CONTENT CREATION
Evergreen Post Refresh: Source-Update Cascade Rewrite
When a watched authoritative source publishes a new figure, finds every post that cites it, rewrites the affected passages with the updated number.
How it runs
The automated pipeline, trigger to output.
- TriggerSchedule re-checks watched sources
- ActionScrape source and detect figure changes (LLM)Firecrawl
- LogicStop if no source figure changed
- ActionFind all repo files citing the sourceGitHub
- ActionRewrite affected passages with new figure (LLM)OpenAI
- OutputOpen GitHub pull request with all editsGitHub
What it does
Flips the refresh model: instead of auditing posts, it watches the sources. When a tracked authority (an industry report, a pricing page, a government dataset) updates a number, the workflow cascades that change into every article that cites it and proposes the edits as one reviewable pull request.
When to use it
Many of your evergreen posts lean on a handful of canonical sources. When one of those sources updates, you want the change propagated everywhere at once — not rediscovered post by post months later.
How it works
- 1A schedule re-checks each watched source page.
- 2Firecrawl scrapes the source and an LLM detects whether its key figure changed.
- 3A logic step stops the run if no source changed.
- 4Search the content repo for all markdown files citing the changed source.
- 5The LLM rewrites each affected passage with the new figure and updated date.
- 6Open a GitHub pull request bundling every edited file for editorial review.
Set it up
What you configure once, before turning it on.
- 1Connect FirecrawlCrawl, scrape, structured extract.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect GitHubRepos, issues, pull requests, actions.
- 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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