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Daily edition · Java

The daily ledger

TILens turns technical updates into a focused daily brief: official releases, trusted reporting, and practitioner analysis, deduplicated and organized by topic.

03 Nov 2026 edition

6 articles · 3 sources ·

Top topics: Java · AI

Java

This Week in Spring - November 3rd, 2026

Hi, Spring fans! Welcome to another installment of This Week in Spring! It's Tuesday, and you know what that means? I'm thinking about production. Now, to be fair, I'm always thinking about production. But recently,…

Source: Spring Blog joshlong
Java

Rate-Limiting Algorithms: Token Bucket Against Sliding Window

Every public API eventually meets a client that sends too much, too fast. A rate limiter is the bouncer at the door. However, “allow 100 requests per minute” can mean quite different things, depending on the algorithm…

Source: Java Code Geeks
Java AI

LLM evaluation: Test and improve AI quality

Large language models (LLMs) can generate human-like responses, but fluent output does not necessarily mean correct or reliable output. An AI application may produce inaccurate answers, hallucinate facts, retrieve…

Source: Java Code Geeks
Java

The Class-File API Replacing ASM: What It Means for Frameworks

Almost every Java developer has seen this error after a JDK upgrade: “Unsupported class file major version.” Behind it sits a quiet dependency. Many frameworks read and rewrite bytecode, and they usually rely on ASM to…

Source: Java Code Geeks