Paper Citation Record · LEDGER

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale

As of 23 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2608.00101.

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

pith.paper-citation-record.v1
2608.00101 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T01:22:03.058248Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T00:32:37.637449Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T00:32:38.501178Z

Reference resolution

48 of 48 outbound references displayed

verified exact0
verified fuzzy0
unresolved48
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 06976510-d17b-4b65-8c12-82cd9af8c3d5 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.166821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46efe3e2-9ec3-468d-98ee-f00737f81dee · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.305595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07b2a5b3-d412-499b-905d-9504b057c1c1 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.380057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcfe3323-04df-4935-b907-f95fa62d23e8 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.480862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8341a795-2f32-499f-8b86-c2d0db38ad51 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.557718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ba11519-e074-45d9-b7de-801e11e0a0c2 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.628056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1334c7c4-f485-4e09-8308-c1bfdd79f03e · outbound

This paper cites Sutradhara: An Intelligent Orchestrator-Engine Co-design for Tool-based Agentic Inference.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Sutradhara: An Intelligent Orchestrator-Engine Co-design for Tool-based Agentic Inference

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.713067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9f17484-af5e-4e84-bae1-647b6eca5c36 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.773980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aff7737a-6b35-4471-93ab-30293b5376cd · outbound

This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in LLMs.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.879069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 323fe3ff-f9ec-454f-a249-d3b6bc1440ec · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T01:21:59.951198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac5e4ad1-a284-4c93-9a42-c41b10d0ed05 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.014960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 487e55b2-ff4e-4a43-837a-3c95acdff175 · outbound

This paper cites SAGA: Workflow-Atomic Scheduling for AI Agent Inference on GPU Clusters.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale SAGA: Workflow-Atomic Scheduling for AI Agent Inference on GPU Clusters

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.094684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9735152-1c05-47e6-ad43-40f6090ad745 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.245184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afe4e1f9-a579-418e-89a0-295da72e5492 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.330593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a944d07f-1418-4689-b1b5-261b745356c3 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.465174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dd96cce-3afb-4234-9ec8-cee95fefad80 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.531512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4c20e01-a75a-4913-81a6-1822554e644b · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.596165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2be8e81-c7b5-4c76-a072-f8934a8ba1bf · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.677940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e43d0bf-7e97-4c3f-ab50-aadde1a0c263 · outbound

This paper cites Continuum: Efficient and Robust Multi-Turn LLM Agent Scheduling with KV Cache Time-to-Live.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Continuum: Efficient and Robust Multi-Turn LLM Agent Scheduling with KV Cache Time-to-Live

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.785127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 125ab5d6-adf5-4c88-999f-d45de12dcf60 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.848805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2619265-f61f-4ce3-9b9a-b3a901c12b9c · outbound

This paper cites Compass: SLO-aware Query Planner for Compound AI Serving at Scale.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Compass: SLO-aware Query Planner for Compound AI Serving at Scale

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.888272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1141b2ef-8906-401f-857e-77ef0be9155b · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.988639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d854f988-fb6b-44b1-bc9c-2fa0baec2bc5 · outbound

This paper cites Autellix: An Efficient Serving Engine for LLM Agents as General Programs.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Autellix: An Efficient Serving Engine for LLM Agents as General Programs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.171030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebe8d4e1-adfc-4efc-ab27-7d411883f286 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.291323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f8f29b6-80f3-4939-bba6-9636f714a61e · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.406448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bfcfdc3-da77-4355-bf53-714e7b785c82 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.501902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6ffaa0-c6b7-4cc2-963e-f581ff607d40 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.631997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6adee463-ee17-4c30-ac3a-23ddc1ffc799 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.725419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0acbc542-ee7a-4f37-85df-9b873bbd2207 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.834288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4a835aa-5201-4c0f-9cbc-a014cdaf72f8 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.922080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c8d6580-ca51-49c8-91f5-d68f41b39ffb · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.010736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 496df232-eaab-4e59-a80e-3d0d9a3d7fa5 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.050266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d184aba2-e705-4144-b328-06d91dd1fc3e · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.097766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19dc67f5-c3dd-408e-8451-f96723faebf1 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.155119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e93a5e28-76b9-4760-ae21-9b46fe24cfd2 · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.224308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f5410d3-f3bc-47fb-ae2a-3c94ffa771f5 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.318536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 989b34c0-1342-46cf-88a5-bae4bc5bf1da · outbound

This paper cites Conveyor: Efficient Tool-aware LLM Serving with Tool Partial Execution.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Conveyor: Efficient Tool-aware LLM Serving with Tool Partial Execution

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.382129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b89ce91-5f01-4123-9c73-471f27def0d0 · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.455021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fe7a2db-e88a-49c5-afae-5abe07a38ea8 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale ReAct: Synergizing Reasoning and Acting in Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.521807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2adbd501-6b6b-47b0-bb84-b9b4c0f52540 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.618288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 974f6ec2-14d4-44a6-8e84-534510fd4d1e · outbound

This paper cites Pythia: Exploiting Workflow Predictability for Efficient Agent-Native LLM Serving.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Pythia: Exploiting Workflow Predictability for Efficient Agent-Native LLM Serving

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.698844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd5ab36d-93db-4b60-a349-104ac7095440 · outbound

This paper cites Agentic AI Workload Characteristics.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Agentic AI Workload Characteristics

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.791299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10813ca5-e5d8-4b93-9e3f-159e46ac0755 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.875280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bbc1ffe-a4e0-4e7a-82cd-094916d66383 · outbound

This paper cites SGLang: Efficient Execution of Structured Language Model Programs.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale SGLang: Efficient Execution of Structured Language Model Programs

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.938927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51d27242-fdd4-4e2d-a470-1aebba880867 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:02.992371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ba66eb0-d87b-46c1-a1b4-dc9e485d4913 · outbound

This paper cites TraceLab: Characterizing Coding Agent Workloads for LLM Serving.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale TraceLab: Characterizing Coding Agent Workloads for LLM Serving

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:03.058248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8304c4b8-1b98-460f-b5c6-1f013221afc8 · outbound

This paper cites InProceedings of the 29th Symposium on Operating Systems Principles (SOSP).

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale InProceedings of the 29th Symposium on Operating Systems Principles (SOSP)

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:00.743838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d729f570-9a20-45e1-98f3-d9a580642e09 · outbound

This paper cites an unresolved cited work.

Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-04T01:22:01.083285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation fa98d9e0-05c9-4048-8494-33111dac299e · inbound

OasisKV: Scaling In-Decode KV Cache Beyond HBM with Lookahead Sparse Prefetching cites this paper.

OasisKV: Scaling In-Decode KV Cache Beyond HBM with Lookahead Sparse Prefetching Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-12T00:32:38.505931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.