StaleToast charts: 2026-10-12
A recorded review-attention order, not a quality rating.
Source snapshot imported 2026-10-20. This is not a live feed. Source and contributions.
Method: editorial-routing-v1. Values below belong to this edition. Linked profiles describe the imported catalog snapshot.
Research chart
- 01
AI Soccer Analyst: Stage-Aware and Verifiable Human-AI Collaboration for Soccer Data Analysis
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 11 editions - 02
MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 21 editions - 03
AI Agents That Matter
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 31 editions - 04
Beyond Prompts: Dynamic Conversational Benchmarking of Large Language Models
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 41 editions - 05
Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-Based Multi-Agent Systems
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 51 editions - 06
AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 61 editions - 07
AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 71 editions - 08
OSWORLD: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 81 editions - 09
MetaGPT: Meta Programming for a Multi-Agent Collaborative Framework
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 91 editions - 10
Conditional Multi-Stage Failure Recovery for Embodied Agents
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 101 editions - 11
STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 111 editions - 12
Why Do Multi-Agent LLM Systems Fail?
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 121 editions - 13
AgentAsk: Multi-Agent Systems Need to Ask
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 131 editions - 14
Expanding Explainability: Towards Social Transparency in AI Systems
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 141 editions - 15
Ten Challenges for Making Automation a Team Player in Joint Human-Agent Activity
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 151 editions - 16
Is There a Big Five in Teamwork?
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 161 editions - 17
Algorithmic Risk Assessments Can Alter Human Decision-Making Processes in High-Stakes Government Contexts
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 171 editions - 18
AgentHarm: A Benchmark for Measuring Harmfulness of LLM Agents
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 181 editions - 19
tau-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 191 editions - 20
Humans and Automation: Use, Misuse, Disuse, Abuse
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 201 editions - 21
How in the World Did We Ever Get into That Mode? Mode Error and Awareness in Supervisory Control
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 211 editions - 22
From Here to Autonomy: Lessons Learned From Human-Automation Research
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 221 editions - 23
Human Performance Consequences of Stages and Levels of Automation: An Integrated Meta-Analysis
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 231 editions - 24
A Model for Types and Levels of Human Interaction with Automation
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 241 editions - 25
Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and Goals of Human Trust in AI
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 251 editions - 26
Human-Centered Artificial Intelligence: Reliable, Safe and Trustworthy
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 261 editions - 27
Shifting Work Patterns with Generative AI
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 271 editions - 28
How human-AI feedback loops alter human perceptual, emotional and social judgements
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 281 editions - 29
Human-AI Collaboration via Conditional Delegation: A Case Study of Content Moderation
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 291 editions - 30
Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility Tradeoff
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 301 editions - 31
LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 311 editions - 32
Consistent Estimators for Learning to Defer to an Expert
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 321 editions - 33
MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 331 editions - 34
Beyond a Million Tokens: Benchmarking and Enhancing Long-Term Memory in LLMs
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 341 editions - 35
Towards a Theory of Longitudinal Trust Calibration in Human-Robot Teams
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 351 editions - 36
Human-AI Collaboration in Information Systems Research: A Systematic Literature Review and Future Research Directions
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 361 editions - 37
Tailored to you: longitudinal effects of personalising language models
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 371 editions - 38
Evaluating Very Long-Term Conversational Memory of LLM Agents
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 381 editions - 39
MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 391 editions - 40
MemGPT: Towards LLMs as Operating Systems
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 401 editions - 41
MemoryBank: Enhancing Large Language Models with Long-Term Memory
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 411 editions - 42
Generative Agents: Interactive Simulacra of Human Behavior
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 421 editions - 43
Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 431 editions - 44
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 441 editions - 45
Lost in the Middle: How Language Models Use Long Contexts
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 451 editions - 46
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 461 editions - 47
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 471 editions - 48
From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 481 editions - 49
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 491 editions - 50
MemoryArena: Benchmarking Agent Memory in Interdependent Multi-Session Agentic Tasks
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 501 editions - 51
Transactive Memory: A Contemporary Analysis of the Group Mind
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 511 editions - 52
Scaffolding Human-AI Collaboration: A Field Experiment on Behavioral Protocols and Cognitive Reframing
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 521 editions - 53
Human-generative AI collaboration enhances task performance but undermines human’s intrinsic motivation
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 531 editions - 54
To Trust or to Think: Cognitive Forcing Functions Can Reduce Overreliance on AI in AI-Assisted Decision-Making
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 541 editions - 55
Is the Most Accurate AI the Best Teammate? Optimizing AI for Teamwork
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 551 editions - 56
Interpreting Interpretability: Understanding Data Scientists' Use of Interpretability Tools for Machine Learning
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 561 editions - 57
Designing For Complementary Performance: A Conceptual Model Of Human-AI Collaboration In Strategic Intelligence
Relevant to the recorded review topic (see source); Abstract reviewed only evidence
Abstract reviewed only · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 571 editions - 58
An open source machine learning framework for efficient and transparent systematic reviews
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 581 editions - 59
The Automated Systematic Search Deduplicator (ASySD): a rapid, open-source, interoperable tool to remove duplicate citations in biomedical systematic reviews
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 591 editions - 60
RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts
Relevant to the recorded review topic (see source); Selected full-text review; not an exhaustive evaluation evidence
Selected full-text review; not an exhaustive evaluation · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 601 editions - 61
greCAPTCHA: Assessing Understanding as Evidence of Research Authorship Under Generative AI
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 611 editions - 62
Reflexion: Language Agents with Verbal Reinforcement Learning
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 621 editions - 63
Self-Refine: Iterative Refinement with Self-Feedback
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 631 editions - 64
Improving Factuality and Reasoning in Language Models through Multiagent Debate
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 641 editions - 65
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 651 editions - 66
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 661 editions - 67
Improving Reliability of Large Language Models via Claim-Level Self-Verification and Uncertainty Calibration
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 671 editions - 68
Reimagining research papers as interactive and reliable AI agents
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 681 editions - 69
Generative AI at Work
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 691 editions - 70
The Effects of Generative AI on High-Skilled Work: Evidence from Three Field Experiments with Software Developers
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 701 editions - 71
Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 711 editions - 72
Collaborating with AI Agents: Field Experiments on Teamwork, Productivity, and Performance
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 721 editions - 73
Experimental evidence on the productivity effects of generative artificial intelligence
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 731 editions - 74
When combinations of humans and AI are useful: A systematic review and meta-analysis
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 741 editions - 75
Roles of Artificial Intelligence in Collaboration with Humans: Automation, Augmentation, and the Future of Work
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 751 editions - 76
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 761 editions - 77
Learning to Complement Humans
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 771 editions - 78
Collaborative Intelligence: Humans and AI Are Joining Forces
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 781 editions - 79
Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 791 editions - 80
Artificial Intelligence and the Future of Work: Human-AI Symbiosis in Organizational Decision Making
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 801 editions - 81
The Cybernetic Teammate: A Field Experiment on Generative AI and Teamwork
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 811 editions - 82
ChatDev: Communicative Agents for Software Development
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 821 editions - 83
AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 831 editions - 84
Human-AI teaming in healthcare: 1 + 1 > 2?
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 841 editions - 85
Distributed Cognition: Toward a New Foundation for Human-Computer Interaction Research
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 851 editions - 86
CAMEL: Communicative Agents for Mind Exploration of Large Scale Language Model Society
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 861 editions - 87
Measuring Transactive Memory Systems in the Field
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 871 editions - 88
Psychological Safety and Learning Behavior in Work Teams
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 881 editions - 89
Grounding in Communication
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 891 editions - 90
Measuring Team Knowledge
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 901 editions - 91
The Out-of-the-Loop Performance Problem and Level of Control in Automation
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 911 editions - 92
Trusting Automation: Designing for Responsivity and Resilience
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 921 editions - 93
Ironies of Automation
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 931 editions - 94
AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 941 editions - 95
Towards a Science of Scaling Agent Systems
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 951 editions - 96
A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 961 editions - 97
ORCH: Organizational Principles Enable Collective Intelligence in Embodied AI
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 971 editions - 98
Manipulating and Measuring Model Interpretability
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 981 editions - 99
The Impact of Generative AI on Critical Thinking
Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
Structure and relevance screened; not a full evaluation · Catalog review recorded; not a performance endorsement
No comparisonPeak 991 editions - 100
Empirically Testing Explanation Preferences in Computational Argumentation
Relevant to the recorded review topic (see source); Previously screened candidate; review remains limited evidence
Previously screened candidate; review remains limited · Candidate only: not accepted into the reviewed catalog
No comparisonPeak 1001 editions
Repositories chart
- 01
openai/openai-agents-python
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 11 editions - 02
microsoft/agent-framework
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 21 editions - 03
google/adk-python
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 31 editions - 04
a2aproject/A2A
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 41 editions - 05
langchain-ai/langgraph
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 51 editions - 06
crewAIInc/crewAI
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 61 editions - 07
FoundationAgents/MetaGPT
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 71 editions - 08
agentscope-ai/agentscope
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 81 editions - 09
ag2ai/ag2
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 91 editions - 10
pydantic/pydantic-ai
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 101 editions - 11
mastra-ai/mastra
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 111 editions - 12
langgenius/dify
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 121 editions - 13
infiniflow/ragflow
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 131 editions - 14
promptfoo/promptfoo
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 141 editions - 15
Arize-ai/phoenix
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 151 editions - 16
OpenHands/OpenHands
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 161 editions - 17
microsoft/semantic-kernel
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 171 editions - 18
e2b-dev/E2B
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 181 editions - 19
mlflow/mlflow
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 191 editions - 20
wandb/weave
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 201 editions - 21
langfuse/langfuse
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 211 editions - 22
Giskard-AI/giskard-oss
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 221 editions - 23
daytonaio/daytona
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 231 editions - 24
openlit/openlit
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 241 editions - 25
browserbase/stagehand
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 251 editions - 26
anomalyco/opencode
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 261 editions - 27
aaif-goose/goose
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 271 editions - 28
SWE-agent/mini-swe-agent
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 281 editions - 29
continuedev/continue
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 291 editions - 30
cline/cline
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 301 editions - 31
QwenLM/qwen-code
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 311 editions - 32
Aider-AI/aider
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 321 editions - 33
google-gemini/gemini-cli
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 331 editions - 34
anthropics/claude-code
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 341 editions - 35
openai/codex
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 351 editions - 36
browser-use/browser-use
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 361 editions - 37
TabbyML/tabby
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 371 editions - 38
confident-ai/deepeval
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 381 editions - 39
TauricResearch/TradingAgents
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 391 editions - 40
OpenBMB/AgentVerse
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 401 editions - 41
microsoft/promptflow
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 411 editions - 42
OpenBMB/ChatDev
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 421 editions - 43
mindsdb/mindshub
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 431 editions - 44
Portkey-AI/gateway
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 441 editions - 45
langflow-ai/langflow
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 451 editions - 46
Significant-Gravitas/AutoGPT
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 461 editions - 47
agno-agi/agno
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 471 editions - 48
langchain-ai/langchain
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 481 editions - 49
n8n-io/n8n
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 491 editions - 50
truera/trulens
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 501 editions - 51
HKUDS/LightRAG
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 511 editions - 52
deepset-ai/haystack
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 521 editions - 53
aiwaves-cn/agents
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 531 editions - 54
TransformerOptimus/SuperAGI
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 541 editions - 55
OpenBMB/XAgent
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 551 editions - 56
plandex-ai/plandex
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 561 editions - 57
1f916-ai/1f916
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 571 editions - 58
bjgreenberg/senior-engineering-partner
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 581 editions - 59
bradygaster/squad
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 591 editions - 60
calesthio/openmontage
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 601 editions - 61
cbalgeman/agent-mesh
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 611 editions - 62
dan-calin/shared-agent-memory
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 621 editions - 63
dicklesworthstone/destructive_command_guard
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 631 editions - 64
fjwood69/mori
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 641 editions - 65
garrytan/gstack
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 651 editions - 66
harshitk-cp/engram
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 661 editions - 67
huangruiteng/loopx
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 671 editions - 68
ikalus1988/misakanet
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 681 editions - 69
kid-sid/claude-spellbook
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 691 editions - 70
kopias/loreto-mcp
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 701 editions - 71
marblo-app/marblo
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 711 editions - 72
microsoft/agent-governance-toolkit
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 721 editions - 73
nhowardtli/virp
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 731 editions - 74
niksh06/cogit
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 741 editions - 75
paperclipai/paperclip
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 751 editions - 76
prefrontal-systems/cortexgraph
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 761 editions - 77
randommonicle/claude-skills
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 771 editions - 78
riccardo8888/agent-link
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 781 editions - 79
semantica-agi/semantica
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 791 editions - 80
shopdevx/adeptlydev
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 801 editions - 81
tamdogood/builder-essential-skills
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 811 editions - 82
wonderwhy-er/desktopcommandermcp
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 821 editions - 83
restatedev/sdk-python
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 831 editions - 84
temporalio/sdk-python
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 841 editions - 85
dbos-inc/dbos-transact-py
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 851 editions - 86
inngest/inngest
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 861 editions - 87
triggerdotdev/trigger.dev
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 871 editions - 88
PrefectHQ/prefect
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 881 editions - 89
get-convex/workflow
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 891 editions - 90
microsoft/agent-lightning
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 901 editions - 91
open-telemetry/opentelemetry-python
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 911 editions - 92
AgentOps-AI/agentops
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 921 editions - 93
pydantic/logfire
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 931 editions - 94
microsoft/autogen
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 941 editions - 95
microsoft/JARVIS
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 951 editions - 96
SalesforceAIResearch/AgentLite
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 961 editions - 97
modelcontextprotocol/modelcontextprotocol
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 971 editions - 98
huggingface/smolagents
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 981 editions - 99
letta-ai/letta-code
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 991 editions - 100
NVIDIA-NeMo/Guardrails
Relevant to the recorded review topic (see source); README reviewed only; no runtime test recorded evidence
README reviewed only; no runtime test recorded ·
No comparisonPeak 1001 editions