CONTENT CREATION
Nightly Back-Translation Drift Digest to Slack
Runs every night against the main branch, back-translates the strings changed in the last 24 hours.
How it runs
The automated pipeline, trigger to output.
- TriggerNightly schedule fires
- ActionCollect strings changed in last 24h on mainGitHub
- ActionBack-translate changed strings to sourceOpenAI
- LogicKeep only entries above drift threshold
- OutputPost drift digest to loc-team Slack channelSlack
What it does
On a nightly schedule it finds the translated strings that changed in the past day, back-translates each to the source language, and posts a concise Slack digest summarizing how many strings shipped, how many drifted, and the specific entries that need a human look.
When to use it
Use it when localization changes land continuously and you want a low-friction daily heartbeat instead of blocking every PR. It keeps the loc team aware of accumulating drift without anyone manually diffing catalogs each morning.
How it works
- 1A nightly schedule fires (e.g. 6am in the team's timezone).
- 2The flow queries GitHub for commits to the default branch in the last 24 hours that touched locale files and collects the changed target strings.
- 3Each changed string is back-translated to the source language by the LLM.
- 4A logic step compares against the source and keeps only entries that exceed the drift threshold.
- 5If any drift is found, a formatted digest is posted to the loc-team Slack channel with counts and a bulleted list of strings to review; a clean run posts a short all-clear.
Set it up
What you configure once, before turning it on.
- 1Connect GitHubRepos, issues, pull requests, actions.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect SlackChannels, DMs, threads, mentions.
- 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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