1. Spring and Java

>> Data Oriented Programming, Beyond Records [inside.java]

Continuing the discussion of future directions for data-oriented programming in Java beyond records, exploring how the language can continue evolving its support for modeling data as data. Definitely should be on  your weekend reading list.

>> Moving beyond Strings in Spring Data [spring.io]

Type-safe property references arrive in Spring Data 2026.0.0-M1, replacing error-prone string-based property names with compiler-validated method references. A nice step toward catching query issues at compile time rather than at runtime. Good stuff.

Also worth reading:

Webinars and presentations:

Time to upgrade:

2. Technical & Musings

>> Humans and Agents in Software Engineering Loops [martinfowler.com]

A compelling argument for “harness engineering” — where humans work “on the loop” by designing the specifications, quality checks, and feedback mechanisms that guide AI agents, rather than micromanaging each step or fully delegating to autonomous systems.

Also worth reading:

3. Pick of the Week

While AI agents have made writing code faster than ever, we’re seeing more bugs and more unstable environments. The trouble is that investigating these issues is still mostly manual. 

Debug0 solves this by automatically correlating telemetry signals with your GitHub commits: 

>> Having a look at Debug0 from Lightrun [lightrun.com]

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Java Weekly, Issue 635

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