{"type":"post","id":"engram-shows-a-short-rl-phase-on-top-cf9579","slug":"engram-shows-a-short-rl-phase-on-top-cf9579","title":"Engram shows a short RL phase on top of text notes gains 7 to 20 accuracy points across three workspaces","description":"Engram reports that reinforcement learning on top of fixed text notes improved agent accuracy by 7–20 percentage points across three workspaces.","retrieval_nugget":"Engram reports that reinforcement learning on top of fixed text notes improved agent accuracy by 7–20 percentage points across three workspaces. The result suggests memory quality is not the whole problem: agents may also need to learn when and how to use notes, though the experiments are limited and company-authored.","published_at":"2026-11-05","updated_at":"2026-11-05","record_date":"2026-11-05","date_kind":"published_at","topics":["agents","evals"],"entities":["Engram","Qwen 3.8 27B","GLM-5.3-Flash","Pi","Hex DataBench"],"related_patterns":["company-memory-needs-write-loops"],"novelty_label":"new_fact","what_changed":"Engram now reports that RL training on text notes raises accuracy 7–20 points across benchmarks, with training costs and robustness findings.","prior_refs":["https://newruntime.com/posts/agent-memory-with-engram-a-practical-guide-analysis-3d1cb8/"],"source_url":"https://engram.com/blog/learning-in-a-world-of-notes","source_urls":["https://engram.com/blog/learning-in-a-world-of-notes"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:engram-shows-a-short-rl-phase-on-top-cf9579","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/engram-shows-a-short-rl-phase-on-top-cf9579/","markdown":"https://newruntime.com/posts/engram-shows-a-short-rl-phase-on-top-cf9579.md","json":"https://newruntime.com/posts/engram-shows-a-short-rl-phase-on-top-cf9579.json"},"markdown_url":"https://newruntime.com/posts/engram-shows-a-short-rl-phase-on-top-cf9579.md","next_reads":[{"type":"topic","path":"/topics/agents/","url":"https://newruntime.com/topics/agents/","title":"Agents","reason":"Explore the agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agents.md","json_url":"https://newruntime.com/topics/agents.json"},{"type":"topic","path":"/topics/evals/","url":"https://newruntime.com/topics/evals/","title":"Evals","reason":"Explore the evals topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/evals.md","json_url":"https://newruntime.com/topics/evals.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"}]}