Proposal: Real-time Telemetry Channel for AI Safety Filters
Hmm… I’m assuming this is mainly about Hugging Face Forum moderation. If that’s the intended scope, I think the idea could be made more concrete like this:
I would frame this less as a general “AI safety filter” proposal and more as a moderation telemetry / triage layer for the forum.
The core idea would be:
Keep strong anti-spam defenses, but make their false-positive side effects more observable and easier to review.
So rather than:
“AI reverses moderation decisions.”
I think the safer version is:
“AI helps detect likely false-positive candidates, summarizes why they may deserve review, surfaces them to moderators, records the final moderator outcome, and feeds aggregate patterns back into filter tuning.”
That seems useful because the UX problem is often not only “my post was blocked.” It is also:
- “I do not know why it was blocked.”
- “I do not know whether it is under review.”
- “I do not know whether anyone needs to be notified.”
- “I do not know whether reposting would make things worse.”
So the goal would not be to weaken moderation filters. The goal would be to keep the filters strong while reducing the user-facing damage from false positives.
A compact version of the loop might be:
| Step | Purpose |
|---|---|
| Moderation-positive event | A post is flagged, hidden, delayed, or queued |
| Telemetry record | Store minimal structured metadata about the event |
| AI / heuristic triage | Mark it as likely spam, likely false positive, uncertain, or needs review |
| Moderator surface | Prioritize likely false positives or unusual clusters |
| Outcome logging | Record restored / confirmed spam / unresolved |
| Aggregate feedback | Detect noisy rules, fragile patterns, or regressions after filter changes |
This would not replace existing reporting paths or human moderation. It would complement them by making likely false positives easier to notice.
Discourse already has adjacent concepts here, such as AI spam detection, AI triage, review queues, automation, webhooks, and scan logs. So the interesting question may be less:
“Can this exist?”
and more:
“What is the smallest telemetry loop that would actually help HF Forum moderators, maintainers, and users?”
Possible implementation sketch (click for more details)
So I think the strongest version of the proposal is:
A lightweight observability and triage layer for HF Forum moderation false positives.
That is narrower than “real-time telemetry for AI safety filters,” but probably more actionable.
It would help HF keep strong anti-spam filtering while giving moderators and maintainers better visibility into where legitimate posts are getting caught.
Discussion in the ATmosphere