SIVARO
Model Distillation
Tools for LLM Reasoning Path Analysis: A Practitioner's Guide
I still remember the day I watched a $40K inference bill get explained by a single question: "Why did the model take 14 tool calls to answer something a juni...
When to Use Woodpecker Correction vs Retraining
--- Last February, I sat across from a CTO at a mid-size fintech who'd just spent $2.3M retraining their LLM reasoning stack. Why? Because their hallucinatio...
Woodpecker Error Correction in RAG Pipelines: A Field Guide
RAG systems fail in predictable ways. I've spent the last four years watching teams rebuild the same broken retrieval pipelines, and the pattern is always th...
The Real Playbook for Model Architecture Cost Optimization
I spent the first half of 2025 watching a client burn $40,000 a month on a Llama-3-70B deployment that answered maybe 2,000 queries a day. The worst part? Th...
The No-B.S. Guide to Cost Efficient Model Architecture 2026
You know that feeling when your AWS bill arrives and you realize your "production" LLM costs more than your entire engineering payroll? I lived that in Q3 20...
The Real Cost of Intelligence: How to Optimize Model Architecture for Cost in 2026
I spent six months in 2025 watching a fintech client burn $80,000 a month on inference calls. They had a 405B-parameter model answering support tickets. The ...