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/how-transformers-learn-to-plan-via-multi-token-prediction
Subject: How Transformers Learn to Plan via Multi-Token Prediction
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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/how-transformers-learn-to-plan-via-multi-token-prediction
Paper ref
how-transformers-learn-to-plan-via-multi-token-prediction
arXiv id
2604.11912
Generated at
2026-04-15T16:48:15.662Z
Evidence freshness
stale
Last verification
2026-04-15T16:48:15.662Z
Sources
3
References
0
Coverage
50%
Lineage hash
b5ae5af1b76eff3ccbea714c02d853b0e1ae5afaa2a118c8abefd896295231c6
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