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Buildability / Receipt

Towards Effective In-context Cross-domain Knowledge Transfer via Domain-invariant-neurons-based Retrieval

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

Ready for execution: Towards Effective In-context Cross-domain Knowledge Transfer via Domain-invariant-neurons-based Retrieval

/buildability/towards-effective-in-context-cross-domain-knowledge-transfer-via-domain-invariant-neurons-based-retrieval

Build Nowready

Subject: Towards Effective In-context Cross-domain Knowledge Transfer via Domain-invariant-neurons-based Retrieval

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.

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/towards-effective-in-context-cross-domain-knowledge-transfer-via-domain-invariant-neurons-based-retrieval

Paper ref

towards-effective-in-context-cross-domain-knowledge-transfer-via-domain-invariant-neurons-based-retrieval

arXiv id

2604.05383

Freshness

Generated at

2026-04-08T03:22:09.832Z

Evidence freshness

fresh

Last verification

2026-04-08T03:22:09.832Z

Sources

0

References

0

Coverage

0%

Hash state

Lineage hash

c9fcd7c2ed515fc4ee14e7eafa359eeb86ad365784c89991230322c2e18a4e34

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

Missing proof, requirement, signature, approval, adoption, or telemetry fields are blockers and must not be inferred.

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.