Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs

Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-22
Score updated: 2026-04-22
Score fresh until: 2026-05-22
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 talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms | Route /signal-canvas/talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms",
    "query_text": "Summarize Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs",
  "normalized_query": "2604.19245",
  "route": "/signal-canvas/talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms",
  "paper_ref": "talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms",
  "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: Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs

PDF: https://arxiv.org/pdf/2604.19245v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-22T02:15:59.548Z

Signal Canvas receipt window

Not build-ready: Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs

/buildability/talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms

Ignoreblocked

Subject: Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs

Verdict

Ignore

Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface