CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures

CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures

stale

Proof freshness: stale
Proof status: unverified
Display score: 0/10
Last proof check: 2026-05-27
Score updated: 2026-05-26
Score fresh until: 2026-06-25
References: 0
Source count: 3
Coverage: 50%

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 causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures | Route /signal-canvas/causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures",
    "query_text": "Summarize CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures",
  "normalized_query": "2605.25338",
  "route": "/signal-canvas/causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures",
  "paper_ref": "causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures",
  "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: CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures

PDF: https://arxiv.org/pdf/2605.25338v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-27T00:08:09.950Z

Signal Canvas receipt window

Not build-ready: CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures

/buildability/causalflow-causal-attribution-and-counterfactual-repair-for-llm-agent-failures

Ignoreblocked

Subject: CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures

Verdict

Ignore

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

CausalFlow: Causal Attribution and Counterfactual Repair for LLM Agent Failures

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