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

Governance models for company-backed open source

Learn the four governance models for company-backed open source projects and how each balances corporate control with community contributions.

2026-08-268 min read

open-source

Licensing AI-generated code: the questions nobody answers

Explore the unresolved legal questions around licensing AI-generated code when copyright law assumes human authorship and existing licenses don't address machine-created works.

2026-08-238 min read

open-source

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

Learn when to fine-tune foundation models vs use RAG for code assistants, including production costs, latency tradeoffs, and codebase update requirements.

2026-05-1510 min read

open-source

Prompt patterns for reliable test generation

Learn three prompt patterns that help AI generate reliable, maintainable test cases with better coverage and fewer brittle assertions for your codebase.

2026-03-0813 min read

Benchmarks, deployment notes, and hard-won patterns

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Governance models for company-backed open source

Licensing AI-generated code: the questions nobody answers

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

Prompt patterns for reliable test generation