Goatfied blog

Benchmarks, deployment notes, and hard-won patterns

Developer-to-developer writing. No fluff. Just what worked, what failed, and what shipped.

open-source

Fine-tuning vs RAG for code assistants: a production playbook

Fine-tuning bakes code patterns into model weights while RAG retrieves fresh context at inference time; production code assistants typically need both approaches.

2026-05-1510 min read

open-source

Prompt patterns for reliable test generation

Learn prompt patterns that treat test generation as a contract-driven workflow instead of one-shot compilation to produce tests that catch real regressions.

2026-03-0813 min read

Benchmarks, deployment notes, and hard-won patterns

Filter by category

Filter by tag

Fine-tuning vs RAG for code assistants: a production playbook

Prompt patterns for reliable test generation