Tag
#llm
5 posts tagged llm.
- mlops
LLM Benchmarks in 2026: Which Still Discriminate, and How to Run
Static benchmarks like MMLU and HumanEval have saturated for frontier models. Here's which LLM benchmarks still produce signal, why contamination is worse than reported, and how to run your own reproducible evaluation with lm-evaluation-harness.
- mlops
LLM Fine Tuning: Methods, Training Data, and Evaluation
A practitioner's guide to llm fine tuning — how to pick between SFT, LoRA, and DPO, what your training data actually needs, and how to validate a fine-tuned model before it hits production.
- monitoring
LLM Testing: A Guide to Evals, Metrics, and Production Monitoring
LLM testing spans offline evals, CI gate checks, and live production monitoring — three distinct jobs that need different tools. Here's how to cover all three without drowning your team.
- mlops
LLM Benchmarks Explained: What the Numbers Mean and Miss
A practical guide to the major LLM benchmarks — MMLU, HumanEval, GPQA Diamond, SWE-bench — what they actually test, why saturation makes most scores useless for frontier comparisons, and how to build evaluations that predict production behavior.
- mlops
LLM Fine Tuning in Production: A Practical MLOps Guide
When to use LLM fine tuning over RAG, how LoRA and QLoRA cut GPU costs, and what to monitor after you ship a fine-tuned model — for ML engineers who own the model in prod.