{"slug": "apple-releases-rsi-inference-evaluating-agents-for-self-improving-llm-inference", "title": "Apple releases RSI-Inference: evaluating agents for self-improving LLM inference", "summary": "Apple ML Research released RSI-Inference Bench, a benchmark built from real-world vLLM and SGLang tasks that tests whether AI agents can improve the systems running AI models, spanning day-0 model support, inference optimization and bug fixes. Apple reported that after spending $100K in API tokens and 50K GPU hours, the best agent reached 26.7% pass@1, leaving the benchmark unsaturated. The release gives inference engineers a verifiable-reward evaluation covering the full inference stack, with binary and continuous scoring.", "body_md": "Introducing RSI-Inference Bench from 🍎 Apple ML Research\n🌐 \n\n[rsi-inference.com](http://rsi-inference.com)💻[github.com/apple-aiml-res…](https://github.com/apple-aiml-research/ml-rsi-inference-bench)Can AI agents improve the systems that run AI? We spent $100K API tokens, 50K GPU hours to find out. We built environments and benchmark from real-world[#vLLM](https://twitter.com/hashtag/vLLM)and[#SGLang](https://twitter.com/hashtag/SGLang)tasks, covering the full lifecycle of model inference engineering: 🚀 Day-0 Model Support ⚡ Inference Optimization 🔧 Bug Fix → Unsaturated: best agent at 26.7% pass@1 → Comprehensive coverage of the inference stack → Verifiable rewards: binary and continuous Watch the video to find out more!\n00:00", "url": "https://wpnews.pro/news/apple-releases-rsi-inference-evaluating-agents-for-self-improving-llm-inference", "canonical_source": "https://twitter.com/onloglogn/status/2111170954944823685", "published_at": "2026-10-17 19:23:11+00:00", "updated_at": "2026-10-17 19:36:25.713481+00:00", "lang": "en", "topics": ["ai-research", "ai-agents", "ai-infrastructure", "mlops", "large-language-models"], "entities": ["Apple", "Apple ML Research", "RSI-Inference Bench", "vLLM", "SGLang"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/apple-releases-rsi-inference-evaluating-agents-for-self-improving-llm-inference", "markdown": "https://wpnews.pro/news/apple-releases-rsi-inference-evaluating-agents-for-self-improving-llm-inference.md", "text": "https://wpnews.pro/news/apple-releases-rsi-inference-evaluating-agents-for-self-improving-llm-inference.txt", "jsonld": "https://wpnews.pro/news/apple-releases-rsi-inference-evaluating-agents-for-self-improving-llm-inference.jsonld"}}