Design Patterns on foojay.io - Friends of OpenJDK

BoxLang 1.14.0 : BoxSet is Here, BoxLang's New First-Class Set Type

Wed, 17 Jun 2026 10:36:28 +0000

BoxLang 1.14.0 ships with a new dynamic first-class Set type baked directly into the language. Not a wrapper you reach for manually, not a createObject( "java", "java.util.HashSet" ) incantation you paste from a Stack Overflow answer years ago. A real BoxSet with literal syntax, operator overloads, a full functional pipeline, change listeners, JSON serialization, and deep Java interop.

If you have ever deduplicated an array with a loop, compared two collections element by element, or modeled a permission system on top of a struct – Sets are the tool you were missing. Let’s dig in.

BoxLang 1.14.0 : Introducing Inner Classes

Thu, 11 Jun 2026 10:29:32 +0000

BoxLang has always embraced a simple truth: the way you organize code shapes the way you think about problems. For a long time, if you needed a helper class, you needed a file. One class, one .bx file, no exceptions. This also stemmed from the CFML days. That’s clean and predictable, but it creates real friction when a class is tightly coupled to exactly one caller and has no business existing anywhere else.

Context Is a Budget — Reducing Token Usage in AI-Assisted Development

Fri, 22 May 2026 12:52:06 +0000

Eight levers and three workflow patterns that pay for themselves in a week.

A team of fifty developers can quietly burn $30,000 a month on AI coding assistants without anyone noticing. Premium-request quotas vanish by the third week. The bill arrives. Nobody has a story for where it went.

The cost is the obvious pain. The other two are sneakier:

Latency. Bigger contexts take longer. The model thinks more, but you also wait more.
Context rot. This is the surprising one. Anthropic and Chroma have both shown that as the context window fills up, model recall and reasoning degrade — even well inside the advertised window. The 200K-token model is genuinely worse at the 150K mark than at the 20K mark. More context is not free; past a point, it’s actively harmful.

The mental model that fixes all three: stop treating context as a free buffet. Treat it as a budget you spend on every turn.

JC-AI Newsletter #13

Thu, 05 Feb 2026 21:12:12 +0000

Two weeks have passed, and it is time to present a new collection of readings that may shape developments, utilization or ideas in the field of artificial intelligence in 2026.

While significant activity characterizes the AI field, many unresolved research, design, and implementation challenges continue to impact progress. Future advancement depends heavily on understanding the nature of these challenges to approach probabilistic problems from the appropriate directions. This JC-AI newsletter features insightful interviews with key figures in the field, enabling readers to ask the right questions and compare visions of an ‘uncertain future’ against current capabilities to maintain a grounded perspective.

BoxLang 1.10.0: Functional Arrays, Elegant Loops & Distributed Locking

Wed, 04 Feb 2026 10:46:22 +0000

We’re excited to announce BoxLang 1.10.0, a feature-packed release that brings powerful functional programming capabilities, elegant loop syntax, and enterprise-grade distributed locking to the BoxLang runtime. This release represents a significant leap forward in developer productivity and application scalability.

🎯 What’s New

Nine New Array Methods for Functional Programming

BoxLang 1.10.0 introduces nine powerful array methods that bring modern functional programming patterns to your collections. These methods enable cleaner, more expressive code while reducing the need for verbose iteration patterns.

JC-AI Newsletter #12

Wed, 14 Jan 2026 07:15:44 +0000

F irst of all, Happy New Year 2026! This year is designated in the Chinese Calendar as the Year of the Fire Horse (starting on February 17.). The year 2026 brings not only tremendous energy to AI development but also, in my humble opinion, many breakthroughs in the field.

Although there have been many small steps toward the field’s evolution, it often feels that development is stagnating, applying known or slightly tweaked strategies to non-deterministic problems while expecting deterministic results. This includes the often misleading benchmarking strategies (deterministic) performed on synthetic datasets.

JC-AI Newsletter #11

Tue, 09 Dec 2025 16:12:01 +0000

Fourteen days have passed, and it is time to present a fresh collection of readings that could influence developments in the field of artificial intelligence.

This newsletter explores the evolution of agentic AI systems, provides valuable insights into the Chain-of-Thought (CoT) approach, Vibe coding, and discusses the pattern-matching capabilities of LLMs. The newsletter features an insightful interview with Stuart J. Russell, known for his significant contributions to the AI field. Even more exciting is the published paper by Apple researchers titled ‘The Illusion of Thinking…’ and several immediate reactions to the authors’ conclusions, which allow newsletter readers to observe current research challenges and scientific community responses. This provides readers with a vital picture of the state-of-the-art in AI research.

The Art of Performance Tuning: Why Saving 30% in the Cloud Means Nothing if Your Code Wastes 1000× More

Tue, 25 Nov 2025 06:46:00 +0000

The Hidden Cost of “Good Enough” Code

A few weeks ago, Kirk Pepperdine published a fascinating performance challenge — a small Java code snippet that appeared trivial but produced puzzling runtime behavior.

He invited readers to take a shot at solving it. If you haven’t seen it yet, stop here for a moment and try it yourself — and when you’re done, check his Kirk’s official solution

When I saw it, I thought it would be a fun exercise to revisit some fundamentals — but the deeper I went, the more I realized it wasn’t just about performance. It was about how we think.

JC-AI Newsletter #9

Wed, 12 Nov 2025 15:21:12 +0000

Fourteen days have passed, and it is time to present a fresh collection of readings that could influence developments in the field of artificial intelligence.

This newsletter focuses on examining how AI enhances productivity through enterprise studies, tutorial, agentic system architecture, GraphRAG, evaluating risk methodologies in agentic systems, and the security challenges arising from increased AI-LLM adoption. This edition of the AI newsletter includes a compelling discussion between six of the most influential leaders in artificial intelligence, along with additional content.

JC-AI Newsletter #8

Thu, 30 Oct 2025 06:36:12 +0000

Fourteen days have passed, and it is time to present a fresh collection of readings that could influence developments in the field of artificial intelligence.

This newsletter focuses on examining how AI enhances productivity through enterprise studies, agentic system architecture, attack vectors, Model Context Protocol (MCP) implementation, Agent-to-Agent (A2A) protocol, Java code generation within IDEs, LLM benchmarking methodologies, and the security challenges arising from increased AI-LLM adoption.

The world influenced by LLM is changing very quickly, let’s start…

JC-AI Newsletter #7

Tue, 14 Oct 2025 05:35:01 +0000

Fourteen days have passed, and it is time to present a fresh collection of readings that could influence developments in the field of artificial intelligence.

Beyond focused tutorials that can enhance your understanding of AI applications, this newsletter concentrates on Hallucination, Java Code Generation, Testing, Agentic System Architecture and LLM benchmarking methodologies designed to ensure models accuracy and competency in handling complex contextual information.

The world influenced by LLM is changing very quickly, let’s start…

Do we understand the value of AI knowledge ?

Tue, 12 Aug 2025 11:26:49 +0000

I remember the first time I saw a diagram of a neuron (Img.1.). I was a school kid, and among other hobbies, I was interested in the human brain, it fascinated me. I borrowed a book from the bookstore to find out how it all worked, because these cells are responsible for more than just the functioning of the human species.

Img.1.: Anatomy of multipolar neuron{#caption-attachment-117093}

Simplification of neuron, perceptron

I took a university course focused on neural networks and their applications, basically research, in engineering and control systems. It was a lot of fun because the neuron was simplified into an abstraction presented as a perceptron (Img.2.).

JC-AI Newsletter #2

Tue, 05 Aug 2025 06:30:03 +0000

The JC-AI Newsletter Vol.2 brings again a very interesting collection of articles worth considering.

The world influenced by LLM is changing very quickly, let’s start…

article: OpenAI CEO Sam Altman warns of an AI ‘fraud crisis’

author : Clare Duffy, CNN
date : 2025-07-22
desc.: Sam Altman discusses the serious potential for current AI abuse. Although the example of attacks on financial institutions is mentioned, Sam Altman warns of the broader impact before one even takes advantage of LLM agent systems.

AI Newsletter #1

Tue, 22 Jul 2025 05:39:26 +0000

There is a lot going on in today’s technological world, but the most intense and vibrant area is undoubtedly the field of artificial intelligence. After brainstorming, our Java Champion Education group agreed to create a newsletter with a 14 days cadence. In our newsletters, we will include a collection of recently read interesting resources in the field of artificial intelligence with a short description.

Although the stream of published articles is very large and the ability to read them all is an illusion, the published selection, such as the below is implicitly narrowed. The purpose of the AI Newsletter is to help everyone stay informed and expand their knowledge in areas related to artificial intelligence.

Design Patterns on foojay.io - Friends of OpenJDK

BoxLang 1.14.0 : BoxSet is Here, BoxLang's New First-Class Set Type

BoxLang 1.14.0 : Introducing Inner Classes

Context Is a Budget — Reducing Token Usage in AI-Assisted Development

JC-AI Newsletter #13

BoxLang 1.10.0: Functional Arrays, Elegant Loops & Distributed Locking

🎯 What’s New

Nine New Array Methods for Functional Programming

JC-AI Newsletter #12

JC-AI Newsletter #11

The Art of Performance Tuning: Why Saving 30% in the Cloud Means Nothing if Your Code Wastes 1000× More

The Hidden Cost of “Good Enough” Code

JC-AI Newsletter #9

JC-AI Newsletter #8

JC-AI Newsletter #7

Do we understand the value of AI knowledge ?

Simplification of neuron, perceptron

JC-AI Newsletter #2

I n the first newsletter , we introduced a 14-day cadence, which means that this week it’s time for a new collection of articles from the fields of AI, LLM, Java and more.

article: OpenAI CEO Sam Altman warns of an AI ‘fraud crisis’

AI Newsletter #1