TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks

TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-10
Score updated: 2026-04-09
Score fresh until: 2026-05-09
References: 73
Source count: 3
Coverage: 67%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks | Route /signal-canvas/teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks

MCP example

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    "query_text": "Summarize TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks"
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source_context

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  "topic_slug": null,
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}

Evidence Receipt

Route status: building

Claims: 0

References: 73

Proof: Verification pending

Freshness state: computing

Source paper: TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks

PDF: https://arxiv.org/pdf/2604.06765v1

Source count: 3

Coverage: 67%

Last proof check: 2026-04-10T00:14:50.775Z

Signal Canvas receipt window

Watch and verify: TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks

/buildability/teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks

Watchwatch

Subject: TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks

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