{"type":"post","id":"strategist-a-meta-agent-that-evolves-reusable-inference-6a9a58","slug":"strategist-a-meta-agent-that-evolves-reusable-inference-6a9a58","title":"Strategist: a meta-agent that evolves reusable inference strategies, matching baseline accuracy at 39% lower cost","description":"Strategist is a research system that searches for reusable inference strategies: executable procedures for turning model calls into answers.","retrieval_nugget":"Strategist is a research system that searches for reusable inference strategies: executable procedures for turning model calls into answers. Across 30 benchmarks, its authors report matching baseline average accuracy while using 39% less inference cost. For builders, the result points to strategy design—not just model choice—as a target for optimization.","published_at":"2026-11-04","updated_at":"2026-11-04","record_date":"2026-11-04","date_kind":"published_at","topics":["agent-economics"],"entities":["Strategist","Taiming Lu","Qi Xu","Zhigang Hua","Zhuang Liu","NeurIPS"],"related_patterns":["agent-economics-moves-to-completed-work"],"novelty_label":"new_angle","what_changed":"Strategist extends related agentic inference-cost work by focusing on reusable strategies that evolve across tasks, rather than optimizing engines or controlling token use.","prior_refs":[],"source_url":"https://arxiv.org/abs/2611.03618","source_urls":["https://arxiv.org/abs/2611.03618"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:strategist-a-meta-agent-that-evolves-reusable-inference-6a9a58","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/strategist-a-meta-agent-that-evolves-reusable-inference-6a9a58/","markdown":"https://newruntime.com/posts/strategist-a-meta-agent-that-evolves-reusable-inference-6a9a58.md","json":"https://newruntime.com/posts/strategist-a-meta-agent-that-evolves-reusable-inference-6a9a58.json"},"markdown_url":"https://newruntime.com/posts/strategist-a-meta-agent-that-evolves-reusable-inference-6a9a58.md","next_reads":[{"type":"topic","path":"/topics/agent-economics/","url":"https://newruntime.com/topics/agent-economics/","title":"Agent Economics","reason":"Explore the agent-economics topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-economics.md","json_url":"https://newruntime.com/topics/agent-economics.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}