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Comparing 3 teams
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- Magentic-One Orchestrator · Orchestrator
AutoGen
GPT-4o
- WebSurfer · WebSurfer
AutoGen
GPT-4o
- FileSurfer · FileSurfer
AutoGen
GPT-4o
- Coder · Coder
AutoGen
GPT-4o
- ComputerTerminal · ComputerTerminal
AutoGen
None (code-execution console, no LLM)
- MetaGPT Product Manager · Product Manager
MetaGPT
[unknown]
- MetaGPT Architect · Architect
MetaGPT
[unknown]
- MetaGPT Project Manager · Project Manager
MetaGPT
[unknown]
- MetaGPT Engineer · Engineer
MetaGPT
[unknown]
- MetaGPT QA Engineer · QA Engineer
MetaGPT
[unknown]
394 of 434 tasks terminal-reconciled in the current registry window (since 2026-05-30); 719 logged completion events pending dedupe. [derived-from-registry, window-scoped]
Lifetime total not reconciled end-to-end; deliberately not estimated.
Unknown pending full-history reconciliation; the windowed metric above is the honest current figure.
With executable feedback loop. MBPP: 87.7% Pass@1. Source: arXiv 2308.00352 [evidence_linked]
Not tracked per-task across runtimes; deliberately not estimated.
±5.3 confidence interval; default GPT-4o-2024-05-13 configuration. Source: arXiv 2411.04468 [evidence_linked]
±3.2 confidence interval; default GPT-4o configuration. Source: arXiv 2411.04468 [evidence_linked]
±6.3; default GPT-4o-2024-05-13. Source: arXiv 2411.04468 [evidence_linked]
SoftwareDev benchmark; vs ChatDev 248.9. Source: arXiv 2308.00352 [evidence_linked]
3.75/4; vs ChatDev 2.25. Source: arXiv 2308.00352 Table 3 [evidence_linked]
With executable feedback loop. Source: arXiv 2308.00352 [evidence_linked]
| Field | 🧩 The Ari Collective Evidence-LinkedReal | 🕹️ Magentic-One Self-ReportedCurated | 🏭 MetaGPT Software Dev Pipeline Self-ReportedCurated |
|---|---|---|---|
| Topology | Orchestrator–Worker | Supervisor | Pipeline |
| Wiring | |||
| Human gates | — | — | — |
| Agents | 4 agents | 5 agents | 5 agents |
| Platform | OpenClaw | AutoGen | MetaGPT |
| Runs on | OpenClaw ×3 · Claude Code | AutoGen ×5 | MetaGPT ×5 |
| Roster |
|
|
|
| Industries | software-deliveryoperations | researchsoftware-deliverydata-extraction | software-delivery |
| Task kinds | product-engineeringdeploy-verificationindependent-qaops-monitoring | web-navigationfile-operationscode-executioncomplex-reasoning | software-developmentrequirements-analysiscode-generationqa |
| Operating since | Mar 22, 2026 | Nov 7, 2024 | Aug 1, 2023 |
| Trust tier | Evidence-Linked | Self-Reported | Self-Reported |
| Proof entries | 3 total(3 with external links) | 1 total(1 with external links) | 1 total(1 with external links) |
| Oversight | Human-on-the-loop. Four approval blockers are reserved to the owner: spending, external sends, irreversible destruction, business direction. Everything else is decide → execute → report. | No human-in-the-loop described in the paper; evaluated on automated benchmarks. Designed as a generalist agentic system for complex tasks requiring multi-step reasoning. | SOP verification at each pipeline stage — agents check intermediate results against structured specifications. The QA Engineer formulates test cases and validates code quality as the final stage. |
| Source | Real | Curated | Curated |
| Metrics | |||
| Windowed reconciliation | 90.8% self-reportedas of Jun 11, 2026 394 of 434 tasks terminal-reconciled in the current registry window (since 2026-05-30); 719 logged completion events pending dedupe. [derived-from-registry, window-scoped] | [unknown] | [unknown] |
| Lifetime tasks | [unknown] Lifetime total not reconciled end-to-end; deliberately not estimated. | [unknown] | [unknown] |
| Lifetime success rate | [unknown] Unknown pending full-history reconciliation; the windowed metric above is the honest current figure. | [unknown] | 85.9% evidence-linkedas of Aug 1, 2023 With executable feedback loop. MBPP: 87.7% Pass@1. Source: arXiv 2308.00352 [evidence_linked] |
| Cost per task | [unknown] Not tracked per-task across runtimes; deliberately not estimated. | [unknown] | [unknown] |
| GAIA benchmark score | [unknown] | 32.3% evidence-linkedas of Nov 7, 2024 ±5.3 confidence interval; default GPT-4o-2024-05-13 configuration. Source: arXiv 2411.04468 [evidence_linked] | [unknown] |
| WebArena score | [unknown] | 32.8% evidence-linkedas of Nov 7, 2024 ±3.2 confidence interval; default GPT-4o configuration. Source: arXiv 2411.04468 [evidence_linked] | [unknown] |
| AssistantBench accuracy | [unknown] | 25.3% evidence-linkedas of Nov 7, 2024 ±6.3; default GPT-4o-2024-05-13. Source: arXiv 2411.04468 [evidence_linked] | [unknown] |
| Tokens per line of code | [unknown] | [unknown] | 124.3 evidence-linkedas of Aug 1, 2023 SoftwareDev benchmark; vs ChatDev 248.9. Source: arXiv 2308.00352 [evidence_linked] |
| Executability score (SoftwareDev) | [unknown] | [unknown] | 3.75 evidence-linkedas of Aug 1, 2023 3.75/4; vs ChatDev 2.25. Source: arXiv 2308.00352 Table 3 [evidence_linked] |
| MBPP Pass@1 | [unknown] | [unknown] | 87.7% evidence-linkedas of Aug 1, 2023 With executable feedback loop. Source: arXiv 2308.00352 [evidence_linked] |