Questions before claims.
Evaluation and investigation are ways to find limits, not ways to hide them. We welcome independent challenge while keeping confidential implementation mechanics private.
Structure is not meaning.
Computational work explores transcription consistency, segmentation, local order and historical hypotheses. Research in progress—not a claimed decipherment.
STRUCTURAL FINDINGS: INTERNAL-PREPUBLICATION / EVIDENCE ATTACHMENT REQUIRED
SEMANTIC INTERPRETATION: NOT ESTABLISHED · HOLD
Supporting artifacts and independent replication are not attached here. A structural result may be labeled SUPPORTED only when the supporting evidence establishes that specific claim; it would still not establish a translation.
Explore the investigation01 / Corpus control
Preserve transcription and source identity
02 / Structure
Test segmentation, local order and matched nulls
03 / Reconstruction
Held-out prediction, reverse encoding, replication
Semantic status: HOLD / NOT ESTABLISHED · Evidence attachment required
Test the limits. Keep the failures.
Internal synthetic harness work explores evidence selection, contradiction handling, abstention, provenance and authorization containment. Scores are not promoted without inspectable artifacts.
INTERNAL / SYNTHETIC · EVIDENCE ATTACHMENT REQUIRED
Not official Humanity’s Last Exam.
No official independently verifiable HLE evidence is attached to this project. Internal mock exercises are not live XAELI benchmarks, product efficacy evidence, or directly comparable leaderboard results.
Reproducible protocolsEvidence required
Item-level recordsEvidence required
Failure analysisEvidence required
Independent replicationEvidence required
Related investigation & collaboration
Linear A and Rongorongo are secondary structural research tracks, not verified translations. University testing and independent validation are invited, not claimed partnerships.
Bring a falsifiable question.
We welcome research collaboration, university testing and independent evaluation. No affiliations or completed validation are implied.