TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks
- 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
TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks
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-tasksMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks",
"query_text": "Summarize TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks",
"normalized_query": "2604.06765",
"route": "/signal-canvas/teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks",
"paper_ref": "teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 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
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.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks
Paper ref
teamllm-a-human-like-team-oriented-collaboration-framework-for-multi-step-contextualized-tasks
arXiv id
2604.06765
Freshness
Generated at
2026-04-10T00:14:50.775Z
Evidence freshness
stale
Last verification
2026-04-10T00:14:50.775Z
Sources
3
References
73
Coverage
67%
Hash state
Lineage hash
ef196006e65747ff15deaf2f5ac87f6002b9ec4a2c026bfdf287ca0f606f5e89
Canonical opportunity-kernel lineage hash.
Signature state
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Blockers
- Missing: repo_url
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
73 refs / 3 sources / Verification pending
repo_url
proof_status
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
TeamLLM: A Human-Like Team-Oriented Collaboration Framework for Multi-Step Contextualized Tasks
Canonical Paper Receipt
Last verification: 2026-04-10T00:14:50.775ZFreshness: stale
Proof: unverified
Repo: missing
References: 73
Sources: 3
Coverage: 67%
- - repo_url
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
No public claim map is available for this paper yet.
Startup potential card
Related Resources
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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