Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T17:40:14.733882Z
Paper Citation Record · LEDGER
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
As of 5 August 2026, this Paper Citation Record lists 100 of 200 outbound references and 50 inbound Pith citation observations for arXiv:2604.08224.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T02:07:43.609679Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
100 of 200 outbound references displayed
- verified exact59
- verified fuzzy27
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch3
External citation measurements
2
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 750431fe-cdf2-4cd2-8505-f4e3a715a91b · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.745482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f32f635c-c27d-4ebc-a4bd-ebd1fa73b7e7 · outbound
This paper cites AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.504873Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b1559e22-3ff7-421e-8f50-3bc21f835a75 · outbound
This paper cites Introducing the model context protocol.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Introducing the model context protocol
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.750382Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2e70d14c-10bf-47d7-8ad9-9d3c7d084020 · outbound
This paper cites Model context protocol.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Model context protocol
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.750593Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 48ab082d-5731-4fee-ac35-7543fe756ffa · outbound
This paper cites Introducing agent skills.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Introducing agent skills
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.742901Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9dd47731-aa81-4c02-a11c-6fa8b31b3b87 · outbound
This paper cites Agent skills.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Agent skills
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.753272Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e4980a13-9770-46bb-9a15-2a91eb5a271c · outbound
This paper cites Baghel and R.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Baghel and R
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.747738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7f97b1e8-44a3-4839-8792-88304f95c6be · outbound
This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-10T17:40:39.787963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fe64c819-7e73-43de-8eb6-d14cae746c3b · outbound
This paper cites Constitutional AI: Harmlessness from AI Feedback.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Constitutional AI: Harmlessness from AI Feedback
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.228522Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0b904c80-dc18-4d01-b77c-34c4efd7ec96 · outbound
This paper cites Borgeaud, A.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Borgeaud, A
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.582123Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8edc346b-b1ed-4c9c-8cac-642b4a6ae485 · outbound
This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.860299Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ebcea0d6-8397-425d-a251-b57de2f46070 · outbound
This paper cites Brown, B.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Brown, B
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.650925Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8f8a68e2-a193-4ba3-9350-2981c36d1e0a · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.734543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4acb8293-5f54-4e75-9cc0-93a127a5b22e · outbound
This paper cites Parl-mt: Learning to call functions in multi- turn conversation with progress awareness.arXiv preprint arXiv:2509.23206.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Parl-mt: Learning to call functions in multi- turn conversation with progress awareness.arXiv preprint arXiv:2509.23206
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.514837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 99c30d13-9a16-4ace-b839-8c705950c842 · outbound
This paper cites Agent Network Protocol Technical White Paper.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Agent Network Protocol Technical White Paper
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.986266Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bd0e1349-a1ea-482c-ba44-9c51f3bfa4f1 · outbound
This paper cites Continual learn- ing in large language models: Methods, challenges, and opportunities.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Continual learn- ing in large language models: Methods, challenges, and opportunities
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.735709Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 387e789d-15b0-4908-9ab6-da213533021b · outbound
This paper cites Evaluating Large Language Models Trained on Code.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Evaluating Large Language Models Trained on Code
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.641846Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3a946024-886d-4f31-96c0-469882dc2c3a · outbound
This paper cites Extending Context Window of Large Language Models via Positional Interpolation.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Extending Context Window of Large Language Models via Positional Interpolation
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T10:20:58.016961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 57f15b02-5801-458c-b7b8-22b11770d693 · outbound
This paper cites Air-bench: Automated heterogeneous information retrieval benchmark.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Air-bench: Automated heterogeneous information retrieval benchmark
Reference 19
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.611934Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 11d929de-4dd6-466f-af42-b62d4b6f89d5 · outbound
This paper cites Cua-skill: Develop skills for computer using agent.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Cua-skill: Develop skills for computer using agent
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.844345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0e22a52b-5b82-41f5-9aa8-4392f49a2119 · outbound
This paper cites Dated Data: Tracing Knowledge Cutoffs in Large Language Models.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Dated Data: Tracing Knowledge Cutoffs in Large Language Models
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.387461Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 03041826-d9a0-4aeb-a400-49e3ed26be4c · outbound
This paper cites Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T04:54:49.681471Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f9024f38-a78c-457b-8802-36eb6df44a92 · outbound
This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Reference 23
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T23:10:49.561366Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3e21430e-688b-4e49-8b46-f270ad8003b9 · outbound
This paper cites Reliable graph-rag for codebases: Ast- derived graphs vs llm-extracted knowledge graphs,.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Reliable graph-rag for codebases: Ast- derived graphs vs llm-extracted knowledge graphs,
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.375009Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f0fdbefd-0495-4299-a641-69117029cae4 · outbound
This paper cites Chowdhery, S.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Chowdhery, S
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.606576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 11d28760-eae1-4b0f-bf5a-238403fe1e72 · outbound
This paper cites The Extended Mind.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering The Extended Mind
Reference 26
- Resolution
- verified exact
- doi, observed 2026-05-10T17:40:39.800204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2ef3e76c-264a-46d5-a60b-64adab6f5358 · outbound
This paper cites Ag-ui: The agent-user interaction protocol.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Ag-ui: The agent-user interaction protocol
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.756706Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5387595c-49b6-494a-9f70-644a800e301d · outbound
This paper cites Corallo and P.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Corallo and P
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.383107Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e374ce1d-a1f2-429b-8b6c-979559c6d1a8 · outbound
This paper cites CrewAI : Framework for orchestrating role-playing autonomous AI agents.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering CrewAI : Framework for orchestrating role-playing autonomous AI agents
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.676190Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 93177b39-fd77-4304-8bf0-8a0af6aa7043 · outbound
This paper cites De Brigard, S.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering De Brigard, S
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.726942Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ea1ec3a7-b675-4004-8e7e-890f626caac4 · outbound
This paper cites DeepSeek-V3 Technical Report.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering DeepSeek-V3 Technical Report
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:21:00.401801Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 12748d74-c74e-42d0-af52-5299325cb56e · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.673222Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 42269ff4-b231-4a7b-8fe0-cc31c8488ac0 · outbound
This paper cites Memory for autonomous llm agents: Mechanisms, evaluation, and emerging frontiers.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Memory for autonomous llm agents: Mechanisms, evaluation, and emerging frontiers
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.450824Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1904fbe4-afe5-4ae1-8f11-b6526120e17f · outbound
This paper cites From Local to Global: A Graph RAG Approach to Query-Focused Summarization.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Reference 35
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:21:00.324224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation caeae808-792a-424c-accf-6e6ce4e108a1 · outbound
This paper cites A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP).
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.358926Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation eea4bbda-3507-4916-80ad-fec9d44bf4c3 · outbound
This paper cites A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP).
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering A survey of agent interoperability protocols: Model Context Protocol (MCP), Agent Communication Protocol (ACP), Agent-to-Agent Protocol (A2A), and Agent Network Protocol (ANP)
Reference 38
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T17:40:39.806913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 44d54576-208b-474e-93e4-dc195adfbee1 · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.696115Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 026e2dd1-d1bd-431b-bf03-2f6ba29a9797 · outbound
This paper cites Agent Control Protocol: Admission Control for Agent Actions.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Agent Control Protocol: Admission Control for Agent Actions
Reference 40
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:21:00.288334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f19a8c7f-1ef7-4bbb-9d18-fbd7e44db452 · outbound
This paper cites TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Tools.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Tools
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.257676Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ee59e8b4-408f-4dcc-b808-210244c0ec79 · outbound
This paper cites Democratizing ai scientists using tooluniverse.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Democratizing ai scientists using tooluniverse
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.210350Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a4c19c8-bc10-4390-a089-8534aef603e6 · outbound
This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 43
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-10T17:40:39.812524Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 393d1d36-cefe-46a0-9bc2-ed36cbc40232 · outbound
This paper cites Gemini: A Family of Highly Capable Multimodal Models.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Gemini: A Family of Highly Capable Multimodal Models
Reference 44
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:21:00.297386Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 645e9fc8-0373-4a10-8941-b818f83dbdfc · outbound
This paper cites Gigerenzer and W.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Gigerenzer and W
Reference 45
- Resolution
- verified exact
- doi, observed 2026-05-10T17:40:39.819759Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 68d735a8-491d-4e0a-824a-249ce7b1163c · outbound
This paper cites Gemini: Try deep research and gemini 2.0 flash experimental.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Gemini: Try deep research and gemini 2.0 flash experimental
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.685530Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f2524f63-4abc-4ad6-824f-bdc0098bd39d · outbound
This paper cites A2a: A new era of agent interoperability.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering A2a: A new era of agent interoperability
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.602892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6c2608d5-b3e3-46f6-90f6-cf2d4aa2f3e3 · outbound
This paper cites A2ui: Agent-to-user interface protocol.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering A2ui: Agent-to-user interface protocol
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.625453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3944d4bd-787f-40b5-819d-10ae24191b5c · outbound
This paper cites Under the hood: Universal commerce protocol (ucp).
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Under the hood: Universal commerce protocol (ucp)
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.669729Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a44deccd-fc49-46fa-8aaa-d08dd0a443d6 · outbound
This paper cites Announcing the agent2agent protocol ( A2A ).
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Announcing the agent2agent protocol ( A2A )
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.688837Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1745823d-2d70-4620-b156-529b57f3ff7b · outbound
This paper cites Announcing agent payments protocol (ap2).
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Announcing agent payments protocol (ap2)
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.628219Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0991e36a-e158-419b-a523-2779b490ba2f · outbound
This paper cites Skillprobe: Security auditing for emerging agent skill marketplaces via multi-agent collaboration.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Skillprobe: Security auditing for emerging agent skill marketplaces via multi-agent collaboration
Reference 52
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.319478Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7dd7a55e-64ba-4723-825d-d20be0d7d50f · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 53
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.074267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2b8e0cef-185f-49f7-95df-2fae070c0d6d · outbound
This paper cites Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-06-02T02:04:14.693990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 274a7073-84b1-4d41-a5ee-b37bed924a16 · outbound
This paper cites Training Compute-Optimal Large Language Models.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Training Compute-Optimal Large Language Models
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:21:00.413541Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8ac14a4e-a5ba-4444-af81-f1465422cf85 · outbound
This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework
Reference 56
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.881129Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 196bd3af-2216-49c6-b276-beafcb5111f5 · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.557895Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0ff75383-266e-4791-8c89-8a5505e1ba90 · outbound
This paper cites arXiv preprint arXiv:2511.07568 , year=.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering arXiv preprint arXiv:2511.07568 , year=
Reference 58
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.781698Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f9389466-6d31-433d-86d6-988f14c8a98f · outbound
This paper cites Beyond RAG for Agent Memory: Retrieval by Decoupling and Aggregation.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Beyond RAG for Agent Memory: Retrieval by Decoupling and Aggregation
Reference 59
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.756013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 05a55113-49ea-49b4-97c6-817b4a3c7dfc · outbound
This paper cites Hutchins.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Hutchins
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.513481Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0aaf3847-c2bc-433d-80ee-cfa5f06bed17 · outbound
This paper cites The simplest protocol for ai agents to work together.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering The simplest protocol for ai agents to work together
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.570534Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cd323f0c-9d94-47de-9c4d-f0688d856521 · outbound
This paper cites Adaptation of agentic AI: A survey of post-training, memory, and skills.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Adaptation of agentic AI: A survey of post-training, memory, and skills
Reference 62
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.764030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 60957264-137a-42be-af7c-e56f3788264e · outbound
This paper cites SoK: Agentic Skills -- Beyond Tool Use in LLM Agents.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering SoK: Agentic Skills -- Beyond Tool Use in LLM Agents
Reference 63
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T23:19:31.511605Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 426ae79f-668e-4afa-a9ba-0e662ebe2cfa · outbound
This paper cites Json-rpc 2.0 specification.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Json-rpc 2.0 specification
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.643017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ec26a662-d0ef-46bb-9f7a-73f4b130e1f1 · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.691853Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8f446617-a0d1-4992-a890-30b166e15cec · outbound
This paper cites Scaling Laws for Neural Language Models.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Scaling Laws for Neural Language Models
Reference 66
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.826803Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bcccfbc8-c28d-4eeb-8484-d69a5f403a2e · outbound
This paper cites OpenVLA: An Open-Source Vision-Language-Action Model.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering OpenVLA: An Open-Source Vision-Language-Action Model
Reference 67
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.945353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5d65b969-c538-41ba-bee7-05cbfa7d73ab · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.576460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 979c62f6-a96c-474e-adb8-31c4dde611e4 · outbound
This paper cites Kojima, S.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Kojima, S
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.607974Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7c00facf-5041-41c5-9667-72ba4307ecc0 · outbound
This paper cites A survey of llm-driven ai agent communication: Protocols, security risks, and defense countermeasures.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering A survey of llm-driven ai agent communication: Protocols, security risks, and defense countermeasures
Reference 70
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.689763Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 518d0eaf-712d-4f8e-a1ea-dc769ba109fa · outbound
This paper cites LangGraph : Build resilient language agents as graphs.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering LangGraph : Build resilient language agents as graphs
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.695308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 88ad99b5-49f7-481b-b6f9-d47f9f15cf8a · outbound
This paper cites Lazaros, A.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Lazaros, A
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.600373Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6c2c926d-d959-4a6d-b4dd-0bb35f0ac0a1 · outbound
This paper cites Constructing safety cases for ai systems: A reusable template framework.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Constructing safety cases for ai systems: A reusable template framework
Reference 73
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.063353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b576c583-cfbe-42ee-a1b7-98d759e0ff54 · outbound
This paper cites arXiv preprint arXiv:2602.19008 , year =.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering arXiv preprint arXiv:2602.19008 , year =
Reference 74
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.658835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5bab1ce8-69d3-4e52-89a9-eb8ead0c31c5 · outbound
This paper cites u ttler, M. Lewis, W.-t. Yih, T. Rockt \.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering u ttler, M. Lewis, W.-t. Yih, T. Rockt \
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.605249Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d10e7426-29ec-4822-b2d5-d778e64f92c7 · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.661424Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8046727b-1632-4549-a7e7-948cd4b1fdf1 · outbound
This paper cites Organizing, orchestrating, and benchmarking agent skills at ecosystem scale.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Organizing, orchestrating, and benchmarking agent skills at ecosystem scale
Reference 77
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.952138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 745c850e-0deb-4c02-8d07-16d3bcbb21dc · outbound
This paper cites Memory, Consciousness and Large Language Model.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Memory, Consciousness and Large Language Model
Reference 78
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.497758Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d79ce323-d3f7-4ab1-b732-7e8381f85ec8 · outbound
This paper cites Security Considerations for Artificial Intelligence Agents.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Security Considerations for Artificial Intelligence Agents
Reference 79
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.447349Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a06c1660-e821-43bd-ac08-e14586f3e1a2 · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.729456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ee2ed123-bd84-48e3-8ba0-1fc31d320ce4 · outbound
This paper cites SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
Reference 81
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T00:20:05.782711Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7e83d284-514b-4436-9554-a55f622e8e63 · outbound
This paper cites MemOS: A Memory OS for AI System.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering MemOS: A Memory OS for AI System
Reference 82
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T08:20:23.101348Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 28723665-b6e0-455e-b453-4d22fa79ba8c · outbound
This paper cites Code as Policies: Language Model Programs for Embodied Control.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Code as Policies: Language Model Programs for Embodied Control
Reference 83
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T00:38:03.084841Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3e09cb7d-69fb-48eb-8f2a-7da44a8f9ce6 · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 84
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.582306Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4b9e5700-0258-42d3-85b0-7291d12574ac · outbound
This paper cites Superplatforms Have to Attack AI Agents.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Superplatforms Have to Attack AI Agents
Reference 85
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.359921Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 000d274f-37c8-4163-90a9-dcde0ca696e2 · outbound
This paper cites Agent skills: A data-driven analysis of claude skills for extending large language model functionality.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Agent skills: A data-driven analysis of claude skills for extending large language model functionality
Reference 86
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.090466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a1183ee4-9ebc-4b0d-a286-2cbc6e4d46ad · outbound
This paper cites MemVerse: Multimodal Memory for Lifelong Learning Agents.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering MemVerse: Multimodal Memory for Lifelong Learning Agents
Reference 87
- Resolution
- verified exact
- arxiv_id, observed 2026-06-03T02:05:11.728186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 13e45a25-68ef-4c2b-b95b-4de6f63d7443 · outbound
This paper cites ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering
Reference 88
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T01:43:48.733305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0e928db1-5746-4ce1-bd8c-0aa4f181bbd6 · outbound
This paper cites Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang
Reference 89
- Resolution
- verified exact
- doi, observed 2026-05-10T17:40:39.809923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6b3a800f-4b09-4b3b-af74-a811c16e2e0d · outbound
This paper cites Position: The real barrier to llm agent usability is agentic roi.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Position: The real barrier to llm agent usability is agentic roi
Reference 90
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.394264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 10e95843-9c87-4015-ac48-4da2eda13c90 · outbound
This paper cites ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph
Reference 91
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.481542Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e6824ac0-d245-4b1e-9bf9-2a33f93cc4a7 · outbound
This paper cites Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scale.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Agent Skills in the Wild: An Empirical Study of Security Vulnerabilities at Scale
Reference 92
- Resolution
- verified exact
- arxiv_id, observed 2026-05-14T23:41:24.390564Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 606112f6-ddb1-4105-9ec9-34c404b8525a · outbound
This paper cites Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration
Reference 93
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:21:00.235371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5bc366bc-81b8-41ec-b20b-f68aa65e4086 · outbound
This paper cites Large Language Model Agent: A Survey on Methodology, Applications and Challenges.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 94
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-10T17:40:39.817967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c11c5222-4a2c-4a36-8a00-1a6e9a21c29f · outbound
This paper cites Self-Refine: Iterative Refinement with Self-Feedback.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Self-Refine: Iterative Refinement with Self-Feedback
Reference 95
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:21:00.492751Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a12093e3-5291-49eb-94ba-0d7794855858 · outbound
This paper cites lethal trifecta.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering lethal trifecta
Reference 96
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.573196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation eb53d2ad-4ce6-41e5-aa9c-fde1b96b723d · outbound
This paper cites an unresolved cited work.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Unresolved cited work
Reference 97
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T09:31:42.579373Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3dfcab54-bb49-436f-bea7-8658b0b531d3 · outbound
This paper cites Mishra, S.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Mishra, S
Reference 98
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:20:59.964794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3dfb43ba-3c9e-4281-9241-bf96282c9342 · outbound
This paper cites Mitchell, C.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Mitchell, C
Reference 99
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.703911Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 27218452-b2db-4c0c-a580-9089e4bc41e2 · outbound
This paper cites Nakajima.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Nakajima
Reference 100
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T09:31:42.563508Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ccc27857-9cfc-46f1-87ac-0fe9fa6dc1c5 · outbound
This paper cites arXiv preprint arXiv:2506.08119 (2025).
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering arXiv preprint arXiv:2506.08119 (2025)
Reference 101
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T06:21:00.131689Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6ee2af29-ac83-48b7-9273-09504d24cf81 · outbound
This paper cites Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web.
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering Holos: A Web-Scale LLM-Based Multi-Agent System for the Agentic Web
Reference 102
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T06:20:59.560281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation a8ccb522-d7ba-42b5-94bf-bef8e2a6083d · inbound
MeloTune: On-Device Arousal Learning and Peer-to-Peer Mood Coupling for Proactive Music Curation cites this paper.
MeloTune: On-Device Arousal Learning and Peer-to-Peer Mood Coupling for Proactive Music Curation Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T11:16:09.656953Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6feff924-d4fa-43a3-85e3-7130ca42e0aa · inbound
Memory as Metabolism: A Design for Companion Knowledge Systems cites this paper.
Memory as Metabolism: A Design for Companion Knowledge Systems Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 53
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-10T15:50:34.201310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 738c3efe-33f9-4490-a4e5-b13b72b06457 · inbound
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence cites this paper.
Agent-World: Scaling Real-World Environment Synthesis for Evolving General Agent Intelligence Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 137
- Resolution
- verified exact
- local_arxiv, observed 2026-05-10T05:25:54.627026Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 09aa2d45-5fa6-432f-b8ad-ce42d3a0e89a · inbound
CellScientist: Dual-Space Hierarchical Orchestration for Closed-Loop Refinement of Virtual Cell Models cites this paper.
CellScientist: Dual-Space Hierarchical Orchestration for Closed-Loop Refinement of Virtual Cell Models Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T04:45:56.487125Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b0eb2bd1-2711-4b85-abab-218bd6876f0f · inbound
A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.
A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 117
- Resolution
- verified exact
- local_arxiv, observed 2026-05-11T04:20:57.419622Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 77a3c5c6-a518-4b08-9f6d-7921383424a8 · inbound
A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.
A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 118
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T23:19:14.661398Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation da597005-781b-4c91-a357-b65f483d7055 · inbound
A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.
A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 110
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T23:25:07.275055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a4ba8a0e-4835-4b9e-af3f-d8c63eded55b · inbound
Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents cites this paper.
Position: Academic Conferences are Potentially Facing Denominator Gaming Caused by Fully Automated Scientific Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:41:26.173212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 17618b25-4675-42ea-9b43-0726b08b483c · inbound
The Agent Use of Agent Beings: Agent Cybernetics Is the Missing Science of Foundation Agents cites this paper.
The Agent Use of Agent Beings: Agent Cybernetics Is the Missing Science of Foundation Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 51
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T05:41:25.829731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0c30a999-4497-4128-956c-26dd6b970ad0 · inbound
Remember the Decision, Not the Description: A Rate-Distortion Framework for Agent Memory cites this paper.
Remember the Decision, Not the Description: A Rate-Distortion Framework for Agent Memory Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-05-12T07:11:25.553785Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 64aa8f72-fe34-4503-95bf-5335b957186d · inbound
Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning cites this paper.
Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 77
- Resolution
- malformed identifier
- local_arxiv, observed 2026-05-12T07:06:34.656510Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 24a87908-f725-4743-9486-471a793baefd · inbound
Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning cites this paper.
Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 77
- Resolution
- malformed identifier
- local_arxiv, observed 2026-05-20T22:23:48.384776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 58b79988-3702-4dfe-bce7-7099d7ec7ab6 · inbound
Harness Engineering as Categorical Architecture cites this paper.
Harness Engineering as Categorical Architecture Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T03:17:11.241338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d4807da-ca2d-4c5e-b678-1e35b38311d3 · inbound
SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory cites this paper.
SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T19:13:40.503161Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 268762dd-1d66-46ba-9cb2-b82aaa8395cd · inbound
Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents cites this paper.
Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-19T20:33:13.098967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 71aef96a-e757-4eb7-a666-1cea295e67ec · inbound
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution cites this paper.
SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 78
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T11:43:15.016072Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d4bc6d1b-d266-499a-9796-caf4ca5c664b · inbound
AI4BayesCode: From Natural Language Descriptions to Validated Modular Stateful Bayesian Samplers cites this paper.
AI4BayesCode: From Natural Language Descriptions to Validated Modular Stateful Bayesian Samplers Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 72
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T01:57:57.652464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b7265ea3-9c80-48bf-bb0b-c24902587e1d · inbound
Code as Agent Harness cites this paper.
Code as Agent Harness Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 181
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T10:58:14.440214Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5132bf28-48a3-444c-a7a0-fa01d9e9070d · inbound
Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction cites this paper.
Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 70
- Resolution
- malformed identifier
- local_arxiv, observed 2026-05-21T06:09:41.533205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dc6ca1a0-d3d2-4653-881f-be170a96d934 · inbound
Mem-$\pi$: Adaptive Memory through Learning When and What to Generate cites this paper.
Mem-$\pi$: Adaptive Memory through Learning When and What to Generate Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 60
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T04:29:34.504787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 96736c3d-a6a6-4845-ad07-020caaef9428 · inbound
Harnessing AtomisticSkills for Agentic Atomistic Research cites this paper.
Harnessing AtomisticSkills for Agentic Atomistic Research Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 38
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T18:04:57.313727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0b16f678-1779-4014-89af-6a9e698e0823 · inbound
Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems cites this paper.
Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T21:13:59.493053Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 78a3e22d-1651-4c42-a341-8c5811143daf · inbound
GENESIS: Harnessing AI Agents for Autonomous 6G RAN Synthesis, Research, and Testing cites this paper.
GENESIS: Harnessing AI Agents for Autonomous 6G RAN Synthesis, Research, and Testing Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 37
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T15:13:31.624233Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d8881ef-d665-48d7-8c38-ee86a85a32a6 · inbound
OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents cites this paper.
OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 50
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T12:53:26.384470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 783d66d6-673c-4a84-b5be-dc65bdde2185 · inbound
SkillGuard: A Permission-Centric Framework for Agent Skill Security cites this paper.
SkillGuard: A Permission-Centric Framework for Agent Skill Security Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 37
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T03:26:28.556723Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 39e2011c-090a-42f1-b9a9-b8b4deef2b03 · inbound
SkillGuard: A Permission-Centric Framework for Agent Skill Security cites this paper.
SkillGuard: A Permission-Centric Framework for Agent Skill Security Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T18:32:00.165926Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66e096f7-a247-48f0-b5c7-598b482f635f · inbound
Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation cites this paper.
Think-Before-Speak: From Internal Evaluation to Public Expression in Multi-Agent Social Simulation Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 46
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T23:17:29.010381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation acb30640-6aca-4c01-86dd-424c54500949 · inbound
Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twin cites this paper.
Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twin Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 43
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T10:16:52.239360Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation af131c08-66de-4982-98a4-dcb684dfe11d · inbound
Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twin cites this paper.
Autonomous heterogeneous catalyst discovery with a self-evolving multi-agent digital twin Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T15:08:52.399613Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93d5b404-f4cc-4457-a80a-5880885aedf4 · inbound
HARBOR: A Harness Framework for Agentic Robot Reinforcement Learning cites this paper.
HARBOR: A Harness Framework for Agentic Robot Reinforcement Learning Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 20
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T23:27:26.979426Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 87283b5b-078c-4e8d-be7b-1daf5bfc13ce · inbound
Co-Evolving Skill Generation and Policy Optimization cites this paper.
Co-Evolving Skill Generation and Policy Optimization Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 1
- Resolution
- verified exact
- local_arxiv, observed 2026-07-02T22:57:25.897250Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 224359bf-e6d4-44f7-a1f4-3da4386da2f4 · inbound
SkillJuror: Measuring How Agent Skill Organization Changes Runtime Behavior cites this paper.
SkillJuror: Measuring How Agent Skill Organization Changes Runtime Behavior Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 17
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T10:17:57.327382Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8a24ede1-929d-42bc-b2fd-171674f17740 · inbound
Harnessing Agent Skills: Architectural Patterns and a Reference Architecture for Skill-Mediated LLM Agents cites this paper.
Harnessing Agent Skills: Architectural Patterns and a Reference Architecture for Skill-Mediated LLM Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 12
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-28T22:42:46.515893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 61b23f45-a0e5-4952-8b85-ee09ba3055a5 · inbound
Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook cites this paper.
Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 75
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T16:24:57.490487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 293fa382-d7b9-48c8-a8ec-42bf26b06981 · inbound
Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook cites this paper.
Do Recommendation Algorithms Work When Users Are LLM Agents? A Case Study on Moltbook Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 75
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T07:14:21.482287Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bee41c5-3c65-48a7-998d-b6dd939d6137 · inbound
LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception cites this paper.
LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T10:46:46.380037Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 028db27e-f642-4638-b780-1fca55573095 · inbound
LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception cites this paper.
LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T09:38:45.642231Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 679ee862-eefc-44ad-94b1-3a93b821ccbd · inbound
LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception cites this paper.
LLM Agents Are Latent Context Managers: Eliciting Self-Managed Context via State Proprioception Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T02:07:43.609679Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d14a2b6-050b-4cdc-934c-95fadd7c222c · inbound
Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration cites this paper.
Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 33
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T07:14:22.146060Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d249e2e4-91a7-41b4-a910-e0c678c96e8e · inbound
Compression, structure, and executor capability: a controlled real-cost decomposition of language-model agent skill optimisation cites this paper.
Compression, structure, and executor capability: a controlled real-cost decomposition of language-model agent skill optimisation Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T05:14:41.315225Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd99f2fa-45f7-45ec-8bb4-9d17bf70e6e4 · inbound
Biological Motifs for Agentic Control cites this paper.
Biological Motifs for Agentic Control Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-07-11T20:43:51.420334Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c247ba0b-4e91-4450-98c7-8495e7df431d · inbound
Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents cites this paper.
Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-07-11T03:47:48.248085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 33690d12-6c69-43d5-9465-139c95085282 · inbound
Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents cites this paper.
Memory in the Loop: In-Process Retrieval as Extended Working Memory for Language Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T08:31:02.816003Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ef732dc-92cd-4dd8-ae80-33795a5c6ed7 · inbound
From Prompts to Contracts: Harness Engineering for Auditable Enterprise LLM Agents cites this paper.
From Prompts to Contracts: Harness Engineering for Auditable Enterprise LLM Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-07-10T13:37:06.713985Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5f854307-e679-4b4f-8e8c-dd7d453f43cf · inbound
Is Progressive Disclosure All You Need for Long-Context Agents? cites this paper.
Is Progressive Disclosure All You Need for Long-Context Agents? Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T17:35:10.635536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 378a9d38-be5c-47aa-b9a9-2096575244ab · inbound
Harness TTS: Towards Context-Aware Expressive Speech Synthesis with Harness Layer cites this paper.
Harness TTS: Towards Context-Aware Expressive Speech Synthesis with Harness Layer Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T16:42:38.087848Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c490a2b7-45f1-4cad-b2bb-627f93d84ba9 · inbound
Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents cites this paper.
Evidence-in-the-Loop: Trace-Driven Optimization for Customer-Service LLM Agents Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T16:21:12.922712Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00a97132-8e14-4335-bbf1-5fa2e5c1c7bc · inbound
State Compression in Two-Agent LLM Relays: A Closed-World Study of Constraint Preservation cites this paper.
State Compression in Two-Agent LLM Relays: A Closed-World Study of Constraint Preservation Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T13:36:49.750043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92866924-a7e5-486a-8d53-904df330d662 · inbound
Mi-Memory: A Lifecycle Memory Framework for Personal AI cites this paper.
Mi-Memory: A Lifecycle Memory Framework for Personal AI Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T13:52:28.709733Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f846cdd9-160b-4175-83f0-6bac721c3a5d · inbound
Output Format x Model Identity: Interaction Effects in Single-Round Coding Agent Performance cites this paper.
Output Format x Model Identity: Interaction Effects in Single-Round Coding Agent Performance Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T08:23:38.407699Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.