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Paper Citation Record · LEDGER

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality

As of 19 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 2 inbound Pith citation observations for arXiv:2607.03691.

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

pith.paper-citation-record.v1
2607.03691 v2

Coverage vector

measured 70 of 70 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:50:20.847873Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T18:21:28.868968Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

70 of 70 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved69
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 96c8d90b-7d55-47be-a01d-c78b695c5089 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-02T08:50:16.771152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:16.771152Z digest=sha256:6273782ff1f54380e586d47bf0c6b7158242ce353e9edbe34472384830cee349

Observation 1a74e099-1750-4861-97ad-ce88e2390dda · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-02T08:50:16.883641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:16.883641Z digest=sha256:6f23d84e3775fa3b4baf734bc30e622622a217cacc9fd0398dabd6327478c6a6

Observation 030fe652-cca0-4b08-869b-5167806195be · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 3

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no resolver link, observed 2026-08-02T08:50:17.106238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:17.106238Z digest=sha256:6d533ed6996b83b6936e1be45f2b6db8ce8deb246c57403c86e5c6e689a11d55

Observation 9af796d3-aad3-4c7e-9e4a-de7c0a7bb265 · outbound

This paper cites Qwen3-Coder-Next Technical Report.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Qwen3-Coder-Next Technical Report

Reference 4

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no resolver link, observed 2026-08-02T08:50:17.224230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:17.224230Z digest=sha256:ae16f1a64f5f04969976b6fd0e8989a2385277293ee87576c73f80292b31f5d2

Observation 6b7a550e-4182-4072-ab68-d41c82c12fc9 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Evaluating Large Language Models Trained on Code

Reference 5

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no resolver link, observed 2026-08-02T08:50:17.431137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:17.431137Z digest=sha256:d6981cf180e10af55a70002e6e49d3f778273de6312cf48f5530229a47a786b6

Observation eb13d6f4-4a37-4497-aeae-1e3d1dc17d53 · outbound

This paper cites Certain Head, Uncertain Tail: Expert-Sample for Test-Time Scaling in Fine-Grained MoE.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Certain Head, Uncertain Tail: Expert-Sample for Test-Time Scaling in Fine-Grained MoE

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T08:50:17.586147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:17.586147Z digest=sha256:8201dbe26b9bd8198e223a9fa19ab2d2c9aa4e12a24958fe26f57a2625f6cd6e

Observation 3d1e71d1-07f3-4ae4-a1a9-723dd1ea233d · outbound

This paper cites Jimenez, John Yang, Leyton Ho, Tejal Patwardhan, Kevin Liu, and Aleksander Madry.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Jimenez, John Yang, Leyton Ho, Tejal Patwardhan, Kevin Liu, and Aleksander Madry

Reference 7

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no resolver link, observed 2026-08-02T08:50:17.707549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:17.707549Z digest=sha256:6792539512aa8019a2e74aff4aae40cec3b8ad189ddae2d446ea47255beac24e

Observation f38d30ad-c13c-4df6-b52c-3800405f4312 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 8

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malformed identifier
no resolver link, observed 2026-08-02T08:50:17.862265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:17.862265Z digest=sha256:3a9abc0115d9fbdc96922490ff065b75b9bbd456d48c08d353ad412abe61b500

Observation 4600fed5-a3d1-4759-bd9a-c7609d18898f · outbound

This paper cites Uncertainty quantification for stationary and time-dependent PDEs subject to Gevrey regular random domain deformations.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Uncertainty quantification for stationary and time-dependent PDEs subject to Gevrey regular random domain deformations

Reference 9

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no resolver link, observed 2026-08-02T08:50:18.058797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:18.058797Z digest=sha256:aa7c7b18a160ffeac720903e0a37c71314eb0d85e0acbaec7fa933d0da60e6a0

Observation 8883db3a-fe3c-448f-98b5-db8f6ceafa4f · outbound

This paper cites 1999.Practical nonparametric statistics.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality 1999.Practical nonparametric statistics

Reference 10

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no resolver link, observed 2026-08-02T08:50:18.218612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:18.218612Z digest=sha256:4e95090fd2aaba2fa5fce5b517f4b4632decbfb6d78ebb8e6d9d6924cf85d5a2

Observation bbacb041-8419-4540-a3c3-4fb3e3f95b92 · outbound

This paper cites Harness Engineering for Agentic AI Coding Tools: An Exploratory Study.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Harness Engineering for Agentic AI Coding Tools: An Exploratory Study

Reference 11

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no resolver link, observed 2026-08-02T08:50:18.436015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:18.436015Z digest=sha256:cc40d121d026145d254d103500c23d428a6c67fedcd1a5419cbbff94a01a8f00

Observation 5a53e8fc-61ac-40d2-bb37-730cf0fc397d · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 12

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no resolver link, observed 2026-08-02T08:50:18.563130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:18.563130Z digest=sha256:1a15da3f7236eae7389c1ce7e78fda064c533dbdb1e00f59754dbe4c9223841e

Observation ec92c1ae-f947-4b26-8ea2-2aa579722fec · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 13

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no resolver link, observed 2026-08-02T08:50:18.702233Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:18.702233Z digest=sha256:49eae482f1791ae32f070ea595888cb9cf37b511277d25e89077fae39d87d4ed

Observation 3397166c-6db6-46ad-925a-648bf4be8504 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 14

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no resolver link, observed 2026-08-02T08:50:18.902647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:18.902647Z digest=sha256:a2bf55e52e4df7f9feea9016e9d8c9d97725247d3ef0da36ef55e033603f330c

Observation b7434fbb-03aa-4ee8-898e-6a0a66bf0460 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 15

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unresolved
no resolver link, observed 2026-08-02T08:50:18.989883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:18.989883Z digest=sha256:917b4f41c65415876cd9221cce4c6714e758c1df6d8d8fb9fdc553eeb69e50e6

Observation 2e9c6059-308e-416a-94c6-240e3ef04cbd · outbound

This paper cites Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions

Reference 16

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no resolver link, observed 2026-08-02T08:50:19.056393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.056393Z digest=sha256:61a0f98f7aad6d6121cd21dc6f6ecd87c38445535a301f90e2726258f2af06f6

Observation c8feba48-1740-43e6-9129-b526ffe7b9de · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 17

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no resolver link, observed 2026-08-02T08:50:19.129845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.129845Z digest=sha256:5cfa73d0c079f3a7ca0877beabfcfe34556090406838f633e4406ee8260518fd

Observation 55a57d36-bd32-4e30-bab6-4b619ddab470 · outbound

This paper cites Agentic Software Engineering: Foundational Pillars and a Research Roadmap.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Agentic Software Engineering: Foundational Pillars and a Research Roadmap

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.234279Z digest=sha256:dab711f73bbc0ff956a40517d4128afdba06135c90f39493473f950046def646

Observation 230d625c-fe80-4c94-9a2f-2b656f7ed6dd · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-02T08:50:19.292652Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.292652Z digest=sha256:2eab27233bafa6ddfddedbfc115204b129c506e4b5e44a1ffbae44934622f3f5

Observation 1909bbde-cb54-4059-9b85-698296fecd48 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.349078Z digest=sha256:322e41985b75aa5857cc291c17eda59b83abd3843d3e87a0f1f2f5a2d749fea9

Observation e4d1a045-8d62-41da-bd94-62638733875d · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.429380Z digest=sha256:52353afa79f2806914ce90ee62fbfa31f00f334a01f660416407ac8ed8c2ddc4

Observation c6379795-382d-4f43-ad12-c28cd87ee737 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 22

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no resolver link, observed 2026-08-02T08:50:19.476060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.476060Z digest=sha256:f1a75dcf1acc3021c86519095233b5e7e6391cccf87616baa6d431e9ae126c13

Observation 9f9fa9c2-1df7-429f-9374-6f7fcbf6f66a · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-02T08:50:19.556659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.556659Z digest=sha256:2d7199ef1fbdeb2a759b8729b0b418a77e917e62343b6467bf7c9f6de3e77fa3

Observation 14bb2ed2-52f5-4be7-b6ac-a39aec173b05 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-02T08:50:19.612642Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.612642Z digest=sha256:6afbe5c9fbf164c7a9bdbaa8927018ec83d94e7a272977ec5d54705566f9b2b9

Observation 0b9cfa4a-7e2f-4f55-b950-d0bb4f2a825c · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 25

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no resolver link, observed 2026-08-02T08:50:19.665988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.665988Z digest=sha256:adaef2f0193fa05cd5806ed419fec8b41f842826ec59f0296c60aa13e2a4d548

Observation f50804d1-6ab1-4b17-a5d9-e0e86567d1fc · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-02T08:50:19.716092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.716092Z digest=sha256:d86ced11ea533a107778c4596eb5ca540b0b38f8a2791fafe7325d7c323db4b0

Observation d2019797-fde0-4f14-95aa-2defdc9bdefa · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 27

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no resolver link, observed 2026-08-02T08:50:19.772524Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.772524Z digest=sha256:22798740e1ea1f0c1241f539034fed1319697fcc4d6c04349a5ef2145aee95eb

Observation 39138cc4-efd6-4945-aa9f-f77131eb42f3 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-02T08:50:19.849359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.849359Z digest=sha256:17a9c882d09f98803df1fbd233729ca2246223a3129d567f82757451bccfc66e

Observation 31da03db-af2b-4503-856d-4e92777b3982 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-08-02T08:50:19.909528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.909528Z digest=sha256:e6886d6640799c5d5e4b528e0337a85076cebc19f0bf14b07c0e7317d89d3653

Observation deae658a-e7fc-46bb-9ecb-d3819b8d0e9f · outbound

This paper cites The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering

Reference 30

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unresolved
no resolver link, observed 2026-08-02T08:50:19.989468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:19.989468Z digest=sha256:26257dafae48dcc39ecb4ab273ba5ec30426ed0396a92db5f8069a03d494eb37

Observation 36319045-0ac1-4578-9879-2cca52d0556d · outbound

This paper cites Large Language Model-Based Agents for Software Engineering: A Survey.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Large Language Model-Based Agents for Software Engineering: A Survey

Reference 31

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unresolved
no resolver link, observed 2026-08-02T08:50:20.046987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.046987Z digest=sha256:3aafb9d3827c0239c217e1678d8be435b015d2bcf1983bd410a11f2d2b26e5a3

Observation e1678a6c-1493-4213-a001-2226a768421d · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 32

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no resolver link, observed 2026-08-02T08:50:20.102876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.102876Z digest=sha256:7ccded9b4def6d22b8df8fdd441586c26d1afa1295e255111d1898deef7814ab

Observation 3be3b703-7ac1-4650-99f3-07118a127f59 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 33

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no resolver link, observed 2026-08-02T08:50:20.183859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.183859Z digest=sha256:d36e005101cc6065559263c1288a438b096be39b73f4141c366b6b090bc11af9

Observation 651b9e0a-0329-4821-8f09-35bb1b0a15b2 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-08-02T08:50:20.250039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.250039Z digest=sha256:31f70ca01b25b9673b66b1fac7ac7941a7d26fe66d7b6f1b861e7530bc20511e

Observation 34ef974f-05fe-4985-99e8-2715e6e63e4e · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 35

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unresolved
no resolver link, observed 2026-08-02T08:50:20.347618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.347618Z digest=sha256:72ab08dfbb9f2e50551e4bb60e309e977db03c8e33e58ed4a2ca9bbeac9ad327

Observation 6bf59330-344d-4710-a192-6bacc52ea7c1 · outbound

This paper cites Beyond Accuracy: Behavioral Dynamics of Agentic Multi-Hunk Repair.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Beyond Accuracy: Behavioral Dynamics of Agentic Multi-Hunk Repair

Reference 36

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unresolved
no resolver link, observed 2026-08-02T08:50:20.404737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.404737Z digest=sha256:bd95629c00abf6c0d48c3e9d04fa2004e748b45700cc5e0fe3f1846322337452

Observation 2fd65fc1-dde6-4b3a-82df-afdedda0ede1 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 37

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no resolver link, observed 2026-08-02T08:50:20.482949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.482949Z digest=sha256:d8d48091d75a7e36db6db2a5d05ef312aa4c34c5e20906df6adeac5fef914eec

Observation 6091e353-da64-4394-a2ec-720d1f4f48a6 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 38

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unresolved
no resolver link, observed 2026-08-02T08:50:20.543235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.543235Z digest=sha256:bb93b29d4189e251a9666f04ec5bd2dde85b9440dcaa8573d13486f64167144e

Observation a1119e85-e670-45db-b643-398fa5b742a8 · outbound

This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality The Impact of AI on Developer Productivity: Evidence from GitHub Copilot

Reference 39

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no resolver link, observed 2026-08-02T08:50:20.623424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.623424Z digest=sha256:e21d17e55d0d9bf0c4d1561c2108403590593375ad0c26ac5238c5b558310d33

Observation 7405c9f0-bbb4-4c74-8090-c8c99fc2f3c1 · outbound

This paper cites Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures

Reference 40

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source=pdf_text observed=2026-08-02T08:50:20.723857Z digest=sha256:c378655517967d91ce66bff9af42f39b15c2c2c73dae5f52b97880b8c0da6a7b

Observation 8d71958e-0d6e-402a-821b-6d772851a599 · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 41

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source=pdf_text observed=2026-08-02T08:50:20.728114Z digest=sha256:b293986c1cfe77c8fb1ac686802f07926a68d966ca2b37f14ff6fa34ef1e7dc2

Observation 05506c70-6695-4474-8b59-11bf15a6b899 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-02T08:50:20.732365Z digest=sha256:a1c991f925186d6e8b5ecd4945adfdcfee343edb58185c53482c3988cf5ed92a

Observation 89db4768-54dc-4a33-b28c-c2cd7026b6dc · outbound

This paper cites Don’t Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Don’t Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality

Reference 43

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source=pdf_text observed=2026-08-02T08:50:20.736618Z digest=sha256:7b295a97b4a14ff6acf4056227f7e26a9c7606c324c17424f72e5eedbbb8d9f3

Observation 1e2452cf-428e-46ea-a03d-37b15cbbc469 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 44

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no resolver link, observed 2026-08-02T08:50:20.741251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.741251Z digest=sha256:411222943780028bd6a59ba07366868a27d2a38997bd118bd440dbb353d79b13

Observation abe99dc3-1efe-4a85-97f7-51bb9a2429a2 · outbound

This paper cites Cognitive Architectures for Language Agents.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Cognitive Architectures for Language Agents

Reference 45

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source=pdf_text observed=2026-08-02T08:50:20.745516Z digest=sha256:0ee86836ba87b10be701a9bc8025274f0dec70544ef51d69bfda04dd0fbe96c2

Observation 9de6bf58-4d5f-4e0f-a8b7-9a65e5b43ab1 · outbound

This paper cites Self-Adaptive Gamma Context-Aware SSM-based Model for Metal Defect Detection.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Self-Adaptive Gamma Context-Aware SSM-based Model for Metal Defect Detection

Reference 46

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no resolver link, observed 2026-08-02T08:50:20.749571Z

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source=pdf_text observed=2026-08-02T08:50:20.749571Z digest=sha256:39f4a4a46472adba3f38009b40eca1a2468353986cb28eaf79424be6aba44515

Observation 2466cd22-db97-4c87-8f0b-c181ec5b8647 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-02T08:50:20.753553Z digest=sha256:4477ab86918f7bde212210e10b70f2f85f84f6de0ca6523f3171f6e9870ffa74

Observation cbcfb78c-44d5-49a4-9a3f-f2983a4dd386 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-02T08:50:20.757430Z digest=sha256:b47c7fbf090041245fcb8d5386e6f5f089038a67c400d0d827f5910aebd5111a

Observation 5e69e2b3-7835-4149-9aff-9ea0bd0f5e21 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 49

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no resolver link, observed 2026-08-02T08:50:20.761211Z

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source=pdf_text observed=2026-08-02T08:50:20.761211Z digest=sha256:1fc3e9bfe15d4f9c736f5c3ed67038bfd12abbd80b80ce7f384f24eb02dda874

Observation f1894c8c-7fbc-4bdb-8983-bfa8d75313ed · outbound

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

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 50

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no resolver link, observed 2026-08-02T08:50:20.764956Z

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source=pdf_text observed=2026-08-02T08:50:20.764956Z digest=sha256:81797a4fa15aa9ba1d302ff7e93d00172b2d462a886e979f33c9593b14c22502

Observation 2efe4f2e-5fba-4391-b053-0de74bf57ecd · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 51

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no resolver link, observed 2026-08-02T08:50:20.769249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.769249Z digest=sha256:25f9d1c7a4bc2262c7bfabf530b448a4ade37716498f6814cc0f014b566e69f0

Observation 6766c19f-f23e-46a0-9cb0-68c1da7fa3ea · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 52

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no resolver link, observed 2026-08-02T08:50:20.773035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.773035Z digest=sha256:5404b2aca41561160dd656e365e11e6b6b53f98bdea2991dd5201fc2625fc261

Observation 1cd0e171-4843-4c77-8177-b393292bc8da · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 53

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no resolver link, observed 2026-08-02T08:50:20.776694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.776694Z digest=sha256:c8a15020d04b43f1332a05290d2f05da5fc7fac8076f5ae3bcf2befea1158b27

Observation 1cd14359-a1f1-449e-b52b-6ff41441a556 · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Agentless: Demystifying LLM-based Software Engineering Agents

Reference 54

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no resolver link, observed 2026-08-02T08:50:20.780416Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-02T08:50:20.780416Z digest=sha256:3c857aab7dea7ea555839b3ae56d89283cdd49834bf055bb1ece05ace6fbdee8

Observation bf5f5b44-8b74-4e72-ad00-32f59456c430 · outbound

This paper cites Qwen3 Technical Report.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Qwen3 Technical Report

Reference 55

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no resolver link, observed 2026-08-02T08:50:20.784261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.784261Z digest=sha256:8aee30e4a6dd33cc3d66b1e516e0f5b798aa054842b58eb3301bf91692e5a108

Observation 43ebca47-59ee-494e-941a-82ab6e5af75a · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 56

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no resolver link, observed 2026-08-02T08:50:20.788228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.788228Z digest=sha256:31909a382045a8407a3c19ba8012aac711871c63580111d85a9efd2af191ec86

Observation 5d5abc5e-bc4b-42b3-b396-ae10011b8672 · outbound

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

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 57

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unresolved
no resolver link, observed 2026-08-02T08:50:20.791906Z

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source=pdf_text observed=2026-08-02T08:50:20.791906Z digest=sha256:4b411f6052b2a8db72db78e477ee1803dc07300f220b3c6177320a716a2c9303

Observation 477e528c-c0ed-4620-af96-b5eef20eb826 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 58

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no resolver link, observed 2026-08-02T08:50:20.796123Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.796123Z digest=sha256:dd1b3d315af082b071fbb31412fb6230d68ecb05f94157c0dec54acf612199a1

Observation d318450e-3e48-49c0-a660-0375702c5c75 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 59

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no resolver link, observed 2026-08-02T08:50:20.800635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.800635Z digest=sha256:0b3e65bf734904fc9b5f0e0ea58f9b605a000237d5f840062cd0b02beb9fcec0

Observation 78068652-9dce-4cda-ae15-9d86bdf18a40 · outbound

This paper cites AutoCodeRover: Autonomous Program Improvement.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality AutoCodeRover: Autonomous Program Improvement

Reference 60

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unresolved
no resolver link, observed 2026-08-02T08:50:20.804871Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-02T08:50:20.804871Z digest=sha256:df2087acdd3463ea457d6263ef6bc1a08e1b024275869564e1f5bfcd89e2b78a

Observation 3feb5283-4236-4320-88ca-c64f8225d6c6 · outbound

This paper cites SpecBench: Measuring Reward Hacking in Long-Horizon Coding Agents.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality SpecBench: Measuring Reward Hacking in Long-Horizon Coding Agents

Reference 61

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unresolved
no resolver link, observed 2026-08-02T08:50:20.809436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.809436Z digest=sha256:27191b8c11f52b28967a4343f8ad618f3e17e5a832e9674ba3f9d8887fdf20ff

Observation 2d6848e8-1a30-486b-a2cc-8b460d04e931 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 62

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no resolver link, observed 2026-08-02T08:50:20.814289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.814289Z digest=sha256:69dc96b9de3d32e616d15c9ddf2f9aced39447edf78f2bba048e97a83be15204

Observation 26f91fcb-7b3e-4af5-90a8-5c2dae428ff0 · outbound

This paper cites This component realizes the ReAct reasoning cycle [58].

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality This component realizes the ReAct reasoning cycle [58]

Reference 63

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no resolver link, observed 2026-08-02T08:50:20.818517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.818517Z digest=sha256:b389821db640fb495a6cfa43873e4b07917c3822aa45f4fee790448739a90e5f

Observation 6d89c733-2dae-4e98-87a2-0d3b210a1dd8 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 64

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no resolver link, observed 2026-08-02T08:50:20.822992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.822992Z digest=sha256:26cdcffab8c45417e80ee7f97e4bde80dde76f77945546de07ed184908202665

Observation 43e7ded3-661c-4d0b-a6cb-d03704460935 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 65

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no resolver link, observed 2026-08-02T08:50:20.826924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.826924Z digest=sha256:904197b9b4f1b7d9e30541d1c1fa2b2abf5a4eba30cb89dd74084ea903b82831

Observation 68a57d5d-1691-44f6-8874-99bc41dcbb0c · outbound

This paper cites curated” and “comprehensive.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality curated” and “comprehensive

Reference 66

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unresolved
no resolver link, observed 2026-08-02T08:50:20.830960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.830960Z digest=sha256:28a5ea070f18b61d082283415ca224a97e4e90b12d0d37764f853736a89d4b24

Observation 5accd61f-e35e-4696-846a-055994f90b7a · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 67

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no resolver link, observed 2026-08-02T08:50:20.835119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.835119Z digest=sha256:79839233571538955e0134d609fcfc925aa9f00530f57ccb23ac47f71622a2b0

Observation 1d9fca78-b516-47b6-9991-155d67271b67 · outbound

This paper cites This component shows the widest implementation variation across agent harnesses.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality This component shows the widest implementation variation across agent harnesses

Reference 68

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no resolver link, observed 2026-08-02T08:50:20.839740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.839740Z digest=sha256:8129b7c539edddb1551cfa0be87955c4e69ff7bc7c45c9a592052dded3209a5f

Observation 5399bdd5-5a62-406b-bea0-58612d462165 · outbound

This paper cites an unresolved cited work.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality Unresolved cited work

Reference 69

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unresolved
no resolver link, observed 2026-08-02T08:50:20.843855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.843855Z digest=sha256:606322ac06f20ffc0e0513c552729395c3c4a76db0d9967002054270d62d7863

Observation 5979af5a-c49e-4d2f-8cae-ebee0737e363 · outbound

This paper cites curated” history of valid conversation turns and a “comprehensive.

Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality curated” history of valid conversation turns and a “comprehensive

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-02T08:50:20.847873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:50:20.847873Z digest=sha256:6e81ce87542809bec19a7ae20419cf9ec83540780e553cbb38860ad35261db20

Pith citing papers

Observation 5eeb35db-9025-4705-93cf-9d4279865dcc · inbound

Tycho: Active Abstraction with Programmatic World Models for ARC-AGI-3 cites this paper.

Tycho: Active Abstraction with Programmatic World Models for ARC-AGI-3 Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality

Reference 123

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no resolver link, observed 2026-07-31T12:16:36.341443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T12:16:36.341443Z digest=sha256:369661a33c0ae7fca7b8ce0da564830652f3d0fb9dbbe1021e24544ce7c12469

Observation 4540cd52-2b94-47f0-a864-e2e6b247c136 · inbound

HarnessCompass: Guiding Automatic Harness Evolution toward Generalizable and Effective Agent Harnesses cites this paper.

HarnessCompass: Guiding Automatic Harness Evolution toward Generalizable and Effective Agent Harnesses Don't Blame the Large Language Model: How Agent Harness Evolution Shapes Coding Agent Quality

Reference 34

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unresolved
no resolver link, observed 2026-08-04T18:21:28.868968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T18:21:28.868968Z digest=sha256:dcb6f053541997044e615f2220342bfe3ccf3d5d778e54e2c5bfea101045163b