Paper Citation Record · LEDGER

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices

As of 15 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 4 inbound Pith citation observations for arXiv:2411.15399.

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

pith.paper-citation-record.v1
2411.15399 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:24:11.857220Z

measured 49 of 49 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:48:48.565876Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T12:24:39.611081Z

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy16
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 40fee13b-c05e-49de-a1d4-2424fd0e2916 · outbound

This paper cites Gorilla: Large Language Model Connected with Massive APIs.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Gorilla: Large Language Model Connected with Massive APIs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.661927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29ef84d8-4680-4e51-a943-f7366b73e152 · outbound

This paper cites Pythia: An edge first agent for state prediction in high-dimensional environments,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Pythia: An edge first agent for state prediction in high-dimensional environments,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.666741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b709798-8c52-4a76-9bfe-d73e110daa18 · outbound

This paper cites LLM Inference Unveiled: Survey and Roofline Model Insights.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices LLM Inference Unveiled: Survey and Roofline Model Insights

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.671166Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca27a5e6-e48c-4e90-a647-88b94dc0ad12 · outbound

This paper cites Function calling documentation,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Function calling documentation,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.474347Z

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 351492b3-941d-4ad5-b977-a91bb68bf036 · outbound

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

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices ReAct: Synergizing reasoning and acting in language models,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.460162Z

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 90e4fa1a-187a-4297-bc22-cdeaad9c0da6 · outbound

This paper cites Single-path nas: Designing hardware-efficient convnets in less than 4 hours,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Single-path nas: Designing hardware-efficient convnets in less than 4 hours,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.445881Z

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 5cbe40ca-9e82-41a2-a7b9-94c487a37cb7 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.689597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06dad151-fef4-4232-a709-c9a1df0dcf76 · outbound

This paper cites Function calling,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Function calling,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.430760Z

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 02b34c44-e02b-4d3a-8a99-2a6682013577 · outbound

This paper cites Tool support,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Tool support,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.416689Z

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 141c4cfa-3ec8-436a-b067-a8b031cc59d9 · outbound

This paper cites TinyAgent: Function Calling at the Edge.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices TinyAgent: Function Calling at the Edge

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.703447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 374200f3-9233-4849-bfda-9289d624c26c · outbound

This paper cites Berkeley function calling leaderboard,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Berkeley function calling leaderboard,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.402428Z

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 85b0d801-6598-4483-8804-82ca28db4085 · outbound

This paper cites Geollm-engine: A realistic environ- ment for building geospatial copilots,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Geollm-engine: A realistic environ- ment for building geospatial copilots,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.387892Z

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 8ef409ff-9e2f-49e3-82b9-cdf209e81911 · outbound

This paper cites Nvidia jetson agx orin series,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Nvidia jetson agx orin series,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.373542Z

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 ecbf7e0a-e6bb-4259-ba42-7808e9cb92eb · outbound

This paper cites Qlora: Efficient finetuning of quantized llms,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Qlora: Efficient finetuning of quantized llms,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.721402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd5d4bdf-2094-4a16-89a6-60e60b5b6783 · outbound

This paper cites Llm-pruner: On the structural pruning of large language models,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Llm-pruner: On the structural pruning of large language models,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.726037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0595990b-7f37-4f56-86e1-ea1404a48ca0 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Efficient memory management for large language model serving with pagedattention,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.730448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e21ad03b-16e7-40d9-8bb8-bee8d9e026a2 · outbound

This paper cites MiniLLM: Knowledge distilla- tion of large language models,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices MiniLLM: Knowledge distilla- tion of large language models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.329810Z

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 55267f9a-7660-428c-80bb-4e60642a0d9e · outbound

This paper cites Llmlingua: Com- pressing prompts for accelerated inference of large language models,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Llmlingua: Com- pressing prompts for accelerated inference of large language models,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.738944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a1720d8-572a-4437-9210-a5837ea39253 · outbound

This paper cites LLM in a flash: Efficient Large Language Model Inference with Limited Memory.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices LLM in a flash: Efficient Large Language Model Inference with Limited Memory

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.743252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81407758-574c-4429-9251-36803a75ee20 · outbound

This paper cites The breakthrough memory solutions for improved performance on llm inference,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices The breakthrough memory solutions for improved performance on llm inference,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.305583Z

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 3df1a72c-8e88-4665-b7fd-56487b67bbdc · outbound

This paper cites Specinfer: Accelerating large language model serving with tree-based speculative inference and ver- ification,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Specinfer: Accelerating large language model serving with tree-based speculative inference and ver- ification,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.752424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38b629ae-7512-4a11-9a80-ce79ce060b6c · outbound

This paper cites LLM Inference Serving: Survey of Recent Advances and Opportunities.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices LLM Inference Serving: Survey of Recent Advances and Opportunities

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.756689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f730e71-4728-4c49-86a4-4025a0d49309 · outbound

This paper cites Edge-llm: Enabling efficient large language model adaptation on edge devices via unified compression and adaptive layer voting,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Edge-llm: Enabling efficient large language model adaptation on edge devices via unified compression and adaptive layer voting,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.282179Z

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 a76d0449-2218-4f60-b560-dee1763d9fdb · outbound

This paper cites RouterBench: A Benchmark for Multi-LLM Routing System.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices RouterBench: A Benchmark for Multi-LLM Routing System

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.765824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 219adf95-5fa5-4508-ab9f-c2ded0cd7af0 · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.770217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0a4d2e-abb3-4f7a-b63c-75938f1e56ba · outbound

This paper cites Visualwebarena: Evaluating multimodal agents on realistic visual web tasks,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Visualwebarena: Evaluating multimodal agents on realistic visual web tasks,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.267210Z

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 072485c1-ec59-4d85-b4e9-f6a8d3feded1 · outbound

This paper cites LLM-dCache: Improving Tool-Augmented LLMs with GPT-Driven Localized Data Caching.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices LLM-dCache: Improving Tool-Augmented LLMs with GPT-Driven Localized Data Caching

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.779275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 917577d5-1d66-4f7a-bf1e-4ee08999cd87 · outbound

This paper cites MemServe: Context Caching for Disaggregated LLM Serving with Elastic Memory Pool.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices MemServe: Context Caching for Disaggregated LLM Serving with Elastic Memory Pool

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.783606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fb09116-9283-44a7-9e2d-8a2ac5f6607f · outbound

This paper cites ToolLLM: Facilitating large language models to master 16000+ real-world APIs,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices ToolLLM: Facilitating large language models to master 16000+ real-world APIs,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.787391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9816e3c0-8a36-423c-b07e-4fdda0611391 · outbound

This paper cites Octopus: On-device language model for function calling of software APIs.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Octopus: On-device language model for function calling of software APIs

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.791121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d88bceaa-cbe4-4ccb-9fe8-bd35db1764b4 · outbound

This paper cites An LLM Compiler for Parallel Function Calling.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices An LLM Compiler for Parallel Function Calling

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.795177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 432161f8-3806-4356-b44f-f3c74e7d0c70 · outbound

This paper cites An LLM-Tool Compiler for Fused Parallel Function Calling.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices An LLM-Tool Compiler for Fused Parallel Function Calling

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.799152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70d15b9c-d2ce-4f96-948e-ab246586757a · outbound

This paper cites Balancing throughput and fair execution of multi-dnn workloads on heterogeneous embedded devices,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Balancing throughput and fair execution of multi-dnn workloads on heterogeneous embedded devices,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.803769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 718861f9-cfe4-49e8-b609-881cd4f9fce7 · outbound

This paper cites Geckopt: Llm system efficiency via intent-based tool selection,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Geckopt: Llm system efficiency via intent-based tool selection,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.807999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51c63b47-7422-41c3-85b8-f75dc9627315 · outbound

This paper cites Mapformer: Attention-based multi- dnn manager for throughout & power co-optimization on embedded devices,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Mapformer: Attention-based multi- dnn manager for throughout & power co-optimization on embedded devices,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.812045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9df2d4c-b7f0-47ea-8b9e-13a45b4b4f21 · outbound

This paper cites Contextual retrieval,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Contextual retrieval,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.213395Z

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 249ed978-f819-4594-a621-ef7da472eadb · outbound

This paper cites Mpnet: Masked and permuted pre-training for language understanding,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Mpnet: Masked and permuted pre-training for language understanding,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.820898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f2f7527-85f2-4d5e-9217-25c33fa47a90 · outbound

This paper cites Toolqa: A dataset for llm question answering with external tools,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Toolqa: A dataset for llm question answering with external tools,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.825176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ca53c91-f511-4334-b117-0c1b0a31270f · outbound

This paper cites Agglomerative clustering,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Agglomerative clustering,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.177746Z

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 b1c7c5e0-9b0c-46a3-909c-daf09e054bde · outbound

This paper cites The faiss library,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices The faiss library,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.163481Z

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 44b83c18-dfb9-416e-9386-fffb8ccd0348 · outbound

This paper cites Evaluating Tool-Augmented Agents in Remote Sensing Platforms.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Evaluating Tool-Augmented Agents in Remote Sensing Platforms

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.838514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db6627ec-ca64-4dc7-be4a-266c62871ff4 · outbound

This paper cites Hermes-2-pro-llama-3-8b,.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Hermes-2-pro-llama-3-8b,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:24:12.149036Z

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 c6548c12-5395-4534-9927-8624ed1ca261 · outbound

This paper cites The Llama 3 Herd of Models.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices The Llama 3 Herd of Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.848042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cff1a3d4-9d87-4d8d-860e-df816aa5b90d · outbound

This paper cites Mistral 7B.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Mistral 7B

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.852686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3362395f-2013-44b7-93c0-73ebfd468633 · outbound

This paper cites Qwen2 Technical Report.

Less is More: Optimizing Function Calling for LLM Execution on Edge Devices Qwen2 Technical Report

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T14:24:11.857220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 79448b88-fae3-47ea-b91f-bab6a7a264d8 · inbound

RankMap: Priority-Aware Multi-DNN Manager for Heterogeneous Embedded Devices cites this paper.

RankMap: Priority-Aware Multi-DNN Manager for Heterogeneous Embedded Devices Less is More: Optimizing Function Calling for LLM Execution on Edge Devices

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T11:48:48.565876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae8b306-a0ac-4463-9220-5c63be9f07cb · inbound

Multi-Agent Geospatial Copilots for Remote Sensing Workflows cites this paper.

Multi-Agent Geospatial Copilots for Remote Sensing Workflows Less is More: Optimizing Function Calling for LLM Execution on Edge Devices

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:49.029152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b451210-e2ff-44fe-832e-6a73720ed1c1 · inbound

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL cites this paper.

Enhancing Accuracy and Maintainability in Nuclear Plant Data Retrieval: A Function-Calling LLM Approach Over NL-to-SQL Less is More: Optimizing Function Calling for LLM Execution on Edge Devices

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:51.040375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0313424-9246-4c50-811c-662018c6f64f · inbound

How Many Tools Should an LLM Agent See? A Chance-Corrected Answer cites this paper.

How Many Tools Should an LLM Agent See? A Chance-Corrected Answer Less is More: Optimizing Function Calling for LLM Execution on Edge Devices

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:24:39.613436Z

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.