𝗟𝗟𝗠 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻

𝗟𝗟𝗠 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻

AI changes software engineering. You need to know how to use AI in your apps.

Optimization makes software fast. Use data. Measure first. Find bottlenecks. Then fix them.

Start with your requirements. Define success. Build a simple system first. Do not add features too early.

Test everything. Cover edge cases. Monitor in production. Use metrics. Set alerts.

Avoid common mistakes:

• Underestimating complexity.
• Over-engineering.
• Building for scale you do not need yet.

Follow these principles:

• Keep it simple. Simple systems are easy to fix.
• Measure first. Data removes guesses.
• Help your team. Your team is your best asset.

Your action plan:

• This week: Audit your system. Find one gap. Fix it.
• This month: Implement the fix. Measure it. Share it.
• This quarter: Review and refine.

Source: https://dev.to/therizwansaleem/llm-inference-optimization-quantization-caching-and-serving-at-scale-21jf