Content Calendar

Use this calendar to turn real project work into useful public updates.

Week 1: Cost-Aware CSI 300 Validation

Theme: "Gross factor edge is not net performance."

• Publish the Chinese technical article with the cost-sensitivity chart.
• Post one community-specific version, then leave time to answer comments.
• Use the zero-account Colab as the only call to action.
• Record Colab opens, new stars, and completed reproduction reports separately.

Week 2: Independent Hardware Evidence

Theme: "How fast is masked tensor factor computation on your machine?"

• Publish the exact make benchmark command and maintainer CPU baseline.
• Ask specifically for one CUDA and one Linux CPU result.
• Update docs/benchmark_board.md.
• Add each verified external result to the README community evidence table.

Week 3: Cross-Market Reproduction

Theme: "Reproducing factor IC workflows without proprietary data."

• Re-run the ETF-20 or ten-stock yfinance factor-IC case.
• Publish the factor table even if results are weak or negative.
• Ask for one different public universe, with date range and failures recorded.
• Convert provider rate limits into documented evidence rather than hiding them.

Week 4: One Factor Family Under a Microscope

Theme: "213 factor dimensions in a mask-aware PyTorch engine."

• Explain one factor family with tensor shapes, masks, and warm-up behavior.
• Add a shuffled-label or sign-flip sanity check.
• Publish both successful and failed variants.
• Open one tightly scoped contribution issue based on reader questions.

Reusable Post Hooks

• "I am looking for benchmark results from different CPUs/GPUs."
• "If the quick start fails on your machine, please open an issue."
• "Public-data examples are welcome, especially with clear caveats."
• "Small docs PRs are useful and appreciated."

Metrics to Track

• Stars and forks.
• Issues opened by external users.
• Benchmark reports.
• Public-data reproduction reports.
• First-time contributors.
• README quick-start failures.
• Zero-account Colab opens and completed runs.
• Visitor → Colab and clone → star conversion, where observable.

Publishing Cadence

• Publish at most two substantive community posts per week.
• Separate platform posts by at least 48 hours and rewrite the opening for each audience.
• Spend the day after each post answering comments and turning repeated questions into docs.
• Do not treat views as success unless they lead to a run, report, issue, or contributor.