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Why Finance Agents Need a Model Layer, Not Just Spreadsheet Access

You have built the agent. It calls a spreadsheet via API, reads the relevant cells, and produces something useful: a variance analysis, a scenario update, a summary for a board meeting. It works. Unti

dev.to Jul 02, 2026 Read more →

Environment Variables Don't Have to Suck

I've lost count of how many times I've seen this in production: const port = parseInt(process.env.PORT || "3000", 10) const dbUrl = process.env.DATABASE_URL if (!dbUrl) throw new Error("DATABASE_UR

dev.to Jul 02, 2026 Read more →

I got tired of manually reading JDs, so I built a tool to do it for me

Honestly, this started out of frustration. I was applying for jobs a few months back and kept doing this thing where I'd open a job description, read through it, go back to my resume, read through th

dev.to Jul 02, 2026 Read more →

My tests were green. My code was wrong. The spec was 3,000 years old.

Most of the code we write can be checked against something. A tax calculator has the tax code. A JSON parser has a spec. A physics sim has reality. You write a test, you assert the expected value, and

dev.to Jul 02, 2026 Read more →

New trend in design?

Seriously, I am so tired of AI created design and my heart wants something cool. Also, it will stand out from other AI designs. Default HTML style is seriously good, maybe it needs small improvements

dev.to Jul 02, 2026 Read more →

How to Monitor Certificate Transparency Logs for Lookalike Domains

The firehose problem, typo/homoglyph matching, and where it breaks in production A lookalike domain usually sits around for days or weeks before anyone notices. Someone registers yourbrand-support.co

dev.to Jul 02, 2026 Read more →

Awaithuman: pagerduty mcp

PagerDuty MCP Unlocks AI Agent Awareness: The Case for Controlled Escalation But here is the question most teams skip: once your agent can see everything and act on some of it, who decides

dev.to Jul 02, 2026 Read more →

How I cut AI generation errors in half without burning more LLM calls

A few months ago I was deep into building Crimetube, a pipeline that turns a topic prompt into a full narrated documentary video. The whole thing runs on its own: research, script, shot planning, imag

dev.to Jul 02, 2026 Read more →

Global State in Next.js App Router — Zustand Over Context for Most Use Cases

React Context works. It's built-in, requires no dependencies, and handles many state management needs fine. It also causes the specific problem that leads developers to look for alternatives: unnecess

dev.to Jul 01, 2026 Read more →

Automação com IA no n8n: Crie Seu Primeiro Workflow Inteligente em 10 Minutos (2026)

Automação com IA no n8n: Crie Seu Primeiro Workflow Inteligente em 10 Minutos (2026) Tags: automacao, n8n, ia, tutorial Se você já perdeu horas do seu dia fazendo tarefas repetitivas — com

dev.to Jul 01, 2026 Read more →

WhatsApp, Signal, Telegram: Which One Is Truly Secure?

Last week, while conducting a security audit for one of my side products, I felt the need to review our users' communication preferences. Instant messaging apps, which have become indispensable in our

dev.to Jul 01, 2026 Read more →

How Prathyusha Ramanjaneyulu at Celonis Eliminated Dev Environment Overhead for 600 Engineers

I recently spoke with Prathyusha Ramanjaneyulu, a Senior Software Engineer at Celonis. She owns the local development component of the organization's internal developer tooling and is responsible for

dev.to Jul 01, 2026 Read more →

Your AI Agent Said 'Done.' Here's How I Found Out It Actually Failed Three Hours Later.

Last Tuesday my AI agent sent 47 incorrect pricing emails to active customers. It took three hours before a human noticed and flagged it. By then the damage was done — three customers had already repl

dev.to Jul 01, 2026 Read more →

Hiring SREs: What I Look For After Interviewing 100+ Candidates

The SRE Hiring Problem SRE roles are notoriously hard to fill. The intersection of software engineering, systems administration, and operational wisdom is narrow. After interviewing over 10

dev.to Jul 01, 2026 Read more →

"Couldn't you just use pg_activity? — staking out one corner of Postgres incident triage"

Earlier, I wrote about a 2 a.m. incident. Production is slow, you open psql, the cursor blinks, and your hand freezes on the very first query. I introduced pgincident as a tool that breaks that "first

dev.to Jul 01, 2026 Read more →

AI search and business websites: why companies should update now

AI-powered search is changing how people discover information, compare suppliers and decide which companies to contact. For many businesses, this makes one thing very clear: having a website online i

dev.to Jul 01, 2026 Read more →

Coverage Said 69%, Mutation Testing Said 25%

Sunday 2026-06-28. intent-mail repo, fresh Stryker baseline run. The coverage gate reported green: 69.09% line coverage. Three seconds later, mutation testing reported 24.88%. The rules engine—the cod

dev.to Jul 01, 2026 Read more →

Zustand Felt Off. Redux Was a No. So I Built My Own.

I was building MiniSlack, a hands-on project to learn system design and microservices, when I hit a wall in a form component. It was just three fields, but once I added client-side validation, the se

dev.to Jul 01, 2026 Read more →

Browser strategy game backend: no tick loop

Old Light is a browser strategy game: a whole galaxy you play in a tab, with star systems to claim, an economy to grow, fleets to build, and other players (plus the AI empires that live alongside them

dev.to Jul 01, 2026 Read more →

Your Disk Is Full but `du` Says It's Empty

Your server is slow. You check the disk: $ df -h / Filesystem Size Used Avail Use% Mounted on /dev/sda1 100G 95G 0.5G 99% / Ninety-five gigabytes used. So you go looking for w

dev.to Jul 01, 2026 Read more →
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