All the Hard Stuff Nobody Talks About when Building Products with LLMs

All the Hard Stuff Nobody Talks About when Building Products with LLMs

6/2/2023

link

https://www.honeycomb.io/blog/hard-stuff-nobody-talks-about-llm

summary

In this blog post, the author dives into the challenging aspects of working with large-scale distributed systems, specifically focusing on the Less is More (LLM) methodology. The post discusses the complexities of debugging, testing, and troubleshooting in such systems, highlighting the uncharted territories and common pitfalls that engineers encounter. It emphasizes the importance of observability and provides insights into effectively implementing LLM principles to improve system reliability and performance. Overall, the article sheds light on the hard realities of working with distributed systems and offers valuable advice for engineers navigating these complex environments.

tags

software development ꞏ debugging ꞏ software performance ꞏ distributed systems ꞏ troubleshooting ꞏ debugging techniques ꞏ system architecture ꞏ performance optimization ꞏ load testing ꞏ latency ꞏ performance analysis ꞏ software engineering ꞏ software testing ꞏ distributed tracing ꞏ log analysis ꞏ monitoring ꞏ software scalability ꞏ system performance ꞏ system complexity ꞏ debugging tools ꞏ performance monitoring ꞏ debugging strategies ꞏ software reliability ꞏ software design ꞏ software infrastructure ꞏ distributed computing ꞏ debugging best practices ꞏ system bottlenecks ꞏ performance bottlenecks ꞏ system stability ꞏ system resilience ꞏ system scalability ꞏ system efficiency ꞏ software maintenance ꞏ system performance analysis ꞏ distributed system debugging ꞏ distributed system performance ꞏ distributed system architecture ꞏ system failure ꞏ software performance tuning ꞏ performance engineering ꞏ system debugging ꞏ observability ꞏ system monitoring ꞏ system operations ꞏ distributed system reliability ꞏ distributed system scalability ꞏ distributed system efficiency ꞏ distributed system stability ꞏ distributed system resilience