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10778628
JARVIS-1: Open-World Multi-Task Agents With Memory-Augmented Multimodal Language Models
IEEE Transactions on Pattern Analysis & Machine Intelligence
2023-11
https://doi.ieeecomputersociety.org/10.1109/TPAMI.2024.3511593
2311.05997
https://github.com/CraftJarvis/JARVIS-1
206
410
[ "harness-design" ]
[ "targets/harness" ]
11334583
LongCodeZip: Compress Long Context for Code Language Models
2025 40th IEEE/ACM International Conference on Automated Software Engineering (ASE)
2025-10
https://doi.org/10.1109/ase63991.2025.00020
2510.00446
https://github.com/YerbaPage/LongCodeZip
42
164
[ "harness-design" ]
[ "targets/harness" ]
anokhin2025herobench
HeroBench: A Benchmark for Long-Horizon Planning and Structured Reasoning in Virtual Worlds
arXiv preprint arXiv:2508.12782
2025-08
https://arxiv.org/abs/2508.12782
2508.12782
https://github.com/stefanrer/HeroBench
6
14
[ "benchmarks" ]
[ "evidence/benchmarks" ]
bfcl2025
The Berkeley Function Calling Leaderboard (BFCL): From tool use to agentic evaluation of large language models
Proceedings of the 42nd International Conference on Machine Learning
2025
https://proceedings.mlr.press/v267/patil25a.html
https://github.com/ShishirPatil/gorilla
435
13,007
[ "benchmarks" ]
[ "evidence/benchmarks" ]
bonatti2025windows
Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale
International Conference on Machine Learning
2024-09
https://arxiv.org/abs/2409.08264
2409.08264
https://github.com/microsoft/WindowsAgentArena
194
889
[ "benchmarks" ]
[ "evidence/benchmarks" ]
buildbench2025
BuildBench: Benchmarking LLM Agents on Compiling Real-World Open-Source Software
arXiv
2025-09
https://arxiv.org/abs/2509.25248
2509.25248
1
0
[ "benchmarks" ]
[ "evidence/benchmarks" ]
cai2026mossselfevolutionsourcelevelrewriting
MOSS: Self-Evolution through Source-Level Rewriting in Autonomous Agent Systems
arXiv
2026-05
https://arxiv.org/abs/2605.22794
2605.22794
https://github.com/hkgai-official/Moss
5
21
[ "harness-design" ]
[ "targets/harness" ]
cemri2026multi
Why Do Multi-Agent LLM Systems Fail?
Advances in Neural Information Processing Systems
2025-03
https://proceedings.neurips.cc/paper_files/paper/2025/hash/b1041e52d3be19f0a9bc491657488e4a-Abstract-Datasets_and_Benchmarks_Track.html
2503.13657
https://github.com/multi-agent-systems-failure-taxonomy/MAST
535
410
[ "benchmarks", "harness-design" ]
[ "evidence/benchmarks", "targets/harness" ]
chan2025mlebench
MLE-bench: Evaluating machine learning agents on machine learning engineering
ICLR 2025
2024-10
https://arxiv.org/abs/2410.07095
2410.07095
https://github.com/openai/mle-bench
360
1,716
[ "benchmarks" ]
[ "evidence/benchmarks" ]
chen2024spin
SPIN: Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models
Proceedings of the 41st International Conference on Machine Learning
2024
https://proceedings.mlr.press/v235/chen24j.html
https://github.com/uclaml/SPIN
621
1,254
[]
[ "targets/weights" ]
chen2025iterresearch
IterResearch: Rethinking Long-Horizon Agents with Interaction Scaling
arXiv preprint arXiv:2511.07327
2025-11
https://arxiv.org/abs/2511.07327
2511.07327
https://github.com/Alibaba-NLP/DeepResearch
17
19,873
[ "model-design" ]
[ "targets/weights" ]
chen2025loop
Reinforcement Learning for Long-Horizon Interactive LLM Agents
arXiv preprint arXiv:2502.01600
2025-02
https://arxiv.org/abs/2502.01600
2502.01600
99
0
[ "model-design" ]
[ "targets/weights" ]
chen2025mlrbench
MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research
arXiv preprint arXiv:2505.19955
2025-05
https://arxiv.org/abs/2505.19955
2505.19955
https://github.com/chchenhui/mlrbench
49
34
[ "benchmarks" ]
[ "evidence/benchmarks" ]
chen2026agent
Agent^2 RL-Bench: Can LLM Agents Engineer Agentic RL Post-Training?
arXiv preprint arXiv:2604.10547
2026-04
https://arxiv.org/abs/2604.10547
2604.10547
https://github.com/microsoft/RD-Agent
3
14,332
[ "benchmarks" ]
[ "evidence/benchmarks" ]
chen2026aiscientist
Toward autonomous long-horizon engineering for ML research
arXiv
2026-04
https://arxiv.org/abs/2604.13018
2604.13018
https://github.com/AweAI-Team/AiScientist
8
145
[ "benchmarks", "harness-design" ]
[ "targets/substrate" ]
chen2026harnessxcomposableadaptiveevolvable
HarnessX: A Composable, Adaptive, and Evolvable Agent Harness Foundry
arXiv
2026-06
https://arxiv.org/abs/2606.14249
2606.14249
15
0
[ "harness-design" ]
[ "targets/harness" ]
chen2026knowu
KnowU-Bench: Towards Interactive, Proactive, and Personalized Mobile Agent Evaluation
arXiv preprint arXiv:2604.08455
2026-04
https://arxiv.org/abs/2604.08455
2604.08455
https://github.com/ZJU-REAL/KnowU-Bench
16
75
[ "benchmarks" ]
[ "evidence/benchmarks" ]
chen2026pastprologueplugincontroller
The Past Is Prologue: A Plug-in Controller for Selective Updates in Sequentially Evolving LLM Memory
arXiv
2026-06
https://arxiv.org/abs/2606.31121
2606.31121
1
0
[ "harness-design" ]
[ "targets/harness" ]
chen2026recursiveselfimprovementaibounded
Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops
2026-07
https://arxiv.org/abs/2607.07663
2607.07663
6
0
[ "harness-design" ]
[ "analyses" ]
chhikara2025mem0
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
European Conference on Artificial Intelligence (ECAI)
2025-04
https://doi.org/10.3233/faia251160
2504.19413
https://github.com/mem0ai/mem0
567
64,001
[ "harness-design" ]
[ "targets/harness" ]
choudhury2025processrewardmodelsllm
Process Reward Models for LLM Agents: Practical Framework and Directions
arXiv
2025-02
https://arxiv.org/abs/2502.10325
2502.10325
https://github.com/sanjibanc/agent_prm
79
59
[ "harness-design" ]
[ "targets/harness" ]
cirepairbench2026
CI-Repair-Bench: A Repository-Aware Benchmark for Automated Patch Validation via CI Workflows
arXiv
2026-04
https://arxiv.org/abs/2604.27148
2604.27148
https://github.com/RabeyaMuna/CI-REPAIR-BENCH
0
1
[ "benchmarks" ]
[ "evidence/benchmarks" ]
clitoolbench2026
Evaluating LLM-Based 0-to-1 Software Generation in End-to-End CLI Tool Scenarios
arXiv
2026-04
https://arxiv.org/abs/2604.06742
2604.06742
https://github.com/kinesiatricssxilm14/CLI-Tool-Bench
1
2
[ "benchmarks" ]
[ "evidence/benchmarks" ]
dataenvgym2025
DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback
International Conference on Learning Representations
2024-10
https://arxiv.org/abs/2410.06215
2410.06215
https://github.com/codezakh/DataEnvGym
20
34
[]
[ "targets/data" ]
deepswe2026
DeepSWE: Measuring Frontier Coding Agents on Original, Long-Horizon Engineering Tasks
arXiv preprint arXiv:2607.07946
2026-07
https://arxiv.org/abs/2607.07946
2607.07946
https://github.com/datacurve-ai/deep-swe
13
1,488
[ "benchmarks" ]
[ "evidence/benchmarks" ]
deng2023mind2web
Mind2Web: Towards a Generalist Agent for the Web
Advances in Neural Information Processing Systems
2023-06
https://arxiv.org/abs/2306.06070
2306.06070
https://github.com/OSU-NLP-Group/Mind2Web
1,370
1,021
[ "benchmarks" ]
[ "evidence/benchmarks" ]
deng2026swemilestone
SWE-Milestone: Evaluating AI Agents on Continuous Software Evolution
International Conference on Machine Learning
2026-03
https://arxiv.org/abs/2603.13428
2603.13428
https://github.com/DeepCommit-ai/SWE-Milestone
6
70
[ "benchmarks" ]
[ "evidence/benchmarks" ]
dong2026longhorizon
Towards Long-Horizon Agents: A Survey
Preprints
2026
https://doi.org/10.20944/preprints202607.1328.v1
0
0
[]
[ "analyses" ]
du2025deepresearch
DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
arXiv preprint arXiv:2506.11763
2025-06
https://arxiv.org/abs/2506.11763
2506.11763
https://github.com/Ayanami0730/deep_research_bench
212
816
[ "benchmarks" ]
[ "evidence/benchmarks" ]
erdogan2025planandact
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks
International Conference on Machine Learning
2025-03
https://arxiv.org/abs/2503.09572
2503.09572
https://github.com/SqueezeAILab/plan-and-act
197
45
[ "model-design" ]
[ "targets/weights" ]
fang-etal-2026-memp
Memp: Exploring Agent Procedural Memory
Findings of the Association for Computational Linguistics: ACL 2026
2025-08
https://aclanthology.org/2026.findings-acl.866/
2508.06433
https://github.com/zjunlp/MemP
62
35
[ "harness-design" ]
[ "targets/harness" ]
featurebench2026
FeatureBench: Benchmarking Agentic Coding for Complex Feature Development
arXiv
2026-02
https://arxiv.org/abs/2602.10975
2602.10975
https://github.com/LiberCoders/FeatureBench
26
87
[ "benchmarks" ]
[ "evidence/benchmarks" ]
feng2025gigpo
Group-in-Group Policy Optimization for LLM Agent Training
Advances in Neural Information Processing Systems
2025-05
https://arxiv.org/abs/2505.10978
2505.10978
https://github.com/langfengQ/verl-agent
375
2,250
[ "model-design" ]
[ "targets/weights" ]
frontierswe2026
FrontierSWE
Proximal Blog
2026
https://frontierswe.com/blog
https://github.com/Proximal-Labs/frontier-swe
0
219
[ "benchmarks" ]
[ "evidence/benchmarks" ]
gaosurvey
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence
TMLR 2026
2025-07
https://arxiv.org/abs/2507.21046
2507.21046
https://github.com/CharlesQ9/Self-Evolving-Agents
99
1,300
[]
[ "analyses" ]
gonzalezpumariega2025robotouille
Robotouille: An Asynchronous Planning Benchmark for LLM Agents
International Conference on Learning Representations
2025-02
https://arxiv.org/abs/2502.05227
2502.05227
https://github.com/portal-cornell/robotouille
37
46
[ "benchmarks" ]
[ "evidence/benchmarks" ]
gou2024critic
CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing
International Conference on Learning Representations
2023-05
https://arxiv.org/abs/2305.11738
2305.11738
https://github.com/microsoft/ProphetNet
863
746
[ "harness-design" ]
[ "targets/harness" ]
gou2025mind2web
Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge
arXiv preprint arXiv:2506.21506
2025-06
https://arxiv.org/abs/2506.21506
2506.21506
https://github.com/OSU-NLP-Group/Mind2Web-2
68
114
[ "benchmarks" ]
[ "evidence/benchmarks" ]
gulati2026askearlyasklate
Ask Early, Ask Late, Ask Right: When Does Clarification Timing Matter for Long-Horizon Agents?
arXiv
2026-05
https://arxiv.org/abs/2605.07937
2605.07937
2
0
[ "harness-design" ]
[ "targets/harness" ]
guo2026questionansweringtaskcompletion
From Question Answering to Task Completion: A Survey on Agent System and Harness Design
arXiv
2026-06
https://arxiv.org/abs/2606.20683
2606.20683
3
0
[ "harness-design" ]
[ "targets/harness" ]
gutierrez2024hipporag
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
Advances in Neural Information Processing Systems
2024-05
https://arxiv.org/abs/2405.14831
2405.14831
https://github.com/OSU-NLP-Group/HippoRAG
328
3,963
[ "harness-design" ]
[ "targets/harness" ]
han2026robocerebra
RoboCerebra: A Large-scale Benchmark for Long-horizon Robotic Manipulation Evaluation
Advances in Neural Information Processing Systems
2025-06
https://arxiv.org/abs/2506.06677
2506.06677
https://github.com/buaa-colalab/RoboCerebra
30
75
[ "benchmarks" ]
[ "evidence/benchmarks" ]
he2024webvoyager
WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models
Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
2024-01
https://arxiv.org/abs/2401.13919
2401.13919
https://github.com/MinorJerry/WebVoyager
434
1,122
[ "benchmarks" ]
[ "evidence/benchmarks" ]
hill2023mineplanner
MinePlanner: A Benchmark for Long-Horizon Planning in Large Minecraft Worlds
Proceedings of the 6th ICAPS Workshop on the International Planning Competition (WIPC)
2023-12
https://arxiv.org/abs/2312.12891
2312.12891
https://github.com/IretonLiu/mine-pddl
8
23
[ "benchmarks" ]
[ "evidence/benchmarks" ]
hou2026single
Single-Rollout Asynchronous Optimization for Agentic Reinforcement Learning
arXiv preprint arXiv:2607.07508
2026-07
https://arxiv.org/abs/2607.07508
2607.07508
7
0
[ "model-design" ]
[ "targets/weights" ]
hu2025adas
Automated design of agentic systems
ICLR 2025
2024-08
https://arxiv.org/abs/2408.08435
2408.08435
https://github.com/ShengranHu/ADAS
282
1,631
[ "harness-design" ]
[ "targets/harness" ]
hu2025memory
Memory in the Age of AI Agents
arXiv preprint arXiv:2512.13564
2025-12
https://arxiv.org/abs/2512.13564
2512.13564
245
0
[ "harness-design" ]
[ "targets/harness" ]
hu2025step
Step-DeepResearch Technical Report
arXiv preprint arXiv:2512.20491
2025-12
https://arxiv.org/abs/2512.20491
2512.20491
https://github.com/stepfun-ai/StepDeepResearch
12
571
[ "harness-design" ]
[ "targets/harness" ]
huang2024selfcorrect
Large Language Models Cannot Self-Correct Reasoning Yet
International Conference on Learning Representations
2023-10
https://arxiv.org/abs/2310.01798
2310.01798
1,135
0
[ "harness-design" ]
[ "targets/harness" ]
huang2026rawexperienceskillconsumption
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
arXiv
2026-05
https://arxiv.org/abs/2605.23899
2605.23899
13
0
[ "harness-design" ]
[ "targets/harness" ]
imajuku2025alebench
ALE-Bench: A Benchmark for Long-Horizon Objective-Driven Algorithm Engineering
Advances in Neural Information Processing Systems
2025-06
https://arxiv.org/abs/2506.09050
2506.09050
https://github.com/SakanaAI/ALE-Bench
28
213
[ "benchmarks" ]
[ "evidence/benchmarks" ]
jansen2025codescientist
CodeScientist: End-to-End Semi-Automated Scientific Discovery with Code-based Experimentation
Findings of the Association for Computational Linguistics: ACL 2025
2025
https://aclanthology.org/2025.findings-acl.692/
https://github.com/allenai/codescientist
55
348
[]
[ "targets/substrate" ]
jiang2025aide
AIDE: AI-driven exploration in the space of code
arXiv
2025-02
https://arxiv.org/abs/2502.13138
2502.13138
https://github.com/WecoAI/aideml
174
1,491
[]
[ "targets/data" ]
jiang2026darwindynamicagenticallyrewriting
DARWIN: Dynamic Agentically Rewriting Self-Improving Network
arXiv
2026-02
https://arxiv.org/abs/2602.05848
2602.05848
https://github.com/henryyjiang/DARWIN
1
0
[ "harness-design" ]
[ "targets/harness" ]
jimenez2024swe
SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
ICLR 2024
2023-10
https://arxiv.org/abs/2310.06770
2310.06770
https://github.com/SWE-bench/SWE-bench
3,453
5,705
[ "benchmarks" ]
[ "foundations/long-horizon" ]
jin2026chainswe
ChainSWE: Benchmarking Coding Agents on Multi-Bug Software Maintenance
arXiv preprint arXiv:2607.02606
2026-07
https://arxiv.org/abs/2607.02606
2607.02606
1
0
[ "benchmarks" ]
[ "evidence/benchmarks" ]
jin2026reveal
ReVeal: Self-Evolving Code Agents via Reliable Self-Verification
The Fourteenth International Conference on Learning Representations
2025-06
https://arxiv.org/abs/2506.11442
2506.11442
12
0
[ "harness-design" ]
[ "targets/harness" ]
kamoi2024can
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs
Transactions of the Association for Computational Linguistics
2024-06
https://arxiv.org/abs/2406.01297
2406.01297
327
0
[ "harness-design" ]
[ "targets/harness" ]
kang2025acon
ACON: Optimizing Context Compression for Long-horizon LLM Agents
arXiv preprint arXiv:2510.00615
2025-10
https://arxiv.org/abs/2510.00615
2510.00615
https://github.com/microsoft/acon
84
106
[ "harness-design" ]
[ "targets/harness" ]
kapoor2024omniact
OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web
Computer Vision -- ECCV 2024
2024-02
https://arxiv.org/abs/2402.17553
2402.17553
167
0
[ "benchmarks" ]
[ "evidence/benchmarks" ]
kapoor2025holistic
Holistic Agent Leaderboard: The Missing Infrastructure for AI Agent Evaluation
arXiv preprint arXiv:2510.11977
2025-10
https://arxiv.org/abs/2510.11977
2510.11977
https://github.com/princeton-pli/hal-harness
56
311
[ "benchmarks" ]
[ "evidence/benchmarks" ]
khalifa2026process
Process Reward Models That Think
Transactions on Machine Learning Research
2025-04
https://arxiv.org/abs/2504.16828
2504.16828
https://github.com/mukhal/ThinkPRM
103
91
[ "harness-design" ]
[ "targets/harness" ]
khanal2026beyond
Beyond pass@1: A Reliability Science Framework for Long-Horizon LLM Agents
arXiv preprint arXiv:2603.29231
2026-03
https://arxiv.org/abs/2603.29231
2603.29231
5
0
[ "benchmarks" ]
[ "evidence/benchmarks" ]
kim2026sciencescalingagentsystems
Towards a Science of Scaling Agent Systems
arXiv
2025-12
https://arxiv.org/abs/2512.08296
2512.08296
https://github.com/ybkim95/agent-scaling
115
42
[ "benchmarks", "harness-design" ]
[ "evidence/benchmarks", "targets/harness" ]
kimi2026k3
Kimi K3: Open Frontier Intelligence
arXiv
2026-07
https://arxiv.org/abs/2607.24653
2607.24653
https://github.com/MoonshotAI/Kimi-K3
8
8,617
[ "benchmarks", "model-design", "harness-design" ]
[ "evidence/benchmarks", "targets/weights", "targets/harness" ]
kirgis2026shadow
Can AI Agents Conduct Open-Ended AI Research? Early Evidence from Two Case Studies
arXiv
2026-07
https://arxiv.org/abs/2607.27191
2607.27191
3
0
[ "benchmarks" ]
[ "evidence/benchmarks" ]
koh2024visualwebarena
VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks
Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
2024-01
https://arxiv.org/abs/2401.13649
2401.13649
https://github.com/web-arena-x/visualwebarena
0
485
[ "benchmarks" ]
[ "evidence/benchmarks" ]
kovacs2026squeez
Squeez: Task-Conditioned Tool-Output Pruning for Coding Agents
arXiv preprint arXiv:2604.04979
2026-04
https://arxiv.org/abs/2604.04979
2604.04979
https://github.com/KRLabsOrg/squeez
2
23
[ "harness-design" ]
[ "targets/harness" ]
kulikov2026autodata
Autodata: An Agentic Data Scientist to Create High Quality Synthetic Data
arXiv
2026-06
https://arxiv.org/abs/2606.25996
2606.25996
6
0
[ "model-design" ]
[ "targets/data" ]
kwa2026measuring
Measuring AI Ability to Complete Long Software Tasks
NeurIPS 2025
2025-03
https://arxiv.org/abs/2503.14499
2503.14499
https://github.com/METR/eval-analysis-public
134
313
[]
[ "evidence/measurement" ]
laban2026llms
LLMs Get Lost In Multi-Turn Conversation
International Conference on Learning Representations
2025-05
https://arxiv.org/abs/2505.06120
2505.06120
https://github.com/microsoft/lost_in_conversation
398
296
[ "benchmarks" ]
[ "evidence/benchmarks" ]
lange2025shinkaevolve
ShinkaEvolve: Towards open-ended and sample-efficient program evolution
arXiv
2025-09
https://openreview.net/forum?id=lKEdGCoDNC
2509.19349
https://github.com/SakanaAI/ShinkaEvolve
139
1,354
[]
[ "targets/substrate" ]
lee2024benchmarking
Benchmarking Mobile Device Control Agents across Diverse Configurations
arXiv preprint arXiv:2404.16660
2024-04
https://arxiv.org/abs/2404.16660
2404.16660
https://github.com/jylee425/b-moca
47
33
[ "benchmarks" ]
[ "evidence/benchmarks" ]
lee2025learning
Learning to Contextualize Web Pages for Enhanced Decision Making by LLM Agents
The Thirteenth International Conference on Learning Representations
2025-03
https://arxiv.org/abs/2503.10689
2503.10689
https://github.com/dgjun32/lcow_iclr2025
21
6
[ "harness-design" ]
[ "targets/harness" ]
lee2026metaharness
Meta-Harness: End-to-End Optimization of Model Harnesses
arXiv
2026-03
https://arxiv.org/abs/2603.28052
2603.28052
https://github.com/stanford-iris-lab/meta-harness-tbench2-artifact
141
1,183
[ "harness-design" ]
[ "targets/harness" ]
lee2026rhi
Recursive harness self-improvement
arXiv
2026-07
https://arxiv.org/abs/2607.15524
2607.15524
6
0
[ "harness-design" ]
[ "targets/harness" ]
li2023behavior
BEHAVIOR-1K: A benchmark for embodied AI with 1,000 everyday activities and realistic simulation
Proceedings of The 6th Conference on Robot Learning
2023
https://proceedings.mlr.press/v205/li23a.html
https://github.com/StanfordVL/BEHAVIOR-1K
382
1,657
[ "benchmarks" ]
[ "evidence/benchmarks" ]
li2025salt
SALT: Step-level Advantage Assignment for Long-horizon Agents via Trajectory Graph
Findings of the Association for Computational Linguistics: EACL 2026
2025-10
https://arxiv.org/abs/2510.20022
2510.20022
16
0
[ "model-design" ]
[ "targets/weights" ]
li2025sorl
Stabilizing Off-Policy Training for Long-Horizon LLM Agent via Turn-Level Importance Sampling and Clipping-Triggered Normalization
arXiv preprint arXiv:2511.20718
2025-11
https://arxiv.org/abs/2511.20718
2511.20718
https://github.com/Cloud0723/SORL
4
0
[ "model-design" ]
[ "targets/weights" ]
li2025webweaver
WebWeaver: Structuring Web-Scale Evidence with Dynamic Outlines for Open-Ended Deep Research
arXiv preprint arXiv:2509.13312
2025-09
https://arxiv.org/abs/2509.13312
2509.13312
https://github.com/Alibaba-NLP/DeepResearch
41
19,873
[ "harness-design" ]
[ "targets/harness" ]
li2026acmagenticcontextmanagement
ACM: Agentic Context Management for Long Horizon Tasks
arXiv
2026-07
https://arxiv.org/abs/2607.23809
2607.23809
https://github.com/lixiaochuan2020/agentic-context-management
0
31
[ "harness-design" ]
[ "targets/harness" ]
li2026autosota
AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discovery
arXiv
2026-04
https://arxiv.org/abs/2604.05550
2604.05550
https://github.com/tsinghua-fib-lab/AutoSOTA
15
662
[ "benchmarks" ]
[ "targets/substrate" ]
li2026compactionrlreinforcementlearningcontext
CompactionRL: Reinforcement Learning with Context Compaction for Long-Horizon Agents
arXiv
2026-07
https://arxiv.org/abs/2607.05378
2607.05378
1
0
[ "harness-design" ]
[ "targets/harness" ]
li2026harness
Agent Harness Engineering: A Survey
2026
https://picrew.github.io/LLM-Harness/
https://github.com/Picrew/LLM-Harness
0
2
[]
[ "analyses" ]
li2026weavebench
WeaveBench: A Long-Horizon, Real-World Benchmark for Computer-Use Agents with Hybrid Interfaces
arXiv preprint arXiv:2606.09426
2026-06
https://arxiv.org/abs/2606.09426
2606.09426
4
0
[ "benchmarks" ]
[ "evidence/benchmarks" ]
liao2026kernelevolve
KernelEvolve: Scaling Agentic Kernel Coding for Heterogeneous AI Accelerators at Meta
arXiv
2025-12
https://doi.org/10.1109/ISCA66397.2026.00063
2512.23236
2
0
[]
[ "targets/substrate" ]
lindenbauer2025complexity
The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management
arXiv preprint arXiv:2508.21433
2025-08
https://arxiv.org/abs/2508.21433
2508.21433
23
0
[ "harness-design" ]
[ "targets/harness" ]
liu2024agentbench
AgentBench: Evaluating LLMs as Agents
International Conference on Learning Representations
2023-08
https://arxiv.org/abs/2308.03688
2308.03688
https://github.com/THUDM/AgentBench
1,185
3,691
[ "benchmarks" ]
[ "evidence/benchmarks" ]
liu2025mlmaster
ML-Master: Towards AI-for-AI via integration of exploration and reasoning
arXiv
2025-06
https://arxiv.org/abs/2506.16499
2506.16499
https://github.com/sjtu-sai-agents/ML-Master
54
447
[ "benchmarks" ]
[ "targets/data" ]
liu2026diveclaudecodedesign
Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems
arXiv
2026-04
https://arxiv.org/abs/2604.14228
2604.14228
https://github.com/VILA-Lab/Dive-into-Claude-Code
28
2,078
[ "harness-design" ]
[ "targets/harness" ]
liu2026escherloopmutualevolutionclosedloop
Escher-Loop: Mutual Evolution by Closed-Loop Self-Referential Optimization
arXiv
2026-04
https://arxiv.org/abs/2604.23472
2604.23472
https://github.com/scaling-group/escher-loop
5
7
[ "harness-design" ]
[ "targets/harness" ]
liu2026llms
Do LLMs Catch Their Own Mistakes? A Comprehensive Benchmark for Reflective Tool Use LLMs
Findings of the Association for Computational Linguistics: ACL 2026
2026
https://aclanthology.org/2026.findings-acl.86/
0
0
[ "benchmarks" ]
[ "evidence/benchmarks" ]
longclibench2026
LongCLI-Bench: A Preliminary Benchmark and Study for Long-horizon Agentic Programming in Command-Line Interfaces
arXiv
2026-02
https://arxiv.org/abs/2602.14337
2602.14337
https://github.com/finyorko/longcli-bench
21
46
[ "benchmarks" ]
[ "evidence/benchmarks" ]
lu-etal-2025-runaway
Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments
Findings of the Association for Computational Linguistics: EMNLP 2025
2025-05
https://aclanthology.org/2025.findings-emnlp.1304/
2505.17616
https://github.com/Coldmist-Lu/AgentExit
7
2
[ "harness-design" ]
[ "targets/harness" ]
lu2024aiscientist
The AI Scientist: Towards fully automated open-ended scientific discovery
arXiv
2024-08
https://arxiv.org/abs/2408.06292
2408.06292
https://github.com/SakanaAI/AI-Scientist
1,059
14,442
[]
[ "targets/research" ]
lu2026endtoendautomation
Towards End-to-End Automation of AI Research
Nature 2026
2026-03
https://doi.org/10.1038/s41586-026-10265-5
https://github.com/SakanaAI/AI-Scientist-v2
211
7,048
[ "benchmarks" ]
[ "evidence/benchmarks" ]
lu2026meta
The Meta-Agent Challenge: Are Current Agents Capable of Autonomous Agent Development?
arXiv preprint arXiv:2606.04455
2026-06
https://arxiv.org/abs/2606.04455
2606.04455
https://github.com/ant-research/meta-agent-challenge
2
20
[ "benchmarks" ]
[ "evidence/benchmarks" ]
lu2402weblinx
WebLINX: Real-World Website Navigation with Multi-Turn Dialogue
International Conference on Machine Learning
2024-02
https://arxiv.org/abs/2402.05930
2402.05930
https://github.com/McGill-NLP/weblinx
182
163
[ "benchmarks" ]
[ "evidence/benchmarks" ]
lu2408toolsandbox
ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities
Findings of the Association for Computational Linguistics: NAACL 2025
2024-08
https://aclanthology.org/2025.findings-naacl.65/
2408.04682
https://github.com/apple/ToolSandbox
221
279
[ "benchmarks" ]
[ "evidence/benchmarks" ]
lupidi2026airsbench
AIRS-Bench: A Suite of Tasks for Frontier AI Research Science Agents
arXiv
2026-02
https://arxiv.org/abs/2602.06855
2602.06855
https://github.com/facebookresearch/airs-bench
19
111
[ "benchmarks" ]
[ "evidence/benchmarks" ]