Buildability / Receipt
This public receipt window renders only fields present in the canonical receipt object, deterministic fixture receipt, or canonical evidence receipt. Missing compute, demo, hash, signature, approval, telemetry, and adoption fields stay explicit.
Public buildability page receipt window
/buildability/talking-to-a-know-it-all-gpt-or-a-second-guesser-claude-how-repair-reveals-unreliable-multi-turn-behavior-in-llms
Subject: Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Data
{"file name": "input.pdf", "number of pages": 14, "author": "Clara Lachenmaier; Hannah Bultmann; Sina Zarrie\u00df"
Truth Boundary
Buildability surfaces only report computed viability and proof receipts. They do not claim live production usage, pilot outcomes, founder sign-off, public Brier calibration, judge divergence, or external adoption unless explicitly sourced.
Compute
{"file name": "input.pdf", "number of pages": 14, "author": "Clara Lachenmaier; Hannah Bultmann; Sina Zarrie\u00df", "title": "Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 14, "author": "Clara Lachenmaier; Hannah Bultmann; Sina Zarrie\u00df", "title": "Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 14, "author": "Clara Lachenmaier; Hannah Bultmann; Sina Zarrie\u00df", "title": "Talking to a Know-It-All GPT or a Second-Guesser Claude? How Repair reveals unreliable Multi-Turn Behavior in LLMs", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/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
arXiv id
2604.19245
Generated at
2026-04-22T02:15:59.548Z
Evidence freshness
stale
Last verification
2026-04-22T02:15:59.548Z
Sources
3
References
0
Coverage
50%
Lineage hash
7a7595bda01e3849c7fee010a48d84ceb0cb0417991f939cc4f2fb36d85f19fb
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Some score or evidence fields are outside the preferred freshness window.
repo_url
references