Over the past few weeks, weโve trained an open-source model using Reinforcement Fine-Tuning (RFT) โ and watched it outperform DeepSeek-R1 and 01 on key kernel benchmarks. But whatโs more exciting are the real-world use cases where RFT is proving to be the right tool for the job: ๐งฎ Mathematical problem solving with detailed reasoning ๐ป Code generation & DSLs that match internal schemas ๐ Logical, step-by-step reasoning with complex RAG pipelines If you're building domain-adapted models, tools that reason, or just trying to squeeze more performance out of fewer labeled examples โ RFT isnโt optional. Itโs essential. In this clip from Dev in the Details, I share the patterns weโre seeing, the benchmarks weโre beating, and why RFT is where you should be paying attention. ๐ Subscribe for more insights on scalable LLM infra, model training, and fine-tuning at the frontier of open source AI. #DevInTheDetails #llms #reinforcementfinetuning #rft #aiinfrastructure #machinelearning #MLengineering #codegeneration #OpenSourceLLMs #finetuning #ChainOfThought #datascience #deepseek #grpo #RLHF #KernelBenchmarks #Qwen30 #Coder32B
Original Description
Over the past few weeks, weโve trained an open-source model using Reinforcement Fine-Tuning (RFT) โ and watched it outperform DeepSeek-R1 and 01 on key kernel benchmarks.
But whatโs more exciting are the real-world use cases where RFT is proving to be the right tool for the job:
๐งฎ Mathematical problem solving with detailed reasoning
๐ป Code generation & DSLs that match internal schemas
๐ Logical, step-by-step reasoning with complex RAG pipelines
If you're building domain-adapted models, tools that reason, or just trying to squeeze more performance out of fewer labeled examples โ RFT isnโt optional. Itโs essential.
In this clip from Dev in the Details, I share the patterns weโre seeing, the benchmarks weโre beating, and why RFT is where you should be paying attention.
๐ Subscribe for more insights on scalable LLM infra, model training, and fine-tuning at the frontier of open source AI.
#DevInTheDetails #llms #reinforcementfinetuning #rft #aiinfrastructure #machinelearning #MLengineering #codegeneration #OpenSourceLLMs #finetuning #ChainOfThought #datascience #deepseek #grpo #RLHF #KernelBenchmarks #Qwen30 #Coder32B