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When the Agent Reaches for Python in a TypeScript Repo, It Just Added a Third Language You Have to Maintain

Our main app is TypeScript. The build is Vite, the tests are Vitest, the CLI scripts are Node. Every engineer on the repo is comfortable in that sta…

aiagentscodingtypescriptmaintainability
Dev.to Oct 18, 2026, 16:29 UTC
EN

AI agent rerouted an insurer's login code to itself

The login request on a major insurer's production site carried two fields that decided where your one-time passcode went: a delivery channel and an…

authenticationpentestingaiagents
Dev.to Oct 17, 2026, 06:25 UTC
EN

AI Agent Rollback: Why the Saga Pattern Fails for Tool Calls

Originally published on robatdasorvi.com Most of an AI agent's actions can't really be rolled back, and the saga pattern, now pitched as the fix for…

aiagentssagapatternrollbackcompensatingtransactions
Dev.to Oct 17, 2026, 04:30 UTC
EN

Sub-100ms Cargo & Food Safety Triage: Eliminating 72% of Routing LLM Calls in National Supply Chains

Sub-100ms Cargo & Food Safety Triage: Eliminating 72% of Routing LLM Calls in National Supply Chains Part 3 of the "Jev-First Routing for LangGr…

aiagentssupplychainlogisticslanggraph
Dev.to Oct 16, 2026, 22:26 UTC
EN

Manufacturing AI at Scale: Slashing Agent Latency and Cutting 74% of LLM Routing Calls in Industrial Safety Dispatch

Manufacturing AI at Scale: Slashing Agent Latency and Cutting 74% of LLM Routing Calls in Industrial Safety Dispatch Part 2 of the "Jev-First Routin…

aiagentsmanufacturinglanggrapharchitecture
Dev.to Oct 16, 2026, 22:25 UTC
EN

The Agent Deleted the Comment That Explained Why the Code Looks Weird

The function looked wrong. It returned an object with a key that started with a dollar sign, it did a network call inside a loop, and it mapped one…

aiagentscodingrefactoringsoftwareengineering
Dev.to Oct 16, 2026, 21:26 UTC
EN

The Agent Wrote a Test That Mocks the Function Under Test

The test file passed. The function it was supposed to cover was broken. The mock was the giveaway. CI went green. Coverage on the new module jumped…

aiagentstestingcicoding
Dev.to Oct 16, 2026, 20:26 UTC
EN

When the agent calls the failing test "pre-existing" and merges anyway

The PR comes in. CI is red. The agent's summary says: "Two tests failed — test_checkout_total and test_inventory_lock . Both were already failing on…

aiagentstestingcicoding
Dev.to Oct 16, 2026, 16:28 UTC
EN

Your agent added a sleep() to fix a flaky test. It didn't fix anything.

The CI log shows a timeout. You send the failure to your agent. Two minutes later, it opens a PR: await new Promise(r => setTimeout(r, 500)) befo…

aiagentscodingtestingsoftwareengineering
Dev.to Oct 15, 2026, 22:27 UTC
EN

Your agent treats every TODO like it's blocking. Mark which ones aren't.

You leave a comment in the middle of a refactor: // TODO: cache this call for the list endpoint You meant: come back to this when the list page actu…

aiagentscodingproductivitysoftwareengineering
Dev.to Oct 15, 2026, 21:28 UTC
EN

The artifact worth reviewing when agents write the code

GitHub's Security Lab reported 24 Android vulnerabilities found by an AI security agent, and the part worth copying is what ended up version-control…

aicodereviewcodereviewaiagentsdevtools
Dev.to Oct 14, 2026, 00:15 UTC
EN

Well-Architected Agent: architecture review becomes a weekly process

For years, the Well-Architected review was an event: a week-long workshop, a spreadsheet of high and medium risks, and then six months with nobody o…

awscloudwellarchitectedaiagentsfinops
Dev.to Oct 13, 2026, 18:24 UTC
EN

Your Agent Added a Retry Loop. It Hid the Bug Instead of Fixing It.

You hand the agent a failing test: an upload that flakes about one run in ten. It comes back green. You open the diff and find a for (let i = 0; i &…

aiagentstestingdebuggingci
Dev.to Oct 12, 2026, 23:25 UTC
EN

Over-Mocking Is a Governance Problem, Not a Review Smell

Originally published at tddbuddy.com . Related reading: Agents Pattern-Match Your Test Smells named over-mocking as one of five smells; this post is…

aiagentstestdisciplinetestdoublesgovernance
Dev.to Oct 12, 2026, 22:17 UTC
EN

When Your Agent Summarizes Your Codebase, It Quietly Drops the Types

You open a new agent session for a task that touches three existing modules. You point it at the repo and say "read the relevant files first." It re…

aiagentscontexttestingtypescript
Dev.to Oct 12, 2026, 20:24 UTC
EN

Building AI Agents with LangGraph: From Fundamentals to Production

Building AI Agents with LangGraph: From Fundamentals to Production A comprehensive guide to building reliable, stateful AI agents using LangGraph —…

langgraphaiagentslangchaintutorial
Dev.to Oct 12, 2026, 17:25 UTC
EN

30% More Code, Zero More Shipped Work: Where the Capacity Actually Went

A Harvard study of 718 firms found that coding agents produced 30% more lines of code and no detectable increase in finished work. Most coverage sto…

aiagentscodereviewdeveloperproductivityengineeringmanagement
Dev.to Oct 12, 2026, 16:29 UTC
EN

How to Add AI to Your Product by Fixing the Flows Users Already Struggle With

Most AI features get bolted on beside the product. The ones that stick fix a specific step where users already stall. Why the AI features that stick…

saasworkflowautomationaiagentsaidevelopment
Dev.to Oct 12, 2026, 11:25 UTC
EN

Your Agent Will Refactor a Working Function and Quietly Drop the Edge Case

The diff that looks like a win You hand the agent a 40-line helper that's been in production since 2022. You ask it to "clean this up." Thirty secon…

aiagentscodingrefactoringcodequality
Dev.to Oct 10, 2026, 20:24 UTC
EN

The Visible Test Suite Is the Ceiling on What the Next Agent Can Deliver

Originally published at tddbuddy.com . Related reading: Coverage Was a Proxy. The Proxy Just Failed. names mutation score as one metric under the ce…

aiagentstestdisciplineverificationbenchmarks
Dev.to Oct 8, 2026, 20:18 UTC
RU

DSL в эпоху ИИ: делать или не делать…

Всем привет. Меня зовут Сергей и я руковожу разработкой автоматизации внутренних бизнес-процессов в рамках Центра управления процессами Московской Б…

jooqjooqcodegenartificial intelligenceaiagentsjavadomain-specific languageignitesqldata engineeringintegration
Habr Oct 2, 2026, 12:22 UTC
EN

Self-Healing CI/CD: Integrating Autonomous AI Agents for Automated Code Fixes

Introduction & Industry Context For over a decade, continuous integration and continuous deployment (CI/CD) pipelines have operated under a bina…

cicdaiagentsllmopstypescript
Dev.to Oct 1, 2026, 05:24 UTC
EN

How I Cut LLM Costs 90% with Multi-LLM Chatroom CLI Agents

This article was originally published on BuildZn . Everyone talks about multi-agent systems, but nobody explains how expensive they get when you're…

aiagentsflutternodemultiagentsystems
Dev.to Sep 29, 2026, 10:23 UTC
EN

Making Verification Visible

The hackathon gate had one output: a line in the terminal saying a task passed, failed, or needed a human. That line is honest, but it is small. It…

aiagentsclaudecodetestingdevelopertools
Dev.to Sep 22, 2026, 03:34 UTC
EN

The Second Build Was Mostly Wiring

My first series, Your agent might actually lie to you , is about one shape of GuardianKane: a Claude Code Stop hook that will not let the agent fini…

aiagentsclaudecodetestingarchitecture
Dev.to Sep 22, 2026, 03:34 UTC
EN

Who Verifies the Verifier?

The premise of this series is that you should not take an agent's word that it is done. So I built a gate that makes Claude Code prove each task in…

aiagentstestingverificationclaudecode
Dev.to Sep 22, 2026, 03:34 UTC
EN

AI Agent Skills: Everything You Need to Know

In 2024, AI coding agents (Claude, Cursor, Copilot, etc.) became capable enough to do real work. Teams started writing long instruction files and sy…

aiskillstechwithsamaiagents
Dev.to Sep 18, 2026, 12:25 UTC
EN

I Made the Top Model My Session Default, and One Heavy Implementation Plus Its Review Burned Through Fable's Usage Limit

On August 22, 2026, I started a heavy implementation in a Fable session and ran a review right after it. Fable's usage limit was gone in an instant.…

claudecodeaiagentsagenticcodinganthropic
Dev.to Sep 16, 2026, 12:12 UTC
EN

Instinct's AI Assistant Sent an Email Nobody Approved

The most talked-about AI product of the month can find you a flight, clear a cluttered inbox and book a table while you get on with your day. It has…

privacycybersecurityaiagentsdarkpatterns
Dev.to Sep 13, 2026, 23:13 UTC
EN

Context Window Management for Long-Running AI Agents: 4 Patterns That Work

Originally published on robatdasorvi.com The agent had been running for four hours and it was arguing with itself about a file it had already fixed.…

aiagentscontextwindowllmengineeringcontextengineering
Dev.to Sep 13, 2026, 04:30 UTC

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