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/can-ai-scientist-agents-learn-from-lab-in-the-loop-feedback-evidence-from-iterative-perturbation-discovery
Subject: Can AI Scientist Agents Learn from Lab-in-the-Loop Feedback? Evidence from Iterative Perturbation Discovery
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.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
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.
Receipt path
/buildability/can-ai-scientist-agents-learn-from-lab-in-the-loop-feedback-evidence-from-iterative-perturbation-discovery
Paper ref
can-ai-scientist-agents-learn-from-lab-in-the-loop-feedback-evidence-from-iterative-perturbation-discovery
arXiv id
2603.26177
Generated at
2026-03-30T21:57:28.809Z
Evidence freshness
stale
Last verification
2026-03-30T21:57:28.809Z
Sources
3
References
35
Coverage
50%
Lineage hash
d40913156048e9be9281bce3d2067ac1fd53109aafe1550f8113fe6a3eadc50f
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
proof_status