
Jason Liu - Instructor, Shipping LLMs to Production
devtools.fm: Developer Tools, Open Source, Software Development
Challenges of Improving Systems Post-Production
The hardest part of bringing a solution to production is when issues arise post-deployment, such as encountering bugs when going viral or losing user trust due to system failures. Software engineers often assume that once deployed, the system will work flawlessly, but in reality, it may only be functioning at 80%, which indicates a need for further improvements. The key challenge lies in understanding and enhancing metrics beyond the initial deployment phase, especially when faced with user loss or ineffective functionalities post-rollout.
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