Fine-Tuning & Open Models
Fine-tuning, adapting, and shipping open-source LLMs.
March 3, 2026
Fine-tuning open models in the real world: Unsloth, Axolotl, and the case for Docker
Production lessons from fine-tuning open models and why Curlscape uses Docker to ensure GPU training environments are reproducible and reliable.
October 8, 2025
Fine-Tune an LLM to Mask PII in 2 Hours with Axolotl — Step-by-Step Tutorial
Learn to fine-tune an LLM for PII redaction using Axolotl and Modal. Step-by-step tutorial covering QLoRA, dataset preparation, and production deployment for GDPR compliance.
September 9, 2025
OpenAI vs Gemini vs Claude: Complete API Pricing Comparison (2026)
Compare API costs for OpenAI GPT-5, Google Gemini, and open-source models. See real pricing per 1M tokens, cost breakdowns for 1M document inference, and when self-hosting saves 5x.