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/pc-layer-polynomial-weight-preconditioning-for-improving-llm-pre-training
Subject: PC Layer: Polynomial Weight Preconditioning for Improving LLM Pre-Training
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
2.90 Transformer Baseline Transformer w/ PC Layer (level 4) 2.85 Transformer w/ PC Layer (overflatten poly.) 2.80 ValidationLoss 2.75 2.70 2.65 2.60 2
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
2.90 Transformer Baseline Transformer w/ PC Layer (level 4) 2.85 Transformer w/ PC Layer (overflatten poly.) 2.80 ValidationLoss 2.75 2.70 2.65 2.60 2.55 0 10 20 30 40 50 60 Total Tokens Trained (B) 2.70 2.65 ValidationLoss 2.60 2.55 2
Inference
2.90 Transformer Baseline Transformer w/ PC Layer (level 4) 2.85 Transformer w/ PC Layer (overflatten poly.) 2.80 ValidationLoss 2.75 2.70 2.65 2.60 2.55 0 10 20 30 40 50 60 Total Tokens Trained (B) 2.70 2.65 ValidationLoss 2.60 2.55 2
Hardware
2.90 Transformer Baseline Transformer w/ PC Layer (level 4) 2.85 Transformer w/ PC Layer (overflatten poly.) 2.80 ValidationLoss 2.75 2.70 2.65 2.60 2.55 0 10 20 30 40 50 60 Total Tokens Trained (B) 2.70 2.65 ValidationLoss 2.60 2.55 2
Receipt path
/buildability/pc-layer-polynomial-weight-preconditioning-for-improving-llm-pre-training
Paper ref
pc-layer-polynomial-weight-preconditioning-for-improving-llm-pre-training
arXiv id
2606.06470
Generated at
2026-06-06T11:26:34.660Z
Evidence freshness
fresh
Last verification
2026-06-06T11:26:34.660Z
Sources
4
References
0
Coverage
83%
Lineage hash
31404eb5a7e0d9d6637f68cd58a1c58e973a5cbae00ece44bd66042e3b8f4dbd
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