Buildability / Receipt
Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
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
Not build-ready: Random Is Hard to Beat: Active Selection in online DPO with Modern LLMs
/buildability/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
Subject: Random Is Hard to Beat: Active Selection in online DPO with Modern 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.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
Receipt path
/buildability/random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
Paper ref
random-is-hard-to-beat-active-selection-in-online-dpo-with-modern-llms
arXiv id
2604.02766
Freshness
Generated at
2026-04-06T20:17:43.292Z
Evidence freshness
fresh
Last verification
2026-04-06T20:17:43.292Z
Sources
0
References
0
Coverage
0%
Hash state
Lineage hash
8c70315b20c142cbe65a5122b0cdc9be0f242e8e5eab45ae7fc442b10ce5c9e8
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: paper_evidence_receipts.references_count
- Missing: paper_evidence_receipts.coverage
- Unknown: Canonical evidence receipt has not been materialized yet.
Some score or evidence fields are outside the preferred freshness window.
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
Truth Boundary
External gate remains unresolved for live deployment claims.
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.