Waves of Innovation

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3 min read

Pini Reznik

Jul 29, 2025

3 LLM Architecture Patterns for Building Production AI Systems

Move beyond chatbot paradigms. Explore three essential LLM design patterns for building reliable, sophisticated, and scalable production AI applications.

A Reference Architecture for Modern AI Platforms

Practical reference architecture for modern AI platforms. Learn the Three Planes model (Control, Data, Model) to reduce friction and support your teams.

How We Built an AI-Powered News Analyst with n8n and Gemini

How we built an AI-powered news analyst with n8n and Gemini. Automatically scan, filter, and summarize important articles for your team.

Building a Slack-to-Atlassian AI Chatbot with n8n, MCP, and Kubernetes

Build an AI-powered Slack chatbot connecting Atlassian tools using n8n, MCP, and Kubernetes for scale and productivity.

Welcome to Waves of Innovation — here’s what it’s all about

An introduction to Waves of Innovation — what it means, why we started it, who it’s for, and how you can be part of it. Plus, our first podcast episode is live.

Rethinking Ethics in AI Native Systems

How technical leaders build accountability, explainability, and control into AI-native systems that run decisions.

What AI Is Actually Good At (And Why It Matters to Know the Difference)

LLMs boost momentum and idea flow but can’t replace human judgment; measure faster learning cycles, not just efficiency.

MCP: The Missing Layer in AI Native Platforms

MCP gives AI agents real-time context, control, and secure access to enterprise systems. The invisible layer turning LLMs into active participants.

CI/CD Was Made for Code. AI Native Demands Something Else.

Why CI/CD falters for AI-native systems—and how to replace it with evolution pipelines that continuously evaluate, adapt, and govern models and data.

Rethinking AI ROI: From Cost Savings to Capability Expansion

Why AI ROI should focus on expanding capabilities, not just cutting costs. Key metrics to measure AI's real impact.

AI Native — A Term You Might Not Know Yet, But Will Soon Need to Understand

AI Native is a term you might not know yet, but will soon need to understand. It's a new way of thinking about how to build and use AI.

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