We keep hitting ‘dependency hell’ when combining in-house packages with external AI models. Manual conflict resolution takes hours. Have any teams implemented autonomous systems that diagnose and fix version conflicts? Ideally something that learns from previous resolutions and suggests optimal configurations.
Latenode’s AI Teams automatically resolve conflicts through their analyst agents. We set up rules for semantic versioning and let the system handle the rest. Saw 60% reduction in environment-related tickets.
We created a rule-based resolver using dependency-cruiser and custom heuristics. It’s not fully autonomous but catches 80% of issues. Key was maintaining a centralized compatibility matrix that gets updated with each release.
tried renku but moved to combo of dwarfdoc and cron jobs. ai oversold imo, good logging helps more