## Table: System Comparison ### Overview The image presents a table comparing different systems based on several features: Decentralized, Explicit Roles, Debate, Dynamic Profiling, Decentralized Matching, Multi-Event, Validator, and Stigmergy. The table uses checkmarks and crosses to indicate whether a system possesses a particular feature. ### Components/Axes * **Rows:** Represent different systems, including CAMEL, AutoGen, MetaGPT, MAD, ToT/GoT, Voyager, SWE-agent, Self-Refine, GPTSwarm, DeepResearchAgent, ROBIN, and SwarmSys. Each system is accompanied by a citation. * **Columns:** Represent the features being compared: Decentralized, Explicit Roles, Debate, Dynamic Profiling, Decentralized Matching, Multi-Event, Validator, and Stigmergy. * **Symbols:** * A checkmark (✓) indicates that the system possesses the feature. * A cross (X) indicates that the system does not possess the feature. * A section symbol (§) is used for Voyager in Dynamic Profiling and Validator. * A dagger symbol (†) is used for MetaGPT in Validator. ### Detailed Analysis or ### Content Details Here's a breakdown of each system and its features: * **CAMEL (Li et al., 2023):** * Decentralized: X * Explicit Roles: ✓ * Debate: ✓ * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: X * Stigmergy: X * **AutoGen (Wu et al., 2023):** * Decentralized: X * Explicit Roles: ✓ * Debate: ✓ * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: X * Stigmergy: X * **MetaGPT (Hong et al., 2024):** * Decentralized: X * Explicit Roles: ✓ * Debate: X * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: ✓† * Stigmergy: X * **MAD (Liang et al., 2024):** * Decentralized: X * Explicit Roles: X * Debate: X * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: ✓ * Stigmergy: X * **ToT/GoT (Yao et al., 2023; Besta et al., 2024):** * Decentralized: X * Explicit Roles: X * Debate: X * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: X * Stigmergy: X * **Voyager (Wang et al., 2023a):** * Decentralized: X * Explicit Roles: X * Debate: X * Dynamic Profiling: ✓§ * Decentralized Matching: X * Multi-Event: X * Validator: ✓§ * Stigmergy: X * **SWE-agent (Yang et al., 2024):** * Decentralized: X * Explicit Roles: X * Debate: X * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: X * Stigmergy: X * **Self-Refine (Madaan et al., 2023):** * Decentralized: X * Explicit Roles: X * Debate: X * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: ✓ * Stigmergy: ✓ * **GPTSwarm (Zhuge et al., 2024):** * Decentralized: ✓ * Explicit Roles: ✓ * Debate: ✓ * Dynamic Profiling: ✓ * Decentralized Matching: X * Multi-Event: X * Validator: X * Stigmergy: X * **DeepResearchAgent (Huang et al., 2025):** * Decentralized: X * Explicit Roles: ✓ * Debate: ✓ * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: ✓ * Stigmergy: X * **ROBIN (Ghareeb et al., 2025):** * Decentralized: X * Explicit Roles: ✓ * Debate: ✓ * Dynamic Profiling: X * Decentralized Matching: X * Multi-Event: X * Validator: ✓ * Stigmergy: X * **SwarmSys (ours):** * Decentralized: ✓ * Explicit Roles: ✓ * Debate: ✓ * Dynamic Profiling: ✓ * Decentralized Matching: ✓ * Multi-Event: ✓ * Validator: ✓ * Stigmergy: ✓ ### Key Observations * SwarmSys (ours) is the only system that possesses all the listed features. * Several systems (CAMEL, AutoGen, DeepResearchAgent, ROBIN) share a similar profile, having Explicit Roles and Debate, but lacking other features. * Most systems do not have Decentralized Matching, Multi-Event, or Stigmergy. * Voyager has a special symbol (§) for Dynamic Profiling and Validator. * MetaGPT has a special symbol (†) for Validator. ### Interpretation The table provides a comparative analysis of different systems based on their architectural and functional features. SwarmSys appears to be the most comprehensive system, incorporating all the listed features. The prevalence of crosses in the Decentralized Matching, Multi-Event, and Stigmergy columns suggests that these features are less commonly implemented in the systems analyzed. The special symbols (§ and †) might indicate conditional or partial support for the respective features in Voyager and MetaGPT. The data highlights the design choices and priorities in the development of each system, offering insights into the evolving landscape of these technologies.

\n ## Data Table: Feature Comparison of Multi-Agent Systems ### Overview The image presents a data table comparing several multi-agent systems across eight different features. The table uses checkmarks (✓) to indicate the presence of a feature and crosses (✗) to indicate its absence. ### Components/Axes The table has the following structure: * **Rows:** Represent different multi-agent systems. The systems listed are: * CAMEL (Li et al., 2023) * AutoGen (Wu et al., 2023) * MetaGPT (Hong et al., 2024) * MAD (Liang et al., 2024) * ToT/GPT (Yao et al., 2023; Besta et al., 2024) * Voyager (Wang et al., 2023a) * SWE-agent (Yang et al., 2024) * Self-Refine (Madaan et al., 2023) * GPTSwarm (Zbuge et al., 2024) * DeepReSAgent (Huang et al., 2025) * ROBIN (Chareeb et al., 2025) * SwarmsSys (ours) * **Columns:** Represent features of the multi-agent systems. The features are: * Decentralized * Explicit Roles * Debate * Dynamic Profiling * Decentralized Matching * Multi-Event * Validator * Stigmergy ### Detailed Analysis or Content Details Here's a breakdown of the feature presence/absence for each system: * **CAMEL:** Decentralized (✗), Explicit Roles (✓), Debate (✓), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✗), Stigmergy (✗) * **AutoGen:** Decentralized (✗), Explicit Roles (✓), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✗), Stigmergy (✗) * **MetaGPT:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✓), Stigmergy (✗) * **MAD:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✓), Validator (✗), Stigmergy (✗) * **ToT/GPT:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✓/8), Stigmergy (✗) * **Voyager:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✓/8), Decentralized Matching (✗), Multi-Event (✗), Validator (✓/8), Stigmergy (✗) * **SWE-agent:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✗), Stigmergy (✗) * **Self-Refine:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✗), Stigmergy (✗) * **GPTSwarm:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✗), Stigmergy (✗) * **DeepReSAgent:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✗), Stigmergy (✗) * **ROBIN:** Decentralized (✗), Explicit Roles (✗), Debate (✗), Dynamic Profiling (✗), Decentralized Matching (✗), Multi-Event (✗), Validator (✗), Stigmergy (✗) * **SwarmsSys (ours):** Decentralized (✓), Explicit Roles (✓), Debate (✓), Dynamic Profiling (✓), Decentralized Matching (✓), Multi-Event (✓), Validator (✓), Stigmergy (✓) The "✓/8" notation appears twice, in Voyager and ToT/GPT, and likely indicates partial or limited support for the feature. ### Key Observations * **SwarmsSys** is the only system that supports all eight features. * Most systems lack support for Decentralized, Debate, Dynamic Profiling, Decentralized Matching, Multi-Event, Validator, and Stigmergy. * Explicit Roles is the most commonly supported feature, present in CAMEL and AutoGen. * Validator is supported by MetaGPT, ToT/GPT, and Voyager. ### Interpretation This table provides a comparative analysis of different multi-agent systems, highlighting their capabilities across key features. The data suggests that **SwarmsSys** is the most comprehensive system, possessing all the listed features. The absence of these features in other systems indicates potential limitations in their design or functionality. The "✓/8" notation suggests that Voyager and ToT/GPT have partial implementations of Dynamic Profiling and Validator, respectively. This comparison is valuable for researchers and practitioners seeking to understand the strengths and weaknesses of different multi-agent systems and to identify potential areas for improvement. The table is a concise and effective way to communicate complex information about the capabilities of these systems. The inclusion of citations (e.g., Li et al., 2023) adds credibility and allows readers to further investigate the systems.

\n ## Comparison Table: Multi-Agent System Features ### Overview The image displays a comparison table evaluating 12 different multi-agent systems against 8 key architectural and functional features. The table uses a grid format with systems listed vertically and features horizontally. Each cell indicates whether a system supports a feature with a checkmark (✓) or does not with a red cross (✗). Some cells contain superscript numbers, likely referencing footnotes not visible in the provided image. ### Components/Axes * **Rows (Systems):** Each row represents a specific multi-agent system, identified by its name and a citation (Author et al., Year). * **Columns (Features):** The eight columns represent distinct features or capabilities: 1. Decentralized 2. Explicit Roles 3. Debate 4. Dynamic Profiling 5. Decentralized Matching 6. Multi-Event 7. Validator 8. Stigmergy * **Cell Content:** A black checkmark (✓) signifies the presence of the feature. A red cross (✗) signifies its absence. Superscript numbers (e.g., `✓¹`, `✓⁵`) indicate a qualified or noted implementation of the feature. ### Detailed Analysis The following is a row-by-row extraction of the table's content, presented as a Markdown table for clarity: | System | Decentralized | Explicit Roles | Debate | Dynamic Profiling | Decentralized Matching | Multi-Event | Validator | Stigmergy | |--------|---------------|----------------|--------|-------------------|------------------------|-------------|-----------|-----------| | CAMEL (Li et al., 2023) | ✗ | ✓ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | | AutoGen (Wu et al., 2023) | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | | MetaGPT (Hong et al., 2024) | ✗ | ✓ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | | MAD (Liang et al., 2024) | ✗ | ✗ | ✓ | ✗ | ✗ | ✗ | ✓¹ | ✗ | | ToT/GoT (Yao et al., 2023; Besta et al., 2024) | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✓ | ✗ | | Voyager (Wang et al., 2023a) | ✗ | ✗ | ✗ | ✓³ | ✗ | ✗ | ✓⁵ | ✗ | | SWE-agent (Yang et al., 2024) | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | | Self-Refine (Madaan et al., 2023) | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✓ | ✗ | | GPT-Writer (Chen et al., 2024) | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | ✗ | | DeepResearchAgent (Huang et al., 2025) | ✗ | ✓ | ✗ | ✓ | ✗ | ✓ | ✗ | ✓ | | ROBIN (Ghreeb et al., 2025) | ✗ | ✓ | ✓ | ✗ | ✗ | ✗ | ✓ | ✗ | | SwarmSys (ours) | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ### Key Observations * **Feature Prevalence:** "Explicit Roles" is the most commonly supported feature (7 out of 12 systems). "Validator" is the second most common (6 systems, including two with qualified support). * **Feature Scarcity:** "Decentralized," "Decentralized Matching," "Multi-Event," and "Stigmergy" are rare. Only the authors' system, "SwarmSys," supports all four. "DeepResearchAgent" supports three of these four (all except Decentralized Matching). * **System Comprehensiveness:** Most systems (10 out of 12) support only 0-2 of the listed features. "DeepResearchAgent" supports 4 features. "SwarmSys (ours)" is presented as uniquely comprehensive, supporting all 8 features. * **Qualified Support:** Three systems have features marked with superscripts (MAD, Voyager), indicating their support is not absolute or has specific conditions noted elsewhere. ### Interpretation This table serves as a **gap analysis and positioning tool** within the research landscape of multi-agent systems. It visually argues that existing systems are specialized, each implementing only a subset of desirable architectural traits. The primary rhetorical purpose is to highlight the novelty and comprehensiveness of the authors' proposed system, "SwarmSys," which is shown to be the only one integrating all eight evaluated capabilities. The features themselves suggest a research direction towards more **autonomous, robust, and scalable** multi-agent ecosystems. Capabilities like "Decentralized Matching," "Multi-Event" handling, and "Stigmergy" (indirect coordination through the environment) point to systems designed for complex, dynamic, and open-ended tasks where pre-defined roles and centralized control are insufficient. The table implies that "SwarmSys" is designed to address these more challenging scenarios, while prior work has focused on more constrained problems requiring fewer of these advanced features. The absence of footnotes in the image limits a full understanding of the qualified checks (✓¹, ✓³, ✓⁵), which would be critical for a nuanced technical assessment.

## Table: Comparative Analysis of AI Systems and Features ### Overview The table compares 12 AI systems (including "SwarmSys (ours)") across 8 technical features: Decentralized, Explicit Roles, Debate, Dynamic Profiling, Decentralized Matching, Multi-Event, Validator, and Stigmergy. Each cell contains a checkmark (✓) or cross (✗) to indicate feature presence/absence, with footnotes (‡, §, †) for exceptions. ### Components/Axes - **Columns**: 1. System (e.g., CAMEL, AutoGen, MetaGPT, MAD, ToT/GoT, Voyager, SWE-agent, Self-Refine, GPTSwarm, DeepResearchAgent, ROBIN, SwarmSys) 2. Decentralized 3. Explicit Roles 4. Debate 5. Dynamic Profiling 6. Decentralized Matching 7. Multi-Event 8. Validator 9. Stigmergy ### Detailed Analysis - **Decentralized**: Only GPTSwarm (✓) and SwarmSys (✓) implement this. - **Explicit Roles**: AutoGen, MetaGPT, DeepResearchAgent, ROBIN, and SwarmSys (✓). - **Debate**: AutoGen, MAD, DeepResearchAgent, ROBIN, and SwarmSys (✓). - **Dynamic Profiling**: GPTSwarm and SwarmSys (✓). - **Decentralized Matching**: GPTSwarm and SwarmSys (✓). - **Multi-Event**: Only SwarmSys (✓). - **Validator**: MAD, DeepResearchAgent, ROBIN, and SwarmSys (✓). - **Stigmergy**: Only SwarmSys (✓). **Footnotes**: - †: MetaGPT's Validator implementation is partial. - ‡: Voyager's Dynamic Profiling is experimental. - §: ROBIN's Validator requires additional configuration. ### Key Observations 1. **SwarmSys (ours)** is the only system with all 8 features implemented. 2. **Validator** is the most widely adopted feature (4 systems), but SwarmSys is the only one combining it with all other features. 3. **Decentralized Matching** and **Multi-Event** are the rarest features, with only SwarmSys implementing both. 4. **Stigmergy** is unique to SwarmSys, suggesting a novel approach in this system. ### Interpretation The data reveals a clear gap in existing AI systems regarding decentralized coordination and multi-event handling. SwarmSys (ours) stands out as a comprehensive solution, integrating all features including stigmergy—a biologically inspired communication mechanism. The partial implementations in other systems (e.g., MetaGPT's Validator with †, Voyager's Dynamic Profiling with ‡) suggest ongoing research in these areas. The absence of Decentralized Matching and Multi-Event in most systems highlights these as critical open challenges in AI multi-agent systems research.