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News
An HTTP 200 is not a delivered job application
5+ hour, 59+ min ago (336+ words) Every auto-apply tool I have taken apart marks an application "sent" at the same moment: the instant it dispatches the click. That is a read-back of our own input, and it is the weakest signal in the whole pipeline. I…...
Your AI Cannot Use the Posts You Saved, So I Built Social Memory
8+ hour, 28+ min ago (692+ words) Likes and bookmarks on X and Threads are easy to accumulate and surprisingly hard to use. I save an implementation detail, a thoughtful comparison, or an idea for something to build. A week later, it is somewhere in an unsearchable…...
Agent orchestrators and agent coordinators are not the same layer
8+ hour, 12+ min ago (702+ words) If you only ever run one coding agent, you do not need either of these. Close the tab, you are fine. For everyone else: I maintain Foremerge, and a couple of weeks ago I submitted it to a list called…...
Why do Cursor and Claude Code both say connected to my memory server and still share nothing?
8+ hour, 9+ min ago (399+ words) Sharing memory across editors over MCP is a simple mechanism, and the trouble lives in the setup step around it. I checked six persistent memory systems, including the one I work on, for one thing: not whether they claim cross-IDE…...
How are you handling AI exhaustion?
8+ hour, 56+ min ago (293+ words) I know this is a dev site, but just from a testing perspective, how are you keeping up with everything? It feels impossible to keep up with development work manually so more work is being put out there with less…...
Your AI Demo Works. Here's What Can Break in Production
8+ hour, 55+ min ago (528+ words) The gap between a working demo and a system people can actually depend on. A demo proves a concept. Production proves everything else. When you build a demo, you're answering one question: can this work at all? You pick clean…...
Stop Returning “Access Denied”
9+ hour, 47+ min ago (540+ words) Security teams spend a lot of time deciding whether a request should be allowed. The person making that request experiences the decision through a much smaller interface: usually a status code and a sentence. This is Part 3 of Security Infrastructure…...
Next.js & AI Systems Architecture: Scaling Real-Time Agents (2026)
10+ hour, 39+ min ago (375+ words) In the rapidly evolving landscape of 2026, building AI-native applications is no longer just about prompt engineering. It is about systems architecture. We have reached a point where the constraints of serverless environments—specifically the Vercel Edge Runtime—are becoming the…...
I Built HSKKit: A Different Way to Learn HSK 3.0 Vocabulary
10+ hour, 54+ min ago (670+ words) Learning Chinese vocabulary looks simple at first. You get a word list, memorize the words, and move on to the next level. But while looking at how HSK learners actually study, I noticed a problem: having access to thousands of…...
Multi-repo AI review: a context problem, not a volume problem
11+ hour, 19+ min ago (1117+ words) Most buyers asking which AI code review tool fits a large engineering team with multiple repositories are still given a long list of PR scanners. That list answers the wrong question. Review across many repos stops being a volume problem…...