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News
Evidence Gated Agentic Development
3+ min ago (735+ words) Modern AI-assisted engineering has an asymmetry problem. A single operator can direct agents that produce hundreds of changes per week, but every change still needs to be reviewed, tested, integrated, and remembered. The organizations adopting agents report a consistent cluster…...
We Took One App From 12 Users to 100,000. Here’s Every Time It Broke.
8+ min ago (1485+ words) A build log, in order. The app is a prop. The failures are real, and they arrive in a predictable sequence. Most scaling …...
Captions vs. Transcripts: Which Accessibility Deliverable Do You Need?
6+ min ago (945+ words) The short answer: captions are text synchronized with media playback. A transcript is a separate document meant to be read. They may begin with the same words, but they do different jobs. For most prerecorded video, captions provide access during…...
Database Isolation Levels: What Can Concurrent Transactions Actually See?
10+ min ago (743+ words) Transactions do not execute in isolation from reality. Isolation levels define how much of that reality they are allowed to observe. In the previous topic, we explored Optimistic and Pessimistic Concurrency Control. Now we can go one level deeper. What…...
Vectors: How Numbers Turns Meaning Into Direction
10+ min ago (1288+ words) When we say -’ The boy is playing in the garden.’ we see words. Now a language model can only interpret numbers. Before an AI system can compare …...
Software Was Polished by Repetition
39+ min ago (23+ words) Software did not become reliable because engineers were brilliant. It became reliable because engineers were allowed to repeat …...
AI-Generated Commit Messages: Automating the Boring Part of Git
43+ min ago (34+ words) I have a confession: for the better part of a decade, my commit messages looked like this. fix fix again wip final fix actually final …...
Stop Forgetting to Ask for Reviews: Automate Testimonial and G2/Trustpilot Collection on Autopilot
44+ min ago (79+ words) Every SaaS founder and agency owner knows they should be collecting reviews and testimonials …...
I Almost Built Another AI Tool Directory. Then I Researched the Competition.
41+ min ago (34+ words) My first idea was simple: build a website containing every AI tool I could find. Each product would have its own page …...
GitHub Spec Kit Ships an 18,799-Token Workflow. One Preset Collapses It to 863.
48+ min ago (282+ words) I priced all ten of Spec Kit’s slash commands with the GPT-5 tokenizer. One full run through the five core commands costs 18,799 tokens of…Continue reading on Medium » GitHub Spec Kit Ships an 18,799-Token Workflow. One Preset Collapses It to…...