




7 system design patterns you should know in your AI engineer interviews ๐
1. API Gateway
โ Single entry point for all requests, handles auth, routing, rate limiting
2. Rate Limiting
โ Your first financial defense against denial-of-wallet attacks on inference APIs
3. Caching
โ Don't compute the same embedding 200 times for "reset my password"
4. Message Queues
โ Decouple heavy async work like batch summarization from sync requests
5. Circuit Breakers
โ Stop cascading failures when your vector store starts timing out
6. Load Balancing
โ Distribute across GPU nodes with weighted strategies, not round-robin
7. Auto Scaling
โ Scale on GPU utilization and queue depth, not CPU metrics that lie to you
The interviewer isn't expecting a distributed systems PhD.
They're checking that you think beyond the model.
Full breakdown here:
--
โป๏ธ Repost if you found it helpful ๐
๐ Follow me, Shantanu for production AI/ML/MLOps & careers
โ Join 46.500+ AI/ML builders here:
#AI engineering #system design patterns #interview prep #AI systems #engineering tips
1. API Gateway
โ Single entry point for all requests, handles auth, routing, rate limiting
2. Rate Limiting
โ Your first financial defense against denial-of-wallet attacks on inference APIs
3. Caching
โ Don't compute the same embedding 200 times for "reset my password"
4. Message Queues
โ Decouple heavy async work like batch summarization from sync requests
5. Circuit Breakers
โ Stop cascading failures when your vector store starts timing out
6. Load Balancing
โ Distribute across GPU nodes with weighted strategies, not round-robin
7. Auto Scaling
โ Scale on GPU utilization and queue depth, not CPU metrics that lie to you
The interviewer isn't expecting a distributed systems PhD.
They're checking that you think beyond the model.
Full breakdown here:
--
โป๏ธ Repost if you found it helpful ๐
๐ Follow me, Shantanu for production AI/ML/MLOps & careers
โ Join 46.500+ AI/ML builders here:
#AI engineering #system design patterns #interview prep #AI systems #engineering tips
Shared byMicah Cruz - 7 days ago
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