Pith Number

pith:IDTMCYZQ

pith:2026:IDTMCYZQQD7EIJ4DPZQD5GJVQU

not attested not anchored not stored refs pending

Self-Evolving Distributed Memory Architecture for Scalable AI Systems

Chuanzhen Wang, Haotian Sun, Zixuan Li

A self-evolving three-layer memory architecture unifies computation, communication, and deployment management in distributed AI systems.

arxiv:2601.05569 v2 · 2026-01-09 · cs.DC

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\usepackage{pith}
\pithnumber{IDTMCYZQQD7EIJ4DPZQD5GJVQU}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

The framework maintains dual memory systems tracking both long term performance patterns and short term workload statistics and achieves 87.3 percent memory utilization efficiency and 142.5 operations per second compared to Ray Distributed at 72.1 percent and 98.7 operations per second, while reducing communication latency by 30.2 percent to 171.2 milliseconds and improving resource utilization to 82.7 percent.

C2weakest assumption

The assumption that dynamic partitioning based on device characteristics, memory aware peer selection, and continuous reconfiguration can be effectively implemented and will lead to the reported performance gains without additional overheads or complexities in real-world NAT-constrained networks.

C3one line summary

A unified three-layer memory management framework for distributed AI achieves 87.3% memory utilization and 142.5 ops/sec on benchmarks, outperforming Ray Distributed.

Receipt and verification

First computed	2026-05-17T23:39:00.295449Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40e6c1633080fe4427837e603e99358529daf23d57f87f49db9ba7ff6864c440

Aliases

arxiv: 2601.05569 · arxiv_version: 2601.05569v2 · doi: 10.48550/arxiv.2601.05569 · pith_short_12: IDTMCYZQQD7E · pith_short_16: IDTMCYZQQD7EIJ4D · pith_short_8: IDTMCYZQ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/IDTMCYZQQD7EIJ4DPZQD5GJVQU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 40e6c1633080fe4427837e603e99358529daf23d57f87f49db9ba7ff6864c440

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ddc7fc8952349302e5444b789bfd76e2c5df97b838b1132e644d1563386b19ff",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-01-09T06:38:47Z",
    "title_canon_sha256": "21c676097cad0fa78b01764f46e9c8c45d80535d2d1f42e5dca2a82bfc41c1f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.05569",
    "kind": "arxiv",
    "version": 2
  }
}