First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows

First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
References: 44
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 first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows | Route /signal-canvas/first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows",
    "query_text": "Summarize First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows",
  "normalized_query": "2604.18038",
  "route": "/signal-canvas/first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows",
  "paper_ref": "first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: 44

Proof: Verification pending

Freshness state: computing

Source paper: First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows

PDF: https://arxiv.org/pdf/2604.18038v1

Source count: 3

Coverage: 67%

Last proof check: 2026-04-21T02:39:30.080Z

Signal Canvas receipt window

Watch and verify: First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows

/buildability/first-do-no-harm-with-llms-mitigating-racial-bias-via-agentic-workflows

Watchwatch

Subject: First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows

Verdict

Watch

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

First, Do No Harm (With LLMs): Mitigating Racial Bias via Agentic Workflows

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