x-algorithmlisted

# X Algorithm ## How To Use This Skill This skill is self-contained. Use the bundled references when the original X algorithm repository is not installed. For post creation or review, load `references/post-strategy.md` first. Treat it as evidence-grounded guidance, not a promise of reach. Default to direct, specific, ready-to-post writing that matches the user's requested voice. Do not claim exact production weights, private ranking rules, or guaranteed distribution. For engineering work, use the architecture references to understand, explain, or modify the X For You recommendation stack: Home Mixer orchestration, Phoenix retrieval/ranking, Thunder in-network serving, Grox content-understanding tasks, candidate pipelines, ads, filters, hydrators, scorers, selectors, or side effects. ## Reference Map - Post creation and review guidance: [references/post-strategy.md](references/post-strategy.md) - Full architecture and workflow: [references/overview.md](references/overview.md) - Pipeline execution model and stage ordering: [references/pipeline.md](references/pipeline.md) - Subsystem details for Home Mixer, Phoenix, Thunder, Grox, and ads: [references/subsystems.md](references/subsystems.md) - Validation, test, and modification rules: [references/operations.md](references/operations.md) ## Working Rules For Posts - Optimize for predicted user value: likely replies, reposts, clicks, dwell, shares, follows, and low negative feedback. - Preserve eligibility: avoid spam patt