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July 21, 2026

The Tech Trends

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AI Evolution

The Tech Trends AI Evolution

AI Evolution

Modular Architectures: Supporting Perpetual AI Evolution

by Daniel Okafor
March 1, 2026

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Table of Contents

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Key Takeaways
Who This Is For

The End of the Monolithic Era: Why AI Must Evolve Modularly
Core Pillars of a Modular AI Architecture
Mixture of Experts (MoE) as the Standard for Scaling
- How Sparse Activation Works
- Case Study: The 2025 “Open-Source” Shift
Strategies for Implementing Perpetual AI Evolution
- Parameter-Efficient Fine-Tuning (LoRA & PEFT)
- Continual Learning and Meta-Learning
Reducing Technical Debt in AI Systems
- Common Sources of AI Technical Debt
- The Modular Solution: Bounded Contexts
Common Mistakes in Modular Design
The Role of Hardware and Edge Computing in Modularity
Conclusion
- Next Steps for Your Team:
FAQs
References

← Table of Contents