PithTrain: A Compact and Agent-Native MoE Training System

PithTrain: A Compact and Agent-Native MoE Training System | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/pithtrain-a-compact-and-agent-native-moe-training-system

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-06-01
Score updated: 2026-06-01
Score fresh until: 2026-07-01
References: 0
Source count: 4
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 pithtrain-a-compact-and-agent-native-moe-training-system | Route /signal-canvas/pithtrain-a-compact-and-agent-native-moe-training-system

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/pithtrain-a-compact-and-agent-native-moe-training-system

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "pithtrain-a-compact-and-agent-native-moe-training-system",
    "query_text": "Summarize PithTrain: A Compact and Agent-Native MoE Training System"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "PithTrain: A Compact and Agent-Native MoE Training System",
  "normalized_query": "2605.31463",
  "route": "/signal-canvas/pithtrain-a-compact-and-agent-native-moe-training-system",
  "paper_ref": "pithtrain-a-compact-and-agent-native-moe-training-system",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: PithTrain: A Compact and Agent-Native MoE Training System

PDF: https://arxiv.org/pdf/2605.31463v1

Repository: https://github.com/mlc-ai/pith-train

Source count: 4

Coverage: 67%

Last proof check: 2026-06-01T20:26:40.340Z

Signal Canvas receipt window

Not build-ready: PithTrain: A Compact and Agent-Native MoE Training System

/buildability/pithtrain-a-compact-and-agent-native-moe-training-system

Ignoreblocked

Subject: PithTrain: A Compact and Agent-Native MoE Training System

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

PithTrain: A Compact and Agent-Native MoE Training System

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