[Autoloop: tsb-perf-evolve]

🤖 *Autoloop program issue for `tsb-perf-evolve`. The program definition below is mirrored from [`.autoloop/programs/tsb-perf-evolve/program.md`](https://github.com/githubnext/tsessebe/blob/main/.autoloop/programs/tsb-perf-evolve/program.md). Edit the file to update the definition; comment on this issue to steer the agent.*

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# tsb perf evolve — Series.sortValues vs pandas Series.sort_values

## Goal

Evolve the implementation of `Series.sortValues` (`src/core/series.ts`) so that, on the synthetic benchmark in `code/benchmark.ts`, tsb runs **at least as fast as pandas** on the equivalent `Series.sort_values` call (`code/benchmark.py`).

Concretely, we minimize the **ratio**

fitness = mean_ms_tsb / mean_ms_pandas

`fitness < 1.0` means tsb is faster than pandas; lower is better. We will keep iterating as long as fitness keeps improving.

This is a **performance-evolution program** — there is one self-contained artifact (`Series.sortValues`), one scalar fitness (the ratio), and many plausible algorithmic families to try (comparison sort, typed-array indirect sort, dtype-dispatched non-comparison sort, batched/SoA, etc.). It is the canonical case for the AlphaEvolve strategy.

### Validity invariants

1. The existing test suite for `sortValues` passes.
2. The function signature is unchanged: `sortValues(ascending = true, naPosition: "first" | "last" = "last"): Series`.
3. No new runtime dependencies.
4. TypeScript strict mode satisfied.
5. Behaviour identical to reference for all dtypes, both ascending/descending, both `naPosition` values, and empty Series.

## Target

Only modify: `src/core/series.ts` (sortValues method body) and `.autoloop/programs/tsb-perf-evolve/code/**`.

## Evaluation

Metric: `fitness` = `tsb_mean_ms / pandas_mean_ms`. **Lower is better.** `< 1.0` means tsb is faster than pandas.

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Empieza leyendo el método sortValues en src/core/series.ts y el par de benchmarks en .autoloop/programs/tsb-perf-evolve/code/benchmark.ts y benchmark.py. Conserva las pruebas existentes de sortValues y las invariantes indicadas mientras evalúas los cambios según la proporción de fitness; se considera terminado cuando el comportamiento siga siendo idéntico y la implementación de TypeScript alcance una proporción inferior a 1.0.

Escrito por el modelo de indexación a partir del texto del issue.