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Intel Digest · week of 20 July 2026

3 reads that survived human review this week. Sources are labeled; primary means first-party (official blog, paper, repo).

Concurrent Image Understanding and Generation: Self-Correcting Coupled Markov Jump Processes
HFPapers · primary source · ▲ 10

Human cognition does not separate understanding and generation. A teacher at a whiteboard speaks and draws together, each modality reshapes the other. In this paper, we bring this coupled loop to artificial systems. Mask

Better tools made Copilot code review worse. Here’s how we actually improved it.
GitHubBlog · primary source

How migrating Copilot code review to shared Unix-style code exploration tools reduced review cost by reshaping agent workflows around pull request evidence. The post Better tools made Copilot code review worse. Here’s ho

How GitHub Copilot enables zero DNS configuration for GitHub Pages
GitHubBlog · primary source

Go from an empty repository to a live custom domain with HTTPS in about 14 minutes, without manually editing a single DNS record. The post How GitHub Copilot enables zero DNS configuration for GitHub Pages appeared first

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