Pith Number

pith:3VPBJN6P

pith:2026:3VPBJN6P4IUUM6UDKN6DRPS24S

not attested not anchored not stored refs pending

HAAS: A Policy-Aware Framework for Adaptive Task Allocation Between Humans and Artificial Intelligence Systems

Antoni Mestre, Manoli Albert, Miriam Gil, Vicente Pelechano

HAAS shows governance constraints act as tunable variables that shift AI tasks toward supervised human collaboration with measurable domain effects.

arxiv:2605.02832 v2 · 2026-05-04 · cs.AI · cs.HC · cs.SE

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\usepackage{pith}
\pithnumber{3VPBJN6P4IUUM6UDKN6DRPS24S}

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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.

Claims

C1strongest claim

Governance is not a binary switch but a tunable design variable: tighter constraints predictably convert autonomous AI assignments into supervised collaborations, with domain-specific costs and benefits; in manufacturing, stronger governance can improve operational performance and reduce fatigue simultaneously.

C2weakest assumption

The five auditable cognitive dimensions and five-mode autonomy spectrum accurately represent task-agent fit across the tested domains, and the benchmark results generalize beyond the specific software engineering and manufacturing scenarios used.

C3one line summary

HAAS is an implemented framework using rule-based governance and contextual bandits to adapt human-AI task allocation, with empirical results showing tunable governance can improve manufacturing performance and reduce fatigue.

Formal links

3 machine-checked theorem links

Receipt and verification

First computed	2026-05-20T00:03:13.818596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd5e14b7cfe229467a83537c38be5ae4ace1f4a6c5ec04d20c10163958ddfbec

Aliases

arxiv: 2605.02832 · arxiv_version: 2605.02832v2 · doi: 10.48550/arxiv.2605.02832 · pith_short_12: 3VPBJN6P4IUU · pith_short_16: 3VPBJN6P4IUUM6UD · pith_short_8: 3VPBJN6P

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/3VPBJN6P4IUUM6UDKN6DRPS24S \
  | 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: dd5e14b7cfe229467a83537c38be5ae4ace1f4a6c5ec04d20c10163958ddfbec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45c652bf05a0ee305441f2b65c7e3794db33259f60eb4eac02ba84aa7a18182a",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-04T17:09:21Z",
    "title_canon_sha256": "6b700a9bf0ee65e4eb067ce9b3e5e2a12aa4adab643f9601dd5d64b6264fac6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.02832",
    "kind": "arxiv",
    "version": 2
  }
}