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DEV Community
dev.to > infoinlet1 > i-made-two-ais-review-each-others-code-for-30-days-a-human-still-caught-the-bug-in-5-minutes-484a

I made two AIs review each other's code for 30 days. A human still caught the bug in 5 minutes.

54+ min ago   (905+ words) Last month I let AI write 100% of my code for 30 days. The single loudest lesson wasn't "AI is amazing" or "AI is useless." It was one sentence: the thing that writes the code can never be the thing that reviews…...

DEV Community
dev.to > masondelan > record-why-an-approach-was-rejected-and-when-to-revisit-it-20op

Record why an approach was rejected—and when to revisit it

49+ min ago   (564+ words) Disclosure: I maintain Selvedge, an open-source decision-history tool. This article was prepared with AI assistance from Grok and Codex. The example below is hypothetical and uses plain Markdown; it does not require a particular product. A repository can show what…...

DEV Community
dev.to > tessainsley > the-best-coding-agent-still-gets-6-in-10-changes-wrong-that-is-your-review-load-3h5n

The best coding agent still gets ~6 in 10 changes wrong. That is your review load.

1+ hour, 7+ min ago   (244+ words) While tech review articles argue about what PR length is safe to let an agent produce, the review problem is set by a simpler number: how often the agent is wrong. Specific Labs' Real-SWE benchmark, published September 2026, runs frontier agents…...

DEV Community
dev.to > ashg2099 > 56-fault-injection-tests-passed-the-one-that-injected-nothing-failed-ihj

56 fault-injection tests passed. The one that injected nothing failed.

1+ hour, 22+ min ago   (415+ words) I was building a tool that detects when data quietly changes meaning — a vendor switching units, a source dropping a field, an undocumented enum appearing. The kind of failure where every test passes and every job is green. Claims about…...

DEV Community
dev.to > yash_sonawane25 > your-first-aws-production-architecture-from-a-simple-application-to-a-scalable-system-3738

Your First AWS Production Architecture: From a Simple Application to a Scalable System

1+ hour, 42+ min ago   (1081+ words) Most people learn AWS by studying individual services. RDS is a database. But that's not how AWS is used in the real world. In a real project, these services work together to solve one problem: How do we run an…...

DEV Community
dev.to > jjoyneriv > your-fine-grained-github-token-gets-404-not-403-check-these-four-things-before-the-url-1l99

Your Fine-Grained GitHub Token Gets 404, Not 403. Check These Four Things Before the URL.

1+ hour, 40+ min ago   (398+ words) Your script calls the GitHub API with a fine-grained personal access token and gets 404 Not Found on a repository you can open in the browser. The URL is right. The repository exists. You will spend the next twenty minutes checking…...

DEV Community
dev.to > jjoyneriv > someone-force-pushed-over-main-here-is-the-reflog-nobody-knows-they-have-1d6d

Someone Force-Pushed Over main. Here Is the Reflog Nobody Knows They Have.

1+ hour, 40+ min ago   (423+ words) A colleague pushed a fix to main. Ten minutes later you amended a commit message and ran git push --force. Their commit is no longer reachable from any branch on the server. This is the one Git command that can…...

DEV Community
dev.to > rafagross > ec2-instance-unreachable-via-ssm-session-manager-1fe9

EC2 Instance Unreachable via SSM Session Manager

2+ hour, 8+ min ago   (595+ words) This runbook resolves the situation where an EC2 instance is running and visible in the console but either does not appear in the Systems Manager Fleet Manager inventory, or returns a connection error when you attempt to start a Session Manager…...

DEV Community
dev.to > bianca_szimanski > vpc-peering-conectando-redes-privadas-entre-contas-e-regioes-na-aws-2gei

VPC Peering: conectando redes privadas entre contas e regiões na AWS

2+ hour, 41+ min ago   (1344+ words) 1. Cenário de negócio Neste projeto, será implementado um VPC peering entre duas VPCs que... Tagged with aws, cloudcomputing, networking....

DEV Community
dev.to > nio_zanghotmailcom_zang > tokeneff-an-open-source-llm-cost-meter-that-runs-locally-5440

tokeneff: An Open-Source LLM Cost Meter That Runs Locally

2+ hour, 51+ min ago   (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...