Llama is a family of open-weight models from Meta, not a chatbot app. Map the family, the license, and when a $20 closed chat is easier.
- 1 What Llama is (family, not one chatbot app) Cassie installed Llama Chat from a Play Store clone, talked for 18 minutes, then pasted a 14,208-row grocery forecast into a wrapper that was not Meta's weights. Llama is Meta's open-weight family, while the Meta AI app and the Muse line are separate doors you should name before you paste. Scheduled · September 22, 2026
- 2 License and can I use this at work? Nadia in legal found “Vendor uses open source Llama” in a customer MSA after engineering shipped a Scout grocery FAQ bot to 18,400 monthly users. This part walks the Llama 4 Community License, the 700 million MAU line, Built with Llama, and why Muse Glimmer Apache text does not cover Scout. Scheduled · September 27, 2026
- 3 Llama sizes: laptop vs server Ken ordered a $2,847 Llama 4 workstation after a blog said Scout is 17B active. His 32 GB Mac pulled a Scout GGUF, Activity Monitor hit memory pressure in 11 minutes, and mixture-of-experts still loads every expert even when only some fire. Scheduled · September 28, 2026
- 4 Hosted Llama chat vs self-host Marisol ran ollama run llama4 on a Mac Studio for a 9,102-row SKU cleanup, then found a $47.20 host bill before lunch because the cloud toggle was on. Llama chat can live on Groq, Bedrock, or your disk, and Meta AI is Muse Spark, not Llama 4 weights. Scheduled · September 29, 2026
- 5 First useful Llama tasks Jules dropped a 61-page vendor PDF into Groq Llama-4-Scout and put a $1.2 million SLA on a steering-committee slide. Name the Llama door, run one small write, summarize, or light code job on toy text, and check every quote against the page. Scheduled · September 30, 2026
- 6 Fine-tunes and community variants without the zoo Omar filled a folder with 14 Llama-4-uncensored GGUFs in one night, 83 GB, and none of the cards pointed at Hugging Face meta-llama. Pick one official Instruct tag, match the model card to the file, and remember the Llama 4 license still follows the weights. Scheduled · October 1, 2026
- 7 When Claude or ChatGPT is simply easier Imani's seven-person analytics team spent six weeks standing up Llama 4 Scout on two RTX 4090s to rewrite meeting notes, then Claude Pro did the same job the first afternoon on a $20 seat. Start messy notes on a closed chat, and keep Llama for privacy, volume, or a fine-tune you actually need. Scheduled · October 2, 2026