SOCIAL MEDIA
Pre-publish toxicity audit of the scheduled reply queue
Before queued replies go out, each is toxicity-scored by HuggingFace; failing items are pulled from the queue and flagged in Airtable while passing items publish on schedule.
How it runs
The automated pipeline, trigger to output.
- TriggerScheduled queue dispatch due
- ActionRead pending replies from Airtable queueAirtable
- ActionScore each reply for toxicity (HuggingFace)Hugging Face
- LogicSplit batch into pass / fail by threshold
- ActionPublish passing repliesSocial publishing
- OutputFlag failing rows as held in AirtableAirtable
What it does
This workflow audits a queue of pre-written, scheduled replies right before they publish. Drafts often sit in a queue for hours after a human wrote them. This step re-checks every item against a HuggingFace toxicity classifier at send time, so a reply that reads differently in the current context, or was edited carelessly, gets caught. Passing items publish; failing items are held back and marked for review.
When to use it
Use it when a team batches and schedules replies ahead of time and you want a final automated gate at publish time rather than trusting the state of the draft when it was written.
How it works
- 1A schedule trigger fires when the next batch of queued replies is due.
- 2The pending replies are read from an Airtable queue.
- 3HuggingFace scores each reply for toxicity.
- 4A logic step splits the batch into pass and fail sets by threshold.
- 5Passing replies publish to their target platforms.
- 6Failing replies have their Airtable row flagged held with the score for a human to review.
Set it up
What you configure once, before turning it on.
- 1Connect AirtableBases, tables, views, automations.
- 2Connect Hugging FaceModels, datasets, spaces — the open-source hub.
- 3Connect Social publishingCross-post to X, LinkedIn, Instagram, TikTok, and 4 more in one call.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run this workflow in your colony.
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