Paper Citation Record · LEDGER

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution

As of 16 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.08037.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.08037 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:38:15.941060Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy22
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation afa6c208-d31b-4b52-811f-87d26188e7bb · outbound

This paper cites OpenClaw documentation,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution OpenClaw documentation,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.660641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6a637db0-07bc-4c6e-9da7-4ebec163d73f · outbound

This paper cites Claude Code documentation,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Claude Code documentation,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.641748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 96b8c744-3bf3-48f9-9d91-8669b8ce5383 · outbound

This paper cites Hermes Agent,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Hermes Agent,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.623764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 76230315-b5ce-4194-acb8-b566b3b962f0 · outbound

This paper cites CE-CoLLM: Efficient and Adaptive Large Language Models Through Cloud-Edge Collaboration.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution CE-CoLLM: Efficient and Adaptive Large Language Models Through Cloud-Edge Collaboration

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.764700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30d1c536-97dd-4a92-8426-877c88eaec48 · outbound

This paper cites Distilling LLM agent into small models with retrieval and code tools,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Distilling LLM agent into small models with retrieval and code tools,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.770887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cf83703-c401-4f14-8a26-9bb2f6b3b8ba · outbound

This paper cites Language models are few-shot learners,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Language models are few-shot learners,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.605741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f1185b0c-ab04-4dea-b311-18717026374a · outbound

This paper cites Tool Documentation Enables Zero-Shot Tool-Usage with Large Language Models.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Tool Documentation Enables Zero-Shot Tool-Usage with Large Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.782189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dbda133-f9f4-4551-93ae-5d5a1c9e05bd · outbound

This paper cites ExpeL: LLM agents are experiential learners,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution ExpeL: LLM agents are experiential learners,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.588144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fed2172f-65c4-4b66-9018-ec3c76be1b25 · outbound

This paper cites Agent workflow memory,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Agent workflow memory,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.568676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7c5dfc12-e3b4-4f63-ac4e-41df830c817d · outbound

This paper cites Equipping agents for the real world with agent skills,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Equipping agents for the real world with agent skills,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.552804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e619ffb9-a065-4eac-8a9d-e424d31ebd59 · outbound

This paper cites Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.802817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3de5f30-9544-4d0f-941d-69f25e16a628 · outbound

This paper cites EvoSkill: Automated Skill Discovery for Multi-Agent Systems.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution EvoSkill: Automated Skill Discovery for Multi-Agent Systems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.807719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0fc9cf9-e89c-4418-bd4e-ebf895ec745e · outbound

This paper cites CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.812620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5db0e09-43a5-4e49-b92a-3016efe552af · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution ReAct: Synergizing reasoning and acting in language models,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.817345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d364910-d76c-42b2-a185-2340d2874e6b · outbound

This paper cites Qwen3.6-27B model card,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Qwen3.6-27B model card,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.526615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dc4dd584-d356-4263-988e-6701b4283da8 · outbound

This paper cites SWE-bench: Can language models resolve real-world GitHub issues?.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution SWE-bench: Can language models resolve real-world GitHub issues?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.828622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2dca72b-e9c8-4379-a2c9-27b5388d18aa · outbound

This paper cites Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Terminal-Bench: Benchmarking Agents on Hard, Realistic Tasks in Command Line Interfaces

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.833278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cb9708d-18cd-42eb-858a-d7bfa36cda85 · outbound

This paper cites QwenClawBench: A real-user-distribution bench- mark for evaluating OpenClaw agents,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution QwenClawBench: A real-user-distribution bench- mark for evaluating OpenClaw agents,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.498092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0a37b29b-9945-40f9-8e5f-cabf781794c8 · outbound

This paper cites GPQA: A graduate-level google- proof Q&A benchmark,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution GPQA: A graduate-level google- proof Q&A benchmark,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.481228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a7bdbb7a-84a6-4fdb-b008-2bc3d57de184 · outbound

This paper cites Claude model overview,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Claude model overview,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.464701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6a460e14-33c7-44bb-8042-f580e46c7934 · outbound

This paper cites SoK: Agentic Skills -- Beyond Tool Use in LLM Agents.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution SoK: Agentic Skills -- Beyond Tool Use in LLM Agents

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.854885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e6042ad-350b-46a9-9770-ae0c48bbd91c · outbound

This paper cites Memento: Fine-tuning LLM Agents without Fine-tuning LLMs.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Memento: Fine-tuning LLM Agents without Fine-tuning LLMs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.860743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1559c5b8-cd71-4774-9a02-21ff05515fad · outbound

This paper cites Memp: Exploring agent procedural memory,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Memp: Exploring agent procedural memory,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.447766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b9a196c5-e96a-4ab3-93d6-54d52cb7892c · outbound

This paper cites On the Structural Memory of LLM Agents.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution On the Structural Memory of LLM Agents

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.871145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5344f87e-2851-40cb-a84b-eb4dd9aad7d1 · outbound

This paper cites SkillX: Automatically Constructing Skill Knowledge Bases for Agents.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution SkillX: Automatically Constructing Skill Knowledge Bases for Agents

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.876365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74322dbe-177a-4933-b4b7-503a14fdcc21 · outbound

This paper cites SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.881256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d86f9f9-25a8-43d9-89fb-ff8a8cf444c2 · outbound

This paper cites SkillOpt: Executive Strategy for Self-Evolving Agent Skills.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution SkillOpt: Executive Strategy for Self-Evolving Agent Skills

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.886673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b671fca-a2f3-4691-8d8a-4eb6c5a38614 · outbound

This paper cites Optimizing generative AI by backpropagating language model feedback,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Optimizing generative AI by backpropagating language model feedback,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T00:38:15.891756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df85a3d2-c4e3-457d-9a6d-6c32e480b840 · outbound

This paper cites V oyager: An open-ended embodied agent with large language models,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution V oyager: An open-ended embodied agent with large language models,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.420827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6372b6d8-4d4c-40f4-85d2-4f1edcc40dfc · outbound

This paper cites AutoManual: Constructing instruction manuals by LLM agents via interactive environ- mental learning,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution AutoManual: Constructing instruction manuals by LLM agents via interactive environ- mental learning,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.405446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e35e9d5a-e9b4-4782-9ae8-d90efae356a2 · outbound

This paper cites AppWorld: A controllable world of apps and people for benchmarking interactive coding agents,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution AppWorld: A controllable world of apps and people for benchmarking interactive coding agents,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.389054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4b5fce83-1d92-491d-b28b-d4a84dc956a6 · outbound

This paper cites WorkBench: A benchmark dataset for agents in a realistic workplace setting,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution WorkBench: A benchmark dataset for agents in a realistic workplace setting,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.372052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5cfc1a3c-d7d5-452a-a1b6-faa2b7c5f198 · outbound

This paper cites OpenAI model documentation,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution OpenAI model documentation,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.355311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 212db431-547e-46ce-83a3-def2bc9798d5 · outbound

This paper cites Qwen3-30B-A3B model card,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Qwen3-30B-A3B model card,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.337236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b21b2e15-2703-434a-91d0-fea2096196ca · outbound

This paper cites Gemma 4 31B model card,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Gemma 4 31B model card,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.321269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 19a7dd72-57a7-4d05-953a-2bcbc1b3dd70 · outbound

This paper cites FrugalGPT: How to use large language models while reducing cost and improving performance,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution FrugalGPT: How to use large language models while reducing cost and improving performance,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.304732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 835b9e87-0a00-4a8f-980f-9e665e31fea6 · outbound

This paper cites Remember me, refine me: A dynamic procedural memory framework for experience-driven agent evolution,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Remember me, refine me: A dynamic procedural memory framework for experience-driven agent evolution,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.287653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 220ca580-c618-44fc-8d69-2129513b9b1b · outbound

This paper cites Learning hierarchical procedural memory for LLM agents through Bayesian selection and contrastive refinement,.

SkillSmith: Enhancing Locally Deployed Agents via Automatic Skill Construction and Evolution Learning hierarchical procedural memory for LLM agents through Bayesian selection and contrastive refinement,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T00:38:16.269447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.