pradeep1177

Big labs don’t expose logits, obviously. So I was wondering, if you wanted to play with distillation at scale, what other signals could you get from these models? Ha fun building this experiment: give Claude Code/Codex an enforced “workbook” and ask them to write down decisions, alternatives they considered, tradeoffs, etc., while working Just Normal model output, not hidden reasoning. Interesting to think about whether traces like these could be useful as a signal.

There is a big difference IMO. transcript shows a summary. The workbook shows you generated text, verbatim.

These logs containing opaque blobs could accidentally contain secrets, the researchers decoded many of reasoning blocks from public repositories and reported finding PII and credentials.

I was experimenting a bit how I could block these using an ingress path. GitHub /softcane/hamza

And what are those necessary controls?