BEAM 100K memory benchmark: CSM vs Hindsight local artifact comparison [R]

In three linesLocal BEAM 100K benchmark comparing Context Swarm Memory (CSM) to Hindsight. CSM scores 0.757573 AMB (342/400 correct) vs 0.733658 for Hindsight (326/400), using 38.2% fewer answer-visible context tokens. CSM slower: 29.23s vs 6.38s retrieval. Author seeks methodology feedback before official submission.

Summary generated by Claude — human-verified