# Deterministic AI Workflows for a Large-Scale Code Base | Michael Hladky @ ngLodz

*Talk | Lodz | 2026-05-20T00:00:00.000Z*

## Description

## Michael Hladky at ngŁódź 2026

ngŁódź returns with another community meetup focused on modern frontend engineering, AI-assisted development workflows, accessibility, and the evolution of Angular.

One of the featured speakers of the evening is Michael Hladky, CEO of Push-Based, Google Developer Expert, Nx Champion, trainer, consultant, and internationally recognized speaker focused on performance, architecture, CI, and AI-native engineering systems.

In his talk, **“Deterministic AI Workflows for a Large-Scale Code Base”**, Michael explores why many AI-driven modernization projects fail — not because the models are insufficient, but because engineering teams lack structure, reproducibility, and governance.

The session focuses on how to transform chaotic AI experimentation into deterministic engineering workflows that produce measurable and reliable outcomes for large-scale codebase migrations and modernization efforts.

Topics include:

* Prompt design strategies
* Context and token management
* Workflow orchestration
* Tooling integrations
* Reusable AI skills
* Deterministic evaluation
* Reliable AI-native engineering systems

The talk is aimed at developers, architects, and engineering leaders who want to adopt AI in a scalable, controlled, and production-ready way.

### Event Details

📅 May 20, 2026
🕕 Starting at 18:00
📍 Co\Walk HUB — ul. Roosevelta 10B, Łódź

Attendees can expect technical talks, community networking, and practical insights into the future of Angular and AI-assisted software engineering.
