Large Language Models
What Is the Speculative Decoding Method? A Practitioner's Guide to 2-3x LLM Inference Speedup
You’re running a chat service. Users wait 8 seconds for a response. Churn is spiking. You try scaling — more GPUs, cheaper models. Cost explodes. Accurac...
What is LLM Fine-Tuning? A Practitioner's Guide (July 2026)
I remember the exact moment I got fine-tuning wrong. May 2024. We were building a customer support agent for a logistics company. The CEO wanted it to sound ...
Can We Fine-Tune an LLM? The Real Answer in 2026
Let me tell you why this question won't die. Six years ago, I was sitting in a client's office in Bangalore. They'd spent $80K on a custom model training pip...
How Much Does It Cost to Fine-Tune an LLM? A 2026 Field Guide
So you want to know the real answer to how much does it cost to fine-tune an llm? Not the blog-post math. Not the "start with a free tier" hand-waving. The a...
Is Speculative Decoding Worth It? A Practitioner's Guide (2026 Edition)
Here's the short version: yes, but not for the reasons most people assume. I'm Nishaant Dixit, founder of SIVARO. My team builds production AI systems for co...