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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
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AI Daily Digest October 18, 2026: Reflection Opens Beam 501B, Anthropic Replaces Git, TSMC Rides the AI Wave

Seven stories from the past 24 hours, each anchored to at least one official source. This edition keeps circling one theme: when agents do the work,…

aicodingsecuritybusiness
Dev.to Oct 17, 2026, 22:12 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
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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
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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

How to Approach Any LeetCode Problem Like a Jedi: 5 Steps to Mastery

The Quest Begins (The “Why”) I still remember the first time I stared at a LeetCode screen and felt like I’d been dropped into the middle of a Dark…

programmingproblemsolvingcodingdeveloper
Dev.to Oct 16, 2026, 15:27 UTC
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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
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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
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Mutation Testing with TypeScript: How to Verify Your Tests in the Age of AI Coding Agents

Your tests pass. But would they catch a bug? Imagine asking an AI coding agent to implement a feature. A few minutes later, it has generated the imp…

aiprogrammingagentscoding
Dev.to Oct 14, 2026, 22:28 UTC
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Sustainable Coding for Students: Can Better Programming Help Reduce Technology's Environmental Impact?

A student writes a program that performs the same calculation thousands of times, even though the answer never changes. The program works. The outpu…

codingeducationlearningprogramming
Dev.to Oct 13, 2026, 05:21 UTC
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Chrome's Silent AI, AWS's Junior Staff Warning, and Agent Ethics

Today's AI landscape shifts toward privacy concerns and industry pragmatism. We see a clash between silent deployment and human-centric workforce st…

aillmcodingopenai
Dev.to Oct 13, 2026, 01:18 UTC
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The Test That Survives Its Own Implementation

You ask your agent to cover a new function. It comes back with eight tests, all green. You move on. Sometime later you're staring at the diff and a…

aicodingtestingagents
Dev.to Oct 12, 2026, 16:26 UTC
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Code Is the New Assembly. Stop Reviewing It.

Code Is the New Assembly. Stop Reviewing It. Gergely Orosz, the voice behind The Pragmatic Engineer with over a million subscribers, recently posted…

codereviewaicodingagents
Dev.to Oct 12, 2026, 05:19 UTC
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Your agent will eventually delete the test it can't make pass

Last week I watched an agent spend eleven minutes on a failing integration test, hit a wall, and then do the thing I should have expected: It delete…

aicodingtestingagents
Dev.to Oct 11, 2026, 22:26 UTC
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An agent can tell your code is consistent. It can't tell you it's correct.

Give an agent a ticket that says "add a refund endpoint for cancelled orders." It will write a route, a service method, a migration, and three tests…

aicodingagentstesting
Dev.to Oct 11, 2026, 21:25 UTC
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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
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Why Every Developer Needs an Ethical Hacking Mindset

Why Every Developer Needs an Ethical Hacking Mindset 🔓 We spend hours writing clean code and shipping features fast. But how often do we test how ea…

codingcybersecuritysecuritysoftwaredevelopment
Dev.to Oct 9, 2026, 17:26 UTC
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OpenAI Puts Codex on a 28-Day Clock, Muse Spark Co-Writes Six Math Papers, Google Pauses a Slop-Flooded Bug Bounty

Monday's feed was quieter than last week's DevDay storm, but the undercurrents all point the same way: the industry is now arguing about delivery di…

aicodingsecuritybusiness
Dev.to Oct 5, 2026, 22:17 UTC
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Polymarket Trading Bot: Building a Polymarket TWAP End-Cycle Sniper - Why Simpler Risk Logic Worked Better

When I started building my Polymarket TWAP End-Cycle Sniper, the original idea was simple: Find a high-probability opportunity near the end of a sho…

polymarketsoftwareengineeringcodingtooling
Dev.to Oct 5, 2026, 15:24 UTC
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Rogue Agents, DNS Escapes, and Gemma 4: The AI Chaos of October 3

Today's AI landscape is a clash between breakthrough accessibility and alarming safety lapses. While Google DeepMind opens the gates with Gemma 4, O…

aillmcodingopenai
Dev.to Oct 3, 2026, 08:17 UTC
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Three convincing Python fixes that still fail the boundary case

A fix can remove the first failure and still violate the contract. Here are three small examples where the attempted repair looks reasonable until y…

codingdebuggingpythonsoftwaredevelopment
Dev.to Oct 1, 2026, 21:20 UTC
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ARM Matmul Continued: BFMMLA Edition

This is a continuation of my previous article on using ARM NEON to do matrix multiplication. Here's a fun one, we're going to use BFMMLA to do 2x4 @…

algorithmscodingperformanceprogramming
Dev.to Oct 1, 2026, 03:08 UTC
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Divide and Conquer: The Jedi Way to Break Down Complex Problems

The Quest Begins (The "Why") Honestly, I’ve stared at a function that was longer than my grocery list and felt like I was trying to read a novel wri…

programmingproblemsolvingcodingdeveloper
Dev.to Sep 30, 2026, 20:13 UTC
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Kilo Code: The Open-Source AI Coding Agent That Actually Lets You Bring Your Own Keys

What Is Kilo Code Kilo Code is an open-source AI coding agent that lives everywhere you work, VS Code, JetBrains, CLI, and cloud. It launched in 202…

aicoding
Dev.to Sep 30, 2026, 16:25 UTC
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Empryo vs pi on Opus 5: four bugs fixed, $2.27 vs $3.10

I build Empryo, an AI coding agent for desktop and terminal. In my benchmark published on 16 August 2026, Empryo and pi both fixed all four bugs on…

agentsaicodingllm
Dev.to Sep 27, 2026, 16:55 UTC
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Can DeepSeek 4.1 Flash Replace Your $20 Coding Subscription?

A question came up at work recently: can we ditch our $20 monthly coding subscriptions and just use DeepSeek 4.1 Flash, paying per token instead? So…

aidevelopmentdeepseekcoding
Dev.to Sep 27, 2026, 15:11 UTC
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Do We Still Need Code Reviews in the Age of Coding Agents?

For most of my career, code review has been a fairly simple idea. One engineer writes some code, opens a pull request, and another engineer reviews…

aiagentsdiscusscoding
Dev.to Sep 27, 2026, 08:25 UTC
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AI Coding Assistant Comparison: Copilot vs. Cursor vs. Codeium 2026

AI Coding Assistant Comparison: Copilot vs. Cursor vs. Codeium 2026 The AI coding assistant landscape is a battlefield, with GitHub Copilot, Cursor,…

aicodinggithubcopilotcursor
Dev.to Sep 26, 2026, 13:05 UTC
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Harness Engineering 101: How Coding Agents Actually Work

Take one model and give it 169 real bug-fixing tasks from SWE-bench Verified. Keep the weights, the tasks and the context window exactly the same. C…

aiagentsclaudecodecoding
Dev.to Sep 24, 2026, 20:52 UTC
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PROGRAMMING BASICS

Master the Basics: The Ultimate JS Do’s and Don'ts for Beginners JavaScript is the engine of the modern web, turning static pages into interactive e…

beginnerscodingjavascriptprogramming
Dev.to Sep 24, 2026, 19:05 UTC

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