pith:4SMRDMDD
Personal LLM Agents: Insights and Survey about the Capability, Efficiency and Security
Personal LLM Agents will become the dominant software paradigm for end-users through deep integration with personal data and devices.
arxiv:2401.05459 v2 · 2024-01-10 · cs.HC · cs.AI · cs.SE
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\usepackage{pith}
\pithnumber{4SMRDMDDARPSYWQWNHXVSGYMRW}
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Claims
We envision that Personal LLM Agents will become a major software paradigm for end-users in the upcoming era.
That foundation models represented by LLMs bring new opportunities because of their powerful semantic understanding and reasoning capabilities that enable agents to solve complex problems autonomously.
This survey discusses key components and challenges for Personal LLM Agents and reviews solutions for their capability, efficiency, and security.
References
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Receipt and verification
| First computed | 2026-05-17T23:38:46.057016Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
e49911b063045f2c5a1669ef591b0c8da0b8322941c43252075a8f8097353437
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4SMRDMDDARPSYWQWNHXVSGYMRW \
| 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: e49911b063045f2c5a1669ef591b0c8da0b8322941c43252075a8f8097353437
Canonical record JSON
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