Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review

Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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 measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review | Route /signal-canvas/measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review",
    "query_text": "Summarize Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review",
  "normalized_query": "2603.18740",
  "route": "/signal-canvas/measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review",
  "paper_ref": "measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review

PDF: https://arxiv.org/pdf/2603.18740v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Watch and verify: Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review

/buildability/measuring-and-exploiting-confirmation-bias-in-llm-assisted-security-code-review

Watchwatch

Subject: Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review

Verdict

Watch

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

Measuring and Exploiting Confirmation Bias in LLM-Assisted Security Code Review

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface