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Dossier: Clever Memory Loses

The complete recognition package for the paper "Clever Memory Loses: A Single Simple Substrate Is State of the Art on LoCoMo, LongMemEval, and BEAM" (Marko Marković, KORRO / hive-mind). This is the arsenal you deploy when someone says "tell me more about what you do": paper, blog, deck, posts, and press kit, ready to send in under five minutes.

The one insight, repackaged for every format: keep the memory store dumb and spend your cleverness on reads.

The three numbers

Benchmark Best published incumbent This work
LoCoMo (1,540 Q) Memori 81.95% 86.49%
LongMemEval-S (500 Q) Mastra 94.87 macro 95.01 macro / 93.60 micro
BEAM 1M (700 Q) mem0 0.6409 avg / 70.1% pass 0.6482 avg / 74.0% pass

Single differentiator: conflict-awareness, worth 23 points on BEAM's contradiction ability. Falsification ledger: 37 interventions measured, 33 lost.

Contents

File What it is
README.md This index and the 5-minute send checklist.
arxiv-metadata.md Submission-ready arXiv fields: title, author, verbatim abstract, categories (cs.CL primary; cs.AI and cs.IR cross-lists), comments field, license, and a full submission checklist.
talk-deck-outline.md Slide-by-slide outline for a 15-minute conference talk (14 slides plus backups): one message, visual spec, and timed speaker notes per slide.
announcement-posts.md Launch-day copy: LinkedIn post, an 8-tweet X thread, and a Show HN title with comment. No em dashes, no hype words.
press-kit.md One-page press kit: what happened, the three numbers, an author quote, the falsification-ledger press hook, figure list, contact, and a five-question FAQ.

Companion assets (one level up, already shipped)

Asset Path
Research paper (markdown master) ../2026-07-09-clever-memory-loses-draft.md
Blog post (accessible version) ../2026-07-09-clever-memory-loses-blog.md
Figure 1, the substrate pipeline ../figures/fig1-substrate.png
Figure 2, the falsification strip plot ../figures/fig2-falsification.png
Consolidated results and reproduction commands ../../../benchmarks/results/MEMORY-BENCHMARKS-CONSOLIDATED-2026-07.md
Code, protocols, per-question artifacts github.com/marolinik/waggle-os

What to send, by situation

Situation What to send
Speaking invitation request Press kit one-pager + talk deck outline + link to the blog
Press or editor inquiry Press kit + Figure 1 and Figure 2 + blog
Research job or collaboration Paper + press kit + talk deck outline
Investor or partnership intro Press kit one-pager + paper + the three numbers
Launch day (arXiv is live) Announcement posts (LinkedIn, X, Show HN), all at once
"Tell me more about what you do" Press kit one-pager + link to this dossier

The 5-minute send checklist

Before you send any subset of this dossier, confirm:

  • Pick the target. Use the table above to select the minimum set of files for the situation; do not send everything by default.
  • Fill the placeholders. Replace every [LINK] in announcement-posts.md with the live arXiv or blog URL, and the [contact placeholder] in press-kit.md with a real email.
  • Confirm the artifacts are live. The repository at github.com/marolinik/waggle-os is public and contains the harness, per-question results, negative-results tables, and the pre-heal snapshot.
  • Attach the figures if the recipient is press. fig1-substrate.png and fig2-falsification.png are legible at 100 percent and in grayscale.
  • Verify the numbers match the paper. LoCoMo 86.49 vs 81.95; LongMemEval 95.01 macro vs 94.87; BEAM 74.0% pass vs 70.1%; contradiction +23. Nothing rounded differently across files.
  • Lead with the one-pager. The press kit is read in 60 seconds and must stand alone; everything else is depth behind it.
  • Zip and send. The dossier folder plus the two companion figures should be one archive, ready to attach in under five minutes.