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Conclusion

CONCLUSION: The SDE Paradigm Shift

AI HLD is not about writing math. It is about distributed systems engineering. Your focus shifts from writing deterministic business logic to managing non-deterministic black boxes. Your primary concerns become GPU VRAM allocation, queueing theory, cache eviction policies (PagedAttention), and asynchronous orchestration.