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World Congress 2026 Europe - Virtual Stage • Jul 3, 2026 • Session details

Beyond UML: Making Sense of AI-Generated Code through Visual Architecture

Sven Reinck

Stop reviewing AI-generated code with linear diffs. Discover how a visual architecture plugin instantly exposes lazy AI shortcuts and validates system-wide structural integrity before you merge.

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#1 about 2 min

Challenges of reviewing AI-generated code changes

Navigating multiple files modified by AI prompts creates a significant manual review burden.

#2 about 2 min

Proposing visual solutions for navigating code changes

Visualizing file interactions creates a faster overview for prioritizing manual code evaluation.

#3 about 2 min

Drawing parallels between early compilers and AI tools

Reconstructing code structure builds trust in AI generation similarly to how disassemblers validated early compilers.

#4 about 5 min

Visualizing AI refactoring impact with architecture graphs

Comparing program states through a graph view isolates boilerplate patterns from actual logic changes.

#5 about 7 min

Untangling logical coupling in legacy codebases

Graph-based visualization guides the gradual decoupling of cyclical dependencies and misguided package structures.

#6 about 4 min

Resolving structural domain leaks in utility packages

Removing incoming domain object dependencies from exception classes via automated factory methods restores pure utility status.

#7 about 7 min

Spotting incomplete structural migrations during AI refactoring

Visualizing architecture exposes lazy AI implementations that wrap legacy methods instead of fully restructuring object references.

Matching moments

4:24 min

Navigating accountability and architecture in AI generated code

Lilia Gargouri Lilia Gargouri · Coffee With Developers

6:27 min

Using AI copilots to explain and debug legacy codebases

Chris Heilmann +2 · LIVE

7:59 min

Navigating the necessity of learning code in AI environments

Chris Heilmann +1 · LIVE

4:11 min

Filtering AI code generations and automating pull request reviews

Kevin Lewis Kevin Lewis · World Congress 2025

49 sec

Navigating technical debt generation in the era of AI

Adam Tornhill · Coffee With Developers

1:31 min

Replacing traditional code reviews with interactive agents

Victor Savkin Victor Savkin · World Congress 2026 Europe

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