Insights & Articles

Field notes from the work. Sovereign AI, agent grounding, compliance architecture, and the things we learned the hard way.

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February 18, 2025 | Data Logic

Technical Debt Management: From Database Chaos to Structured Sanity

Technical Debt Management: From Database Chaos to Structured Sanity Key Takeaways: Technical debt, especially in offline-first apps, can lead to significant data inconsistencies. Poorly managed data models amplify synchronisation issues. Database normalisation acts as a structural foundation for resolving data chaos. Proactive technical debt management is vital for a stable, high-performing application. Imagine your data […]

February 4, 2025 | Data Logic

Resilient Data Sync Patterns: Staying Connected When Networks Fail

Key Takeaways: Resilient data sync patterns are crucial for offline-first apps, ensuring data consistency even with unreliable networks. Conflict resolution strategies, such as optimistic locking and last-write-wins, are vital for managing data discrepancies. Effective data synchronisation minimises data loss and ensures a seamless user experience. Understanding the trade-offs between complexity and reliability is essential when […]