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DEV Community
dev.to > woochan > i-sell-memory-apis-im-also-building-the-benchmark-heres-how-im-trying-not-to-rig-it-481e

I Sell Memory APIs. I'm Also Building the Benchmark. Here's How I'm Trying Not to Rig It.

14+ min ago   (795+ words) Hey everyone. This time I'll go through what got me started on this benchmark, and the core of how it's actually built. All numbers below are from the current build. Nothing is final yet, so some of them will have…...

DEV Community
dev.to > james_anderson_h > the-purple-gradient-problem-why-ai-ui-all-looks-alike-and-how-to-fix-it-3j65

The Purple Gradient Problem: Why AI UI All Looks Alike (and How to Fix It)

21+ min ago   (799+ words) You can spot it in about three seconds. There's even an origin story. In August 2025, Adam Wathan — the creator of Tailwind CSS — posted a half-serious apology on X that got over a million views. He was sorry, he said, for…...

DEV Community
dev.to > robat_das_3c6e956212f6408 > context-window-management-for-long-running-ai-agents-4-patterns-that-work-29og

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

42+ min ago   (650+ words) The agent had been running for four hours and it was arguing with itself about a file it had already fixed. For years I'd thought about context window management as a packing problem. How do I fit more in. That…...

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.

50+ 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

47+ 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

45+ 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

1+ hour, 20+ 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 > 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, 3+ 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

53+ 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

1+ hour, 4+ 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…...