Learn about Formae, an open-source IaC platform introducing a stateless, auto-discovering approach to infrastructure management and PKL, a configuration-as-code language.
November 11, 2025
by Vidyasagar (Sarath Chandra) Machupalli FBCS
CORE
With Stream API, developers could only customize terminal operations using Collector. Stream Gatherers allow developers to define custom intermediate operations.
Create an AI-driven Kubernetes Operator that analyzes failures, generates fixes with LLMs, validates them with OPA, and applies changes safely via GitOps.
Agentic AI is fundamentally changing how organizations extract insights from data and make strategic decisions, moving from reactive reporting to autonomous intelligence.
Use LangGraph workflows that get their intelligence from RAG search, enhanced with MCP tools for live external data, and LaunchDarkly AI Configs—all without code changes.
Top-down defines the "what"; bottom-up builds the "how." OOP and SOLID enable flexible, reusable design. AI helps, but only with a clear structure and context.
The focus is on the ethical, cultural, and strategic choices necessary to guide AI as a partner, ensuring we preserve human uniqueness while collaborating.
In October 2025, Devoxx Belgium showcased its 22nd edition, emphasizing Java and AI advancements. Sessions covered were AI workflows, architecture decisions, and more.