{"type":"post","stable_id":"post:research-and-eval-primitives-memory-removal-tutoring-and-refactoring","slug":"research-and-eval-primitives-memory-removal-tutoring-and-refactoring","title":"Research and Eval Primitives: Memory, Removal, Tutoring, and Refactoring","description":"Four narrow releases split evaluation into testable units: transferable agent memory, perceptual object-removal quality, a concrete tutoring moment, and large-scale multilingual refactoring.","retrieval_nugget":"The set is useful precisely because the metrics cannot be collapsed into one score. It shows evaluation moving from a headline leaderboard toward task-specific diagnostics.","published_at":"2026-08-14","updated_at":"2026-08-15","record_date":"2026-08-14","date_kind":"discovered_at","topics":["research","evals","benchmarks"],"entities":["Agent Memory Distillation","PROVE","TutorMoments","SWE-Bench ProMax"],"source_urls":["https://agent-memory-distillation.github.io/","https://arxiv.org/abs/2605.14534","https://github.com/xiaomi-research/prove","https://allenai.org/blog/tutormoments","https://arxiv.org/abs/2608.09802"],"source_format":"article","editorial_timing":{"lane":"regular_hourly","scheduled_at":"2026-08-21T15:00:00+03:00","real_news_delta":"owner-selected cross-source synthesis"},"origin":{"basket_id":"5854f7b2-5954-4d2a-8997-81596a49da74","basket_revision":1,"target_kind":"synthesis","target_id":"219dd943-74af-43d0-adaa-273be7065a40","owner_selection":"40","route":"openclaw"},"visual_decision":{"outcome":"text_only","status":"not_applicable","reason_code":"concise_text_sufficient","owner_reviewed":true,"reviewed_by":"owner-and-codex"},"schema_version":"newruntime-agent-readable-v0.2","status":"published","visuals":[],"routes":{"html":"https://newruntime.com/posts/research-and-eval-primitives-memory-removal-tutoring-and-refactoring/","markdown":"https://newruntime.com/posts/research-and-eval-primitives-memory-removal-tutoring-and-refactoring.md","json":"https://newruntime.com/posts/research-and-eval-primitives-memory-removal-tutoring-and-refactoring.json"}}