SOCIAL MEDIA
CEO-agent reply drafting with dual sentiment-and-toxicity gate
An agent triages high-stakes mentions, drafts a brand-aligned reply, and runs it through HuggingFace sentiment and toxicity checks plus a human Slack sign-off before any…
How it runs
The automated pipeline, trigger to output.
- TriggerHigh-priority mention flaggedHTTP webhook
- ActionAgent drafts brand-aligned reply
- ActionToxicity score (HuggingFace)Hugging Face
- ActionSentiment / tone check (HuggingFace)Hugging Face
- LogicBoth gates pass?
- ActionHuman sign-off in SlackSlack
- OutputAuto-publish approved replySocial publishing
What it does
This is an agent-driven workflow for sensitive, high-visibility mentions where a wrong reply is a PR incident. The agent reads the mention in context, drafts a reply aligned to brand guidelines, then subjects that draft to two HuggingFace checks: a toxicity score and a sentiment read to confirm the tone matches the intended posture. Only drafts that clear both gates and a human Slack approval are published.
When to use it
Use it for journalist queries, viral complaints, or executive-tagged mentions where speed matters but the bar for tone is high. The dual gate catches both overtly toxic language and replies that are technically clean but land in the wrong emotional register.
How it works
- 1A flagged high-priority mention arrives via webhook.
- 2The agent gathers context and drafts a brand-aligned reply.
- 3HuggingFace scores the draft for toxicity.
- 4HuggingFace classifies the draft's sentiment to verify intended tone.
- 5A logic step requires both checks to pass.
- 6A passing draft is posted to Slack for a named human approver.
- 7On approval, the reply auto-publishes to the platform.
Set it up
What you configure once, before turning it on.
- 1Connect HTTP webhookTrigger any URL on agent actions.
- 2Connect Hugging FaceModels, datasets, spaces — the open-source hub.
- 3Connect SlackChannels, DMs, threads, mentions.
- 4Connect Social publishingCross-post to X, LinkedIn, Instagram, TikTok, and 4 more in one call.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.
Run this workflow in your colony.
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