Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:16:35.539723Z
Paper Citation Record · LEDGER
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior
As of 16 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2608.11386.
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 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
66 of 66 outbound references displayed
- verified exact0
- verified fuzzy25
- unresolved41
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6cf37ee7-8623-416c-a2c5-d1c6180cd96b · outbound
This paper cites Demystifying evals for ai agents, 2026 a.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Demystifying evals for ai agents, 2026 a
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.117910Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 79558250-f229-471e-8364-3f70ccf0c8e3 · outbound
This paper cites Harness design for long-running application development, 2026 b.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Harness design for long-running application development, 2026 b
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.104387Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ad52ef8e-d2ad-47cd-9367-3f9630799cf0 · outbound
This paper cites Claude code overview, 2026 c.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Claude code overview, 2026 c
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.091464Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation aed289aa-dda2-4a7d-87d7-f3f2cba6c752 · outbound
This paper cites Claude sonnet, 2026 d.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Claude sonnet, 2026 d
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.078769Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation eaa9d5f8-276b-4ec7-9f7f-cf5012587812 · outbound
This paper cites SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior SWE-Search: Enhancing Software Agents with Monte Carlo Tree Search and Iterative Refinement
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.330178Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef651b87-44ec-4f99-bc05-cfc7b372f45a · outbound
This paper cites Basic concepts and taxonomy of dependable and secure computing.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Basic concepts and taxonomy of dependable and secure computing
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.065421Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 14759cef-d24f-41d0-92dc-e789cb5df259 · outbound
This paper cites Momentum builds, but gaps remain, 2025.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Momentum builds, but gaps remain, 2025
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.053133Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 808ac1de-082d-48f3-a5b2-e699c2d553a3 · outbound
This paper cites Building ai coding agents for the terminal: Scaffolding, harness, context engineering, and lessons learned.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Building ai coding agents for the terminal: Scaffolding, harness, context engineering, and lessons learned
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.342349Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08ecb8cb-998e-4c92-b663-e7fa129367ec · outbound
This paper cites Understanding Automated Program Repair Agents Through the Lens of Traceability: An Empirical Study.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Understanding Automated Program Repair Agents Through the Lens of Traceability: An Empirical Study
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.345957Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1441c3b-0905-4901-a3e9-64847aaaa5e1 · outbound
This paper cites Agent READMEs: An Empirical Study of Context Files for Agentic Coding.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Agent READMEs: An Empirical Study of Context Files for Agentic Coding
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.349819Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77919244-5030-44b0-b474-0832c0627248 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Evaluating Large Language Models Trained on Code
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.353691Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5aca3f5-cfdd-491e-ab8b-01d11c22bd32 · outbound
This paper cites Automatic evaluation of language generation technology based on structure alignment.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Automatic evaluation of language generation technology based on structure alignment
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.037998Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ac517331-4c3f-4b9e-8b31-ea23c6bd0134 · outbound
This paper cites Augment code, 2026 a.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Augment code, 2026 a
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.023674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ef035726-71bb-460e-acac-cba757053260 · outbound
This paper cites Augment code context engine, 2026 b.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Augment code context engine, 2026 b
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:37.010474Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6a99394c-c687-46e7-8210-4b42548455c9 · outbound
This paper cites SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.368109Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b13ba8a8-900e-4968-b83f-0f32fd7b55f7 · outbound
This paper cites MCPToolBench++: A Large Scale AI Agent Model Context Protocol MCP Tool Use Benchmark.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior MCPToolBench++: A Large Scale AI Agent Model Context Protocol MCP Tool Use Benchmark
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.372293Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d371b04-6b76-4cc7-b6a9-3f21ea499e57 · outbound
This paper cites Harness Engineering for Agentic AI Coding Tools: An Exploratory Study.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Harness Engineering for Agentic AI Coding Tools: An Exploratory Study
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.376175Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18a90a9b-21f4-455e-a866-bb86e984fc67 · outbound
This paper cites More with less: An empirical study of turn-control strategies for efficient coding agents, 2025.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior More with less: An empirical study of turn-control strategies for efficient coding agents, 2025
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.379452Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1515f7c2-c073-4405-88ee-54015dfbecb3 · outbound
This paper cites Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.382569Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83f200d7-4d05-4e39-b800-685d856f3c1e · outbound
This paper cites Debug2Fix: Can Interactive Debugging Help Coding Agents Fix More Bugs?.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Debug2Fix: Can Interactive Debugging Help Coding Agents Fix More Bugs?
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.385968Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76ddaab5-07d3-4fe4-88fb-dc057c560f6e · outbound
This paper cites Evaluating AGENTS.md: Are Repository-Level Context Files Helpful for Coding Agents?.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Evaluating AGENTS.md: Are Repository-Level Context Files Helpful for Coding Agents?
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.389242Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8bfc743a-7a75-45f0-a88a-f54a82f5dcdc · outbound
This paper cites Reliabilitybench: Evaluating llm agent reliability under production-like stress conditions.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Reliabilitybench: Evaluating llm agent reliability under production-like stress conditions
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.392531Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96c53bc3-ed80-4e42-a61e-5b76c8deb839 · outbound
This paper cites an unresolved cited work.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.395541Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 765644e1-067e-472c-955b-13a5858d7b0e · outbound
This paper cites \'E tude comparative de la distribution florale dans une portion des alpes et des jura.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior \'E tude comparative de la distribution florale dans une portion des alpes et des jura
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.993851Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 589eb9ed-3d21-4012-9a5d-6112ab6d9a00 · outbound
This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.403300Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a385d4a0-e722-4eca-90a2-ed0d37c82124 · outbound
This paper cites Toward deriving software architectures from quality attributes.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Toward deriving software architectures from quality attributes
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.981431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d46327e5-cba1-427b-a041-5391fc657ce7 · outbound
This paper cites Evaluating the output of machine translation systems.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Evaluating the output of machine translation systems
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.411315Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfdf5a92-34c9-44ae-9da5-09b4ec534d2c · outbound
This paper cites Contextbench: A benchmark for context retrieval in coding agents.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Contextbench: A benchmark for context retrieval in coding agents
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.414397Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 345d9ea6-d42a-472a-8dfa-ce448ea8f736 · outbound
This paper cites The swe-bench illusion: When state-of-the-art llms remember instead of reason, 2025.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior The swe-bench illusion: When state-of-the-art llms remember instead of reason, 2025
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.417586Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 638cf60d-b30f-413a-8ea5-0b2f3ac252b2 · outbound
This paper cites An empirical study on failures in automated issue solving, 2025 a.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior An empirical study on failures in automated issue solving, 2025 a
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.420712Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd8a18fe-0b86-464c-a5f9-3ae0aee06c87 · outbound
This paper cites Reposcope: Leveraging call chain-aware multi-view context for repository-level code generation.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Reposcope: Leveraging call chain-aware multi-view context for repository-level code generation
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.423697Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 668505f6-39cc-4590-aabf-1ff37e67f2fd · outbound
This paper cites On the impact of agents.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior On the impact of agents
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.426692Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80b7bc21-dcdb-469a-9bd9-2df26c095884 · outbound
This paper cites Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Exploration
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.430194Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b1a0997-884d-4215-ae4d-b716c2b10167 · outbound
This paper cites Understanding code agent behaviour: An empirical study of success and failure trajectories, 2025.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Understanding code agent behaviour: An empirical study of success and failure trajectories, 2025
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.433644Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c2d7017-be0f-43eb-b114-9041131666da · outbound
This paper cites Superagency in the workplace: Empowering people to unlock ai’s full potential, January 2025 a.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Superagency in the workplace: Empowering people to unlock ai’s full potential, January 2025 a
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.962572Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 54280d0c-9caa-488d-892d-821fbd7229dd · outbound
This paper cites The state of ai, 2025 b.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior The state of ai, 2025 b
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.951577Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9b251d27-7d73-4da5-83c1-38a19299bdff · outbound
This paper cites 2025: The year the frontier firm is born, 2025.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior 2025: The year the frontier firm is born, 2025
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.941108Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4dd56eb9-a4e7-4be6-aaa7-30cd457aad29 · outbound
This paper cites Harness engineering: leveraging codex in an agent-first world, 2026.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Harness engineering: leveraging codex in an agent-first world, 2026
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.929710Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a54296c6-b345-45de-bb7c-b913dfe66974 · outbound
This paper cites The open platform for cloud coding agent.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior The open platform for cloud coding agent
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.915775Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2d96e688-3538-4fcd-b448-5c34aedafcd4 · outbound
This paper cites RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.453278Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20fcc7b3-729c-45ee-b894-d6409d64e123 · outbound
This paper cites The Hidden Cost of Readability: How Code Formatting Silently Consumes Your LLM Budget.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior The Hidden Cost of Readability: How Code Formatting Silently Consumes Your LLM Budget
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.457235Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e13d56ab-2f84-4048-9bb2-2dd0747a5797 · outbound
This paper cites Prometheus: Towards long-horizon codebase navigation for repository-level problem solving, 2026.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Prometheus: Towards long-horizon codebase navigation for repository-level problem solving, 2026
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.460982Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62460fee-59df-4ca3-b39c-2e0e469644c0 · outbound
This paper cites On the criteria to be used in decomposing systems into modules.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior On the criteria to be used in decomposing systems into modules
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.903375Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 74ebddd8-6e40-4d0f-b809-b56ee1af9726 · outbound
This paper cites Foundations for the study of software architecture.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Foundations for the study of software architecture
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.892033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b9d648b6-f931-4954-9d1a-c0494af5aec8 · outbound
This paper cites Towards a Science of AI Agent Reliability.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Towards a Science of AI Agent Reliability
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.471653Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74c19e06-0f29-4206-b6ce-238f8670f05a · outbound
This paper cites System structure for software fault tolerance.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior System structure for software fault tolerance
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.880871Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4414440e-7bfe-47ac-8714-a083d8b00a83 · outbound
This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.478370Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6045c11b-fa03-469f-9156-0f120700e441 · outbound
This paper cites Specrover: Code intent extraction via llms.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Specrover: Code intent extraction via llms
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.869247Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 36cebc7f-fda1-48de-86b5-3da54bf081d9 · outbound
This paper cites Estimating post-editing effort: a study on human judgements, task-based and reference-based metrics of mt quality.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Estimating post-editing effort: a study on human judgements, task-based and reference-based metrics of mt quality
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.857835Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a4f3e638-b700-4633-96d4-dd575339270e · outbound
This paper cites Hugging face smolagents, 2026.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Hugging face smolagents, 2026
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.847194Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4c68d178-4e5b-4d0e-a066-b6013e1626f3 · outbound
This paper cites Kimi K2.5: Visual Agentic Intelligence.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Kimi K2.5: Visual Agentic Intelligence
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.491943Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1c3e3f0-8edb-43f3-8f75-bfa2afea88e8 · outbound
This paper cites Improving code localization with repository memory, 2026 a.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Improving code localization with repository memory, 2026 a
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.495319Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97a8d165-2b6b-41a1-ae01-b21cae1ba5e1 · outbound
This paper cites Gta: A benchmark for general tool agents.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Gta: A benchmark for general tool agents
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.498415Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0dc87be1-0433-4ab3-8341-3a99859e7bee · outbound
This paper cites Agentnoisebench: Benchmarking robustness of tool-using llm agents under noisy condition, 2026 b.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Agentnoisebench: Benchmarking robustness of tool-using llm agents under noisy condition, 2026 b
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.502006Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d0594a3-878a-4965-91fe-8a1e3877a399 · outbound
This paper cites Executable code actions elicit better llm agents.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Executable code actions elicit better llm agents
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.835476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 39003413-cf3d-4a24-b9c7-e033167e1e41 · outbound
This paper cites An empirical study of agent developer practices in ai agent frameworks, 2025 a.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior An empirical study of agent developer practices in ai agent frameworks, 2025 a
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.508037Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a0dafa6-69d1-4a9c-a8be-acef5616beac · outbound
This paper cites MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior MCP-Bench: Benchmarking Tool-Using LLM Agents with Complex Real-World Tasks via MCP Servers
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.510996Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73f189f1-c8c4-46b2-bdab-a4f8b7d509a1 · outbound
This paper cites an unresolved cited work.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Unresolved cited work
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.514126Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd52300a-7a84-47a6-889c-4b305777567a · outbound
This paper cites Performance evaluation of software architectures.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Performance evaluation of software architectures
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.822819Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 33118548-5050-4a2c-bc1e-5b5dc08e6a1b · outbound
This paper cites Live-swe-agent: Can software engineering agents self-evolve on the fly? arXiv preprint arXiv:2511.13646, 2025.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Live-swe-agent: Can software engineering agents self-evolve on the fly? arXiv preprint arXiv:2511.13646, 2025
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.519967Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8df22d4-662c-4aa2-a10d-46893ce9963f · outbound
This paper cites Reducing cost of llm agents with trajectory reduction.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Reducing cost of llm agents with trajectory reduction
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.522934Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 252f7b04-64d7-44e1-b188-4637c8a199e7 · outbound
This paper cites Qwen3 Technical Report.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Qwen3 Technical Report
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.526807Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26608ec1-dde8-46ab-acac-aaf607549754 · outbound
This paper cites Swe-agent: Agent-computer interfaces enable automated software engineering.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Swe-agent: Agent-computer interfaces enable automated software engineering
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.530170Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86c0c477-2526-41a7-8976-cad66fc3d27c · outbound
This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.533106Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19ed8dfc-22bb-48cd-9958-1ab45c8f95e3 · outbound
This paper cites SWE-bench Goes Live!.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior SWE-bench Goes Live!
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T14:16:35.536490Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1caacf80-3cb5-4903-9a58-5be4264e3470 · outbound
This paper cites Autocoderover: Autonomous program improvement.
The Devil Is in the Interface: Evaluating How Tool Architecture Shapes Coding Agent Behavior Autocoderover: Autonomous program improvement
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T14:16:36.803579Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
No inbound Pith citation observations are available.