The community caught real problems within hours of launch. Addressing them
directly:
- Added prominent "A Note from Milla & Ben" section at top owning the issues
- Fixed AAAK section: removed "lossless" claim, removed bogus token example,
honest about lossy nature and 84.2% regression on LongMemEval
- Headline benchmark table: clearly labeled as "raw mode" (the 96.6% number)
- Removed misleading "100%" headline (still real but rerank pipeline not
in public scripts yet — addressing)
- Removed misleading "+34% palace boost" headline (it's metadata filtering,
real but not a novel mechanism)
- Marked Contradiction Detection as "experimental, not yet wired into KG ops"
- Closet legend now notes plain-text summaries in v3.0.0, AAAK closets coming
- Intro pillars rewritten honestly — raw verbatim is the win, AAAK is
experimental compression layer
Thank you to @panuhorsmalahti (#43), @lhl (#27), @gizmax (#39) and everyone
who filed issues in the first 48 hours. Brutal honest criticism is exactly
what makes open source work.
Add Milla's conversational explanation of the palace architecture
(wings → rooms → closets → drawers → halls → tunnels) as an
introductory section before the technical diagram.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Ben Sigman