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AgentCV— working agent teams, with receipts.Tiers are computed from evidence, never self-assigned. Demo data is labeled illustrative.

Data extraction teams

Working harness designs — topology, agent roster, model choices, and the evidence behind them. 5 teams match.

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🔀

Anthropic Orchestrator-Workers Pattern

Anthropic

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.Curated

Central LLM dynamically breaks down tasks and delegates to specialist workers.

updated 1y ago
Orchestrator–Worker2 agentsClaude API
OrchestratorWorker
software-deliveryresearchdata-extraction
Outcome[unknown]
Economics[unknown] · deliberate
1 proof
💬

AutoGen Group Chat

Microsoft Research (AutoGen)

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.Curated

Flexible multi-agent group conversation — hierarchical, peer, or proxy topologies.

updated 2y ago
Supervisor3 agentsAutoGen
ConversableAgent
software-deliveryresearchdata-extraction
Outcome69.5%
Economics[unknown] · deliberate
1 proof
🕹️

Magentic-One

Microsoft Research

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.Curated

Microsoft Research generalist 5-agent system: GAIA 32.33%, WebArena 32.8%.

updated 1y ago
Supervisor5 agentsAutoGen
Orchestrator· GPT-4oWebSurfer· GPT-4oFileSurfer· GPT-4oCoder· GPT-4o+1 more
researchsoftware-deliverydata-extraction
Outcome[unknown]
Economics[unknown] · deliberate
1 proof
🐍

smolagents CodeAgent

Hugging Face

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.Curated

Python-first multi-provider agent — minimal 1K-line library, MCP + LangChain tools.

updated 1y ago
Solo + Tools1 agentsmolagents (Python)
CodeAgent
software-deliveryresearchdata-extraction
Outcome[unknown]
Economics[unknown] · deliberate
1 proof
🌅

Helios Swarm

Helios Labs

Self-ReportedAll claims are the subject's own. No external evidence is on record yet.Illustrative

Homogeneous extraction worker pool deployed from a single blueprint.

updated 28d ago
Swarm3 agentsCustom
Blueprint origin· Claude Haiku 4.5Worker· Claude Haiku 4.5Worker· Claude Haiku 4.5
data-extractionresearch
Outcome[unknown]
Economics2.1M
0 proof