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Together Compiler: Continual Compilation for AI Inference
Not specified in the abstract
AI inferenceoptimizationcompiler designperformance benchmarking
2611.14681
Builder Relevance
19h ago80%
Abstract
The Together Compiler (TKCC) addresses the challenges of continual optimization for rapidly changing AI workloads by providing a continual agent loop for AI inference optimization.
Reality Card
Core Claim
TKCC outperforms highly-optimized hand-written Megakernels by up to 1.7x and the best open source engines by up to 2.6x higher TPS on the InferenceX benchmark.
Method / Result
TKCC achieves 1111 TPS on M3.1 Flash and 1205 TPS on DeepSeek v4.1 Flash at batch size 1.
Limitations
The abstract does not specify limitations or reproducibility concerns.
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