Users forget passwords, reuse credentials, and struggle with account recovery. Meanwhile, developers m

dev.to Oct 14, 2026 Read more →

How to Build an Academic Claim-Checking Agent with Jev

Day 14 of 30 Days of Search Attention Is All You Need reports experiments on two machine-translation tasks. A research agent preparing a literature review could cite it for a much broader statement:

dev.to Oct 14, 2026 Read more →

The Bottleneck Moved: AI Coding Agents Write 30% More Code, but Teams Ship the Same

Most teams that adopted AI coding agents expected one thing: ship faster. A new Harvard working paper on 718 companies suggests they got the opposite of the metric that matters. Code volume rose about

dev.to Oct 13, 2026 Read more →

Explaining Technical Concepts Is a Metaphor Problem, Not a Drawing Problem

I've spent years delivering technical projects, and I keep running into the same thing: when a concept fails to land, it's rarely because the diagram was bad. It's because the metaphor was wrong. Her

dev.to Oct 13, 2026 Read more →

Kafka and Flink Hit a Wall at the Model Serving Boundary

TL;DR — Kafka/Flink pipelines are built around record-at-a-time, backpressure-aware processing, while model servers get their throughput from batching requests together. The seam between the two is w

dev.to Oct 13, 2026 Read more →

The Journey Blueprint: Why Modern Programming Articles Should Focus on End-to-End Problem Solving

Most programming articles teach one concept well and then stop. Real engineering work rarely looks like that. Developers need end-to-end problem solving, the ability to take a messy requirement from a

dev.to Oct 13, 2026 Read more →

Designing a discussion forum without turning it into a social network

I've spent much of the last few months designing and building Public Voice, a new independent discussion forum. I'm a graphic designer first and a developer second, and one of the things I've enjoyed

dev.to Oct 13, 2026 Read more →

Kubernetes readiness gates and rolling deploys without downtime

You ship a new version on a quiet Tuesday afternoon. kubectl rollout status reports success, every pod is Running and Ready, and the dashboards look fine. Then someone notices a small spike of 502s in

dev.to Oct 13, 2026 Read more →

# Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission

Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Qua

dev.to Oct 13, 2026 Read more →

Uma feature, quatro microsserviços: o que um bug com Mono.zip() me ensinou sobre autonomia e engenharia de software

Há tarefas que chegam para a gente com aquela aparência inocente de: "É só adicionar um card na tela." Foi exatamente assim que começou um dos cases mais interessantes que vivi trabalhando como

dev.to Oct 13, 2026 Read more →

Introduction to Computer Vision

Computer vision is the technology that teaches computers to understand pictures and videos. Look at a photo of a coffee cup and you know right away what it is. You may even guess the coffee is hot. A

dev.to Oct 13, 2026 Read more →

Selling digital downloads as gifts and team purchases: delivering when the buyer isn't the user

A surprising share of digital-download support pain starts with a simple mismatch: the person who paid is not the person who will use the file. A partner buys a template pack as a gift. An office mana

dev.to Oct 13, 2026 Read more →

Swift on Android, part 1: what the official SDK does and how it differs from KMP

I ship an app on Kotlin Multiplatform, and when I counted the lines, the shared Kotlin code turned out to be just 14% of the codebase. So here's the question I keep asking myself as an iOS developer:

dev.to Oct 13, 2026 Read more →

73 Ways to Practice: Building Real-World Infrastructure Projects to Test Your Coding Limits

Most developers learn to code by following tutorials. They build a to-do app, clone a weather dashboard, or work through a bootcamp capstone. These exercises are useful at the start, but they rarely r

dev.to Oct 13, 2026 Read more →

RustFS S3 Tables: A Built-In Iceberg REST Catalog in an Apache-2.0 Object Store

RustFS S3 Tables is an Apache Iceberg REST Catalog built directly into the RustFS object storage kernel, so one process on one port serves both standard S3 and the Iceberg REST Catalog protocol. That

dev.to Oct 12, 2026 Read more →

Why Webhook Signature Verification Fails: Raw Body, Wrong Secret, Clock Skew, Proxies

Your webhook signature check fails, and the secret looks right. We list the causes in the order you're likely to hit them, from the raw body and hex vs base64 to clock skew and proxies, plus a step-by

dev.to Oct 12, 2026 Read more →

RAG Over Enterprise Lakehouse Data Has a Permissions Clock Problem

TL;DR — Most RAG systems bake access control into the vector index at embedding time, treating permissions like content freshness. But permissions and content decay on completely different timescales

dev.to Oct 12, 2026 Read more →

Previewing untrusted .eml files in the browser: sandboxed iframe, CSP and blocked remote images

An .eml file is a saved email. Open one and you get raw MIME: headers, a plain-text part, an HTML part, maybe some base64 attachments. The HTML part is the interesting one, because it was written by w

dev.to Oct 12, 2026 Read more →
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