In the quest to get as much training data as possible, there was little effort available to vet the data to ensure that it was good.
GPT-5.3-Codex-Spark is a lightweight version of the company’s coding model, GPT-5.3-Codex, that is optimized to run on ultra-low latency hardware and can deliver over 1,000 tokens per second.