Mlops Guides
A curated collection of 3 mlops guides for building with AI coding agents.
Guide
Preparing a Fine-Tuning Dataset: Cleaning, Synthetic Data, and Eval Splits
The dataset is the model. How to build a fine-tuning dataset that works — format, curation, cleaning, synthetic augmentation, and a leak-free eval split.
3m read· AgentsCamp
Guide
Fine-Tune vs RAG vs Prompt vs Distill: The 2026 Decision Tree
When to reach for prompt engineering, RAG, fine-tuning, or distillation — what each actually changes, where each fails, and how to combine them.
3m read· AgentsCamp
Guide
Self-Host vs API: When Does Running Your Own LLM Actually Pay Off?
The real economics of self-hosting an LLM vs. calling a hosted API — GPU utilization, privacy, latency, and the hidden ops costs that decide the crossover.
3m read· AgentsCamp