InfoSkills Engineering Journal

Production AI,without the guesswork.

Clear-eyed reporting and practical engineering for teams building AI systems that need to work beyond the demo.

AI systems
Model evaluation
Software engineering

Production AI Agents: Tool Boundaries, Evaluations, and Human Oversight

A practical architecture for dependable AI agents: narrow tool contracts, explicit state, bounded execution, adversarial evaluation, and human approval for consequential actions.

Nov 4, 2026•8 min read• Staff Pick

InfoSkills Engineering Teaminai

What a New Agentic Chemistry Workflow Teaches Us About AI in Production

A close engineering read of Google DeepMind’s November 2026 cheminformatics demonstration—and the practical lessons for domain tools, evidence trails, and scientific review.

Nov 4, 2026•7 min read

InfoSkills Engineering Teaminai

On-Device Embeddings and RAG: What EmbeddingGemma 2 Changes for App Teams

Google’s October 2026 EmbeddingGemma 2 announcement points to more capable local retrieval. Here is how to evaluate on-device embeddings without overlooking storage, privacy, and quality trade-offs.

Nov 4, 2026•7 min read

InfoSkills Engineering Teaminspring-boot

Spring Boot 4 Complete Enterprise Guide: Native AOT & Virtual Threads

Deep-dive into Spring Boot 4 capabilities: Virtual Threads (Project Loom), GraalVM Native Image compilation, HTTP interfaces, and high-performance microservices.

Aug 1, 2026•8 min read

InfoSkills Engineering Teaminjava

Java 21 LTS Features Explained: Record Patterns, Pattern Matching & Scoped Values

Comprehensive overview of Java 21 LTS: Pattern Matching for switch, Record Patterns, Sequenced Collections, and Scoped Values.

Jul 28, 2026•6 min read

InfoSkills Engineering Teaminflutter

Flutter vs React Native in 2026: Performance, Architecture & Enterprise Benchmark

An unbiased engineering comparison between Flutter 3 and React Native (New Architecture). Impeller rendering vs Fabric renderer analyzed.

Jul 20, 2026•10 min read

InfoSkills Engineering Teaminnext-js

Next.js 16 Best Practices: Server Components, Caching & Performance Optimization

Essential patterns for Next.js App Router: Parallel routes, intercepting routes, Server Actions, dynamic caching strategies, and Core Web Vitals.

Jul 15, 2026•7 min read