What the Latest AI Model Releases Mean for Developers

Every few weeks a new model drops and the discourse cycles through hype and counter-hype. Here is what actually matters if you are building in production.

Context Windows Are Not the Bottleneck Anymore

Models now offer 1M+ token context windows. For many use cases you can throw the whole document in and skip the retrieval step entirely.

Smaller Models Are Getting Surprisingly Good

Llama 3 8B, Phi-3, and Mistral 7B are now competitive with GPT-3.5 on many tasks and can run locally. Use a small model for triage, route complex queries to a larger model.

The Benchmark to Production Gap is Real

A model that scores well on MMLU can still be bad at your specific use case. The only benchmark that matters is your eval suite on your data with your prompts.

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