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  1. A 13-month-old hashing default in LlamaIndex silently re-embeds byte-identical content.

  2. AI coding agents burn tokens reconstructing codebase structure on every session: grep, read, grep again, piece together what a symbol graph already knows.

  3. I built ChatGPT LightSession to fix a slowdown in my own long threads.