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/caution-knowing-when-to-trust-llms-for-ensemble-causal-discovery
Subject: CauTion: Knowing When to Trust LLMs for Ensemble Causal Discovery
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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": 32, "author": "Bo Peng; Kaiwen Wu; Sirui Chen; Zhiheng Wang; Yu Qiao; Chaochao Lu"
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": 32, "author": "Bo Peng; Kaiwen Wu; Sirui Chen; Zhiheng Wang; Yu Qiao; Chaochao Lu", "title": "CauTion: Knowing When to Trust LLMs for Ensemble Causal Discovery", "creation date": null, "modification date": null, "kids": []}
Inference
{"file name": "input.pdf", "number of pages": 32, "author": "Bo Peng; Kaiwen Wu; Sirui Chen; Zhiheng Wang; Yu Qiao; Chaochao Lu", "title": "CauTion: Knowing When to Trust LLMs for Ensemble Causal Discovery", "creation date": null, "modification date": null, "kids": []}
Hardware
{"file name": "input.pdf", "number of pages": 32, "author": "Bo Peng; Kaiwen Wu; Sirui Chen; Zhiheng Wang; Yu Qiao; Chaochao Lu", "title": "CauTion: Knowing When to Trust LLMs for Ensemble Causal Discovery", "creation date": null, "modification date": null, "kids": []}
Receipt path
/buildability/caution-knowing-when-to-trust-llms-for-ensemble-causal-discovery
Paper ref
caution-knowing-when-to-trust-llms-for-ensemble-causal-discovery
arXiv id
2606.03602
Generated at
2026-06-03T20:32:58.702Z
Evidence freshness
fresh
Last verification
2026-06-03T20:32:58.702Z
Sources
4
References
0
Coverage
83%
Lineage hash
aeceb18331b259b2ce34ddb83f2fb9cfed905fdbb1bf3198d72194f8575114b0
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.
Canonical opportunity-kernel evidence is available for this receipt window.
references