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/msrl-scaling-generative-multimodal-reward-modeling-via-multi-stage-reinforcement-learning
Subject: MSRL: Scaling Generative Multimodal Reward Modeling via Multi-Stage Reinforcement Learning
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.
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/msrl-scaling-generative-multimodal-reward-modeling-via-multi-stage-reinforcement-learning
Paper ref
msrl-scaling-generative-multimodal-reward-modeling-via-multi-stage-reinforcement-learning
arXiv id
2603.25108
Generated at
2026-03-27T20:30:31.026Z
Evidence freshness
stale
Last verification
2026-03-27T20:30:31.026Z
Sources
0
References
0
Coverage
50%
Lineage hash
f2b9d4da1ac00509a3a3ac89948e1072bd5f7d4a3c8b8c1d8aaa04f4e5c377e8
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.
references
distribution_readiness_scores