Llama / open.

Local and private deploys, fine-tuning, cost control, full ownership.

Meta + ecosystem · ~128,000 context

Strengths

Local and private deploys, fine-tuning, cost control, full ownership.

Watch for

Needs explicit formats; less polish than frontier hosted models out of the box.

Prompting

Be blunt. Show the output skeleton. Fewer implied norms than Claude/GPT.

Primary sources