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Frontend

Six agents were running and I could not tell you what any of them did

Six coding agents were running. I could not tell you what any of them had done. Not roughly. Not approximately. The output was there, the files had changed, and the honest answer to "which one did that" was a shrug. Three questions in particular had no answer: which run burned the tokens, whether t

DEV Community
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General

Routing email into Slack, which is not the same as forwarding it

Every organisation that works in Slack still has email arriving somewhere else. Vendor notifications, form submissions, the address a partner replies to. The work is in one place and a meaningful slice of the information about it is in another, which someone checks when they remember. The obvious f

DEV Community
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Security

The message that mentioned finance and tagged nobody

Somebody types "can we loop in finance on this?" in a product channel. Nobody tags the finance channel. The thread moves on. Three weeks later there is a contract nobody in finance has seen. That is not a tooling problem in any obvious sense. Slack worked exactly as designed. Search would have foun

DEV Community
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General

NeurIPS 2026 Automatic Reference Checker [R]

Just received an email about the automatic reference/citation checker. Did anyone receive a follow up email about whether the checker was included in the paper's decision making too, along with the general instructional email? submitted by /u/Emergency_Plate241 [link] [留言]

Reddit r/MachineLearning
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AI & ML

Language Models Can Control Their Own Attention [R]

Abstract Language models spend most of their attention on a small fraction of context, yet they read the entire KV cache to find the few tokens that matter. If the user asks about a previous detail in a 1M-token conversation, global attention layers must scan the full context to generate each token

Reddit r/MachineLearning
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Backend

The Best Tools for Automating Marketing Graphics in 2026

Bannerbear, Picnie, Placid, Creatomate, BannerBoo, and what to consider before choosing a creative automation platform. Marketing teams rarely have a problem coming up with new campaigns. The problem usually begins after a campaign is approved. One design may need to become a dozen social posts. A

Dev.to (EN Zone)