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Enterprise AI needs resilience. You must choose the right architecture. Each path has trade-offs.
Single Agent Systems
- Easy to debug.
- Low latency.
- Low overhead.
- Risk: One crash stops the system.
- Use for: Small deployments.
Microservices
- Scale parts separately.
- Use different tools.
- Isolate failures.
- Risk: High network complexity.
- Use for: Large teams.
Service Mesh
- Automatic retries.
- High security.
- Better tracing.
- Risk: Hard to learn.
- Use for: Cloud-native teams.
Serverless
- Auto scales.
- Pay for use.
- Low operations.
- Risk: Slow start times.
- Use for: Event-driven work.
Pick your path based on:
- Acceptable downtime.
- Speed needs.
- Traffic spikes.
- Team skills.
- Budget.
No one size fits all. Start simple. Grow as your needs change.
Source: https://dev.to/dorjamie/resilient-ai-agents-comparing-architectural-approaches-for-enterprises-1lem Optional learning community: https://t.me/GyaanSetuAi