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News
Smarter Python Configs: an OOP Framework
11+ min ago (99+ words) Originally published on wisl.dev. Update: this framework grew into bakefile, a task runner: the same... Tagged with cicd, devops, oop, python....
AI Won't Fix a Broken Process. Map It First, Then Automate
50+ min ago (1060+ words) Automation copies your process. If the process is confused, you now have confusion running at speed, and nobody to blame in the room because the software did it. That is the failure mode I see most often in businesses between…...
Reduce PR review time with AI: what the 45% claim leaves out
50+ min ago (412+ words) When a team asks how to cut pull request review time with AI, the answer they get is usually a vendor number. Atlassian says Rovo cut PR cycle time by 45% in their dogfooding. That number is real, but it's self-attested:…...
Next.js & AI Systems Architecture: Scaling Real-Time Agents (2026)
37+ 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
52+ 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…...
AX-RAY & K-MYTHOS: Inside Korea's Consortium-Built Security-Specialized AI Foundation Model
37+ min ago (353+ words) K-MYTHOS is a government-supported, security-specialized AI foundation model developed by a 33-institution consortium, with Naver Cloud as the lead organizer. The project has a dual-model design: VIDRAFT's role in this consortium is AI safety diagnosis and evaluation. Its AX-RAY tool…...
Web Traffic Inspector Dash
56+ min ago (19+ words) Mischievous Behavior Detected 🔎 It all started when I discovered an anonymous user was... Tagged with webdev, security, cybersecurity, analytics....
Multi-repo AI review: a context problem, not a volume problem
1+ hour, 17+ 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…...
12% of our posts had an image. The fix: a commit gate, a sha256, and one directory
1+ hour, 21+ min ago (392+ words) On 2026-09-06 we counted the scheduled Bluesky posts our agent had sent over the previous seven days:... Tagged with ai, devtools, programming, productivity....
Controlling AI API Spend in a Next.js 15 Micro-SaaS with Cordis
1+ hour, 18+ min ago (529+ words) At 3:17 AM on a Sunday, your credit card gets charged $1,400 because a mobile user tapped "Generate" four times on a flaky cellular connection. The browser timed out and retried; your serverless handler caught each severed TCP socket and spawned another…...