Pith Number

pith:FADONVWV

pith:2025:FADONVWV2AVLZAY5J3BKJBARBQ

not attested not anchored not stored refs pending

Beyond Reactivity: Measuring Proactive Problem Solving in LLM Agents

Ash Lewis, Dheeraj Rajagopal, Dhruv Atreja, George Hurn-Maloney, Gil Pasternak, Julia White, Matthew Thomas

arxiv:2510.19771 v4 · 2025-10-22 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FADONVWV2AVLZAY5J3BKJBARBQ}

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Record completeness

1 Bitcoin timestamp

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.

Cited by

5 papers in Pith

AURA: Intent-Directed Probing for Implicit-Need Surfacing in Situated LLM Agents

TIDE: Proactive Multi-Problem Discovery via Template-Guided Iteration

ProactBench: Beyond What The User Asked For

Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems

Agentic Coding Needs Proactivity, Not Just Autonomy

Receipt and verification

First computed	2026-07-08T01:19:07.852956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2806e6d6d5d02abc831d4ec2a484110c066601c9b61c28eff0e431bbf8127f90

Aliases

arxiv: 2510.19771 · arxiv_version: 2510.19771v4 · doi: 10.48550/arxiv.2510.19771 · pith_short_12: FADONVWV2AVL · pith_short_16: FADONVWV2AVLZAY5 · pith_short_8: FADONVWV

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/FADONVWV2AVLZAY5J3BKJBARBQ \
  | 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: 2806e6d6d5d02abc831d4ec2a484110c066601c9b61c28eff0e431bbf8127f90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f008c4a5e6d70f5fd758bcc91b278fdca047cf47e829d8919546cd263bc98de5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-10-22T17:00:45Z",
    "title_canon_sha256": "b62215d0640efc2c6666ce9b84695cf81cb8ae5f33c2d0b47d726f1ad0577962"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.19771",
    "kind": "arxiv",
    "version": 4
  }
}