AI
Integrating LLMs into Production Applications: Lessons Learned
Byte & Builders Team — Engineering TeamJune 20, 202611 min read
AI
What we've learned from building real AI-powered features — from prompt engineering to cost management and reliability.
Integrating LLMs into Production
Building AI features into real products is very different from demos. Here's what we've learned...
Prompt Engineering is Engineering
Treating prompts as throwaway strings is a mistake. Version-control them, test them, iterate...
Managing Costs at Scale
LLM costs can spiral quickly. Caching, model tiering, and token optimization are essential...
Fallback and Reliability Strategies
LLMs fail. Your application needs to handle that gracefully...
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Byte & Builders Team
Engineering Team
The engineering and product team at Byte & Builders sharing insights on software development, cloud architecture, and modern engineering practices.