Celeris-1 Decision Celeris-1 Decision is a multimodal diffusion decision model that accepts text and images, optionally returning explanations for its choices. It leads jev-bench and typed-decision benchmarks on both accuracy and Brier score while delivering a 67ms median response time, outperforming Jev 1.13.0, OpenAI gpt-6-luna, Perplexity pplx-decider, and Inception Mercury Decide. Priced at $0.04 per million input tokens with free output and TypeSafe System One API compatibility.
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View on XCosigns Received
“batching is even better, 50 questions in 81ms! not 81ms per question, all 50 questions in 81ms”
“Celeris-1-decision is cheaper and came out higher in both intelligence and speed on the JevBench open benchmark”
“All LLMs are getting faster, but there's fast and there's FAST. Answering 512 questions in *one second* of server time is game-changing... 8x64 questions in 0.72 seconds WALL CLOCK TIME is something else.”
“Fast remains my favourite feature. Being to make 512 decisions in under a second of wall clock time (8 requests x 64 questions) - with SOTA performance, almost for free - is game changing. This feels like another advent of parallel computing at a much higher level.”



