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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.

13+ 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 > linxi-ai > ai-website-handoffs-when-a-prototype-needs-a-real-code-boundary-2fcc

AI Website Handoffs: When a Prototype Needs a Real Code Boundary

10+ min ago   (332+ words) A polished AI-generated website can hide an unfinished delivery model. The hard question is not whether a builder can produce a convincing page. It is whether the next person can safely change the real system without reconstructing the original prompt,…...

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

8+ 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 > gokulnathp > ai-agent-memory-sliding-windows-summaries-and-vector-storage-4mo9

AI Agent Memory: Sliding Windows, Summaries, and Vector Storage

43+ min ago   (623+ words) The agent we built in Post #4 has one big problem — the moment the script ends, it forgets everything. Next time you run it, it starts from zero. No memory of past conversations, no retained facts, nothing. For a quick experiment…...

DEV Community
dev.to > emmanuel_mba_b4b11388c72c > learning-from-first-principles-26lm

Learning from first principles

11+ min ago   (431+ words) Enterprises and large coorporations manage tens of millions of requests daily. what this implies is that the need for deep understanding of systems and engineering foundations in becoming increasingly important. people like to say things like Coding is Solved or…...

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.

26+ 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 > sarthakagrawal927 > the-more-aggressive-matmul-kernel-lost-to-the-register-budget-1e2i

The more aggressive matmul kernel lost to the register budget

16+ min ago   (171+ words) The WebGPU matmul sweep started with a naive kernel, then added 16 by 16 workgroup tiling and a 4 by 4 output block per thread. At a 2048 cubed matrix size, the measured time moved from 47.24 ms for the naive kernel to 17.23 ms for tiling…...

DEV Community
dev.to > dbsoul > your-own-agent-roadmap-from-safety-net-to-autonomous-discovery-47ac

Your Own Agent Roadmap — From Safety Net to Autonomous Discovery

27+ min ago   (564+ words) The state where memory (Chapter 3), hook gates (Chapter 4), and the auditor (Chapter 6) are in place. The AI hasn't become more capable — what's been built is an environment where it's hard to be wrong. Graduation criteria: the recurrence rate of the…...

Digit
digit.in > features > general > inside-online-ai-selfie-boom-hidden-cost-of-viral-ai-image-trends-explained.html

Inside online AI selfie boom: Hidden cost of viral AI image trends explained

18+ min ago   (667+ words) If we roll back a few years, then the trend we had was an image filter that gave you dog ears and a wagging tongue on Snapchat. But today AI can reimagine your face, clothes, surroundings and even your identity…...

DEV Community
dev.to > tim860 > i-tested-31-mcp-servers-for-contract-compliance-only-3-passed-25gp

I tested 31 MCP servers for contract compliance. Only 3% passed.

22+ min ago   (305+ words) MCP is JSON-RPC over stdio / Streamable HTTP with bidirectional notifications. Normal HTTP chaos tools don't speak it. And even when you test an MCP server, you usually test your agent, not whether the server's contract protects you. Real failures I…...