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News
Latent Thought: How Recurrent Depth Works — and What Oversight Costs
9+ hour, 5+ min ago (220+ words) | by Adnan Masood, PhD. | Sep, 2026 Medium Latent Thought: How Recurrent Depth Works — and What Oversight Costs Latent reasoning, AI efficiency, and the evidence enterprises need to govern consequential actions. TL;DR: Recurrent depth lets a language model reuse the same…...
A Second AI Reviewed the First One’s Code for 30 Days. It Missed the Only Bug That Mattered.
1+ min ago (172+ words) The author can’t review its own work — everyone agrees on that now. What nobody says out loud: a …...
How to Reduce Claude Tokens (and Actually Get More Out of Claude Code)
16+ min ago (706+ words) What happened when I hit my 5-hour limit, ran /usage out of curiosity, and started digging into how to cut my Claude token usage …...
Ditch H2: PostgreSQL Repository Tests with Testcontainers and @ServiceConnection in Spring Boot 4
22+ min ago (204+ words) Your repository tests are green. Then production throws a column “metadata” is of type jsonb but expression is of type character varying…Continue reading on Medium » Ditch H2: PostgreSQL Repository Tests with Testcontainers and @ServiceConnection in Spring Boot 4 Your repository tests…...
The Internet Is Held Together By Systems That Disagree With Each Other
40+ min ago (36+ words) Martin Kleppmann spent 600 pages explaining why that isn’t a bug. A few years ago, I ordered a cab. The app showed the driver …...
Why Editing Is Where Good Writing Actually Happens
50+ min ago (89+ words) A landmark study found two completely different activities hiding behind the same word A writer finishes a draft and calls the next pass …...
Vector Store: How Similarity Becomes Something You Can Actually Search
59+ min ago (290+ words) A beginner’s guide to how vector stores make embeddings searchable while preserving their connection to the passages and …...
The AI Prompt That Scared The Hell Out of Me
1+ hour, 1+ min ago (203+ words) Six months ago — as a joke — I used the viral prompt, “Show me what I’ll be doing when AI takes over.” The result depicted me in what looked …...
The Onboarding Doc Is the Most Honest Health Metric Your Team Owns
59+ min ago (31+ words) Why time-to-first-production-change is the most honest health metric your engineering team owns, and how to measure it Day three …...
Spring Boot 4 + Java 25: 10 Things You Should Stop Doing in Your REST APIs
1+ hour, 32+ min ago (38+ words) Modernizing only works when you can say out loud what each change buys you. “It’s newer” is not a reason. I keep a …...