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Research2026-03-22 · source-backed
Equips code agents with structured memory built from historical commits, distilling intent-to-code mappings with self-refinement via verification feedback. Using DeepSeek-V3.2 as backbone, boosts SWE-bench Verified from 68.4% to 77.8% — new SOTA. Co-evolution with project history beats stateless generation. Source
Each link below shares sources, entities, or timing with this story.
Shared entities / Same source / Shared topic
Both cover MemCoder, SOTA, SWE, Verified; cite the same source (Source); overlapping topics (beat, code, feedback).
Shared entities / Same source domain / Shared topic / What happened next
Both cover SWE, Verified; reported by the same outlet (arxiv.org); overlapping topics (agent, swe-bench, verified).
Both cover SWE, Verified; reported by the same outlet (arxiv.org); overlapping topics (agent, swe-bench).
Both cover SWE, Verified; reported by the same outlet (arxiv.org); overlapping topics (agent, code).
Both cover SWE, Verified; reported by the same outlet (arxiv.org); overlapping topics (agent, swe-bench).
Shared entities / Shared topic / What happened next
Both cover SWE, Verified; overlapping topics (agent, history, swe-bench, verified); picks up the SWE thread on 2026-05-27.
Shared entities / Shared topic / What happened next / Tension
Both cover SWE, Verified; overlapping topics (code, swe-bench); picks up the SWE thread on 2026-04-23.
Shared entities / Shared topic / What happened next
Both cover SWE, Verified; overlapping topics (agent, swe-bench, verified); picks up the SWE thread on 2026-04-14.