Redacted excerpt; full evidence withheld. $ cd && git log -1 --format=%H 2>/dev/null; ls -la; cat README.md 2>/dev/null | head -300 exit: 0 s in [Single-File Decoder](https://docs.vaquum.fi/limen/guides/single-file-decoder) and [Built-In SFDs](https://docs.vaquum.fi/limen/guides/built-in-sfds) - Strengthen the research surface with [Perturbation Strategies](https://docs.vaquum.fi/limen/guides/perturbation-strategies) for robustness, [Fractional Differentiation](https://docs.vaquum.fi/limen/guides/fractional-differentiation) for stationary features, and [Triple-Barrier Method](https://docs.vaquum.fi/limen/guides/triple-barrier-method) for path-dependent labels - Analyze results in [Log](https://docs.vaquum.fi/limen/guides/log), [Benchmark](https://docs.vaquum.fi/limen/guides/benchmark), and [Backtest](https://docs.vaquum.fi/limen/guides/backtest) - Promote finished runs into reusable outputs with [Trainer](https://docs.vaquum.fi/limen/guides/trainer) and [Cohort](https://docs.vaquum.fi/limen/guides/cohort) - Contribute through [CONTRIBUTING.md](https://github.com/Vaquum/Limen/blob/main/CONTRIBUTING.md) and [Developer docs](https://docs.vaquum.fi/limen/developer) ## Contributing Contribution starts through [CON [excerpt truncated]