Is the ‘open-source AI is catching up’ claim true for frontier models?

What you can do now: review the quality checklist and prepare a source URL, relevance context, and relationship disclosure.

What requires sign-in: queue evidence for human moderation and see owner-scoped status or clarification follow-up.

This summary is informational. Submissions go to human editors before they can affect public pages.

This checklist does not score, accept, reject, or publish anything automatically.

Sign in before queueing evidence for editor review.

Submitter next step: Prepare a source URL, relevance context, and relationship disclosure before signing in.

This readiness guidance is informational; editors still review submissions before use.

• Title: name the concrete source or evidence packet.
• URL: use the primary source link editors should inspect.
• Why it matters: connect the source to this topic's question, claim, or context.
• Relationship: disclose whether you are a reader, author, vendor, interested party, or anonymous tipster.

These field tips help you prepare a clearer submission; editors still review every item before use.

• Title: incomplete
• Evidence URL: incomplete
• Why it matters: incomplete
• Source relationship: incomplete

Add all required fields before the queue button can enable.

This summary only helps you review your answers before sending them to editors.

Submitter action: resolve sign-in, profile, topic, field, or length blockers before queueing.

Manual review expectation: editors still review every queued row before it can affect evidence or dossiers.

This confidence guide helps you decide how much context to include; editors still make the review decision.

• Title 0/140
• Evidence URL 0/500
• Why it matters 0/1000
• Source relationship 0/160

All field lengths are within the current local limits.

Length guidance only; editors still review the submitted context before it can be used.

Title and URL stay paired before duplicate context.

Relevance and disclosure stay paired before relationship preview.

1. Queued for moderation: the evidence row waits for human review.
2. Editor checks source, relevance, duplicate context, and relationship disclosure: no automated scoring decides the outcome.
3. Possible clarification request: editors may ask the original submitter for more context.
4. Accepted or rejected with submitter-visible outcome: final moderation stays manual.

This summary explains the human review path before you submit.

• Status and clarification follow-up are scoped to the signed-in submitter.
• Public readers do not receive admin controls or private submitter details from this form.
• Editors review the disclosure context manually before any accepted or rejected outcome.

This summary explains who can see submission status after sign-in.

• The form clears and a success message confirms the row is waiting for human moderation.
• Your signed-in status tracker can show owner-scoped follow-up after profile and topic readiness.
• Clarification requests, accepted outcomes, and rejected outcomes stay manual editor decisions.

This guidance explains what happens after you send evidence to editors.

• They may request clarification from the original signed-in submitter.
• Respond from the owner-scoped clarification surface after sign-in.
• Evidence still needs editor resolution before acceptance or rejection.

This guidance explains how editors may ask for more context.

A duplicate-looking link can still help if it adds new context, stronger disclosure, or a materially different source package.

This guidance explains how duplicate-looking links are reviewed.

• Primary or original: source material, filings, datasets, transcripts, or first-party statements.
• Corroborating: reputable coverage or analysis that helps verify or contextualize the claim.
• Weak or context-only: summaries, screenshots, promotional pages, or opinion without clear verification hooks.

Editors still make source-quality judgments manually before any accepted or rejected outcome.

This guidance helps you describe why the source is useful for editors.

• Accepted means editors found the evidence useful enough to attach to the topic or dossier workflow.
• Rejected means editors resolved the row without using it.
• Signed-in submitters may see accepted or rejected outcomes in their owner-scoped status tracker.

This guidance explains possible human review outcomes.

• Re-read source quality: primary/original, corroborating, or weak/context-only.
• Re-read relevance: why this evidence matters for the topic.
• Re-read relationship disclosure so editors understand your source relationship.
• Re-read duplicate context and explain what is new if the link looks familiar.
• Re-read expected follow-up: owner-scoped status, possible clarification, and manual accepted/rejected outcomes.

This guidance helps you package evidence clearly for editors.

• Editors check source identity: who produced or controls the material.
• Editors check provenance: where the material came from and whether it can be traced.
• Editors check corroboration against other evidence or context when available.
• Editors check conflict or disclosure context before relying on the submission.
• Editors check topic relevance before using the evidence in the workflow.

This guidance helps you explain credibility; editors still verify before use.