… On the main multi-turn benchmark, GCAD improves average coherence drift from -18.6 to -1.9 and raises turn-10 trait expression from 78.0 to 93.1. …
… FlashEvolve further improves throughput and token efficiency with speculative stage completion and adaptive workflow control . On GEPA workloads, FlashEvolve improves proposal throughput by 3.5times on local vLLM and 4.9times on API serving over synchronous GEPA . …
… The versions of the libraries I used are: trl==0.18.2 peft==0.15.2 transformers==4.52.4 deepspeed==0.17.1 LoRA Config lora config = LoraConfig r=training config "rank" , lora alpha=training config "alpha" , target modules= "q proj", "k proj", "v proj", "o proj", "gate proj", "up proj", "down proj",… …
… We refer to these requirements as semantic commitments and formalize their lifecycle discontinuity as the Conceptual Rift , where commitments may be locally resolved or checked but fail to remain identifiable as the same operational units throughout the generation lifecycle. …
… Compared to the Llama 2 tokenizer, our new tokenizer improves compression rates on a sample of English data from 3.17 to 3.94 characters per token. …