# algotune - domain: swe - n_tasks: 154 - n_runnable: 1 ## Tasks | task | difficulty | language | runnable | harnesses tried | |---|---|---|---|---| | [algotune-aes-gcm-encryption](https://harnessreport.com/tasks/algotune/algotune-aes-gcm-encryption.md) | medium | | | 0 | | [algotune-affine-transform-2d](https://harnessreport.com/tasks/algotune/algotune-affine-transform-2d.md) | medium | | | 0 | | [algotune-aircraft-wing-design](https://harnessreport.com/tasks/algotune/algotune-aircraft-wing-design.md) | medium | | | 0 | | [algotune-articulation-points](https://harnessreport.com/tasks/algotune/algotune-articulation-points.md) | medium | | | 0 | | [algotune-base64-encoding](https://harnessreport.com/tasks/algotune/algotune-base64-encoding.md) | medium | | | 0 | | [algotune-battery-scheduling](https://harnessreport.com/tasks/algotune/algotune-battery-scheduling.md) | medium | | | 0 | | [algotune-btsp](https://harnessreport.com/tasks/algotune/algotune-btsp.md) | medium | | | 0 | | [algotune-capacitated-facility-location](https://harnessreport.com/tasks/algotune/algotune-capacitated-facility-location.md) | medium | | | 0 | | [algotune-chacha-encryption](https://harnessreport.com/tasks/algotune/algotune-chacha-encryption.md) | medium | | | 0 | | [algotune-channel-capacity](https://harnessreport.com/tasks/algotune/algotune-channel-capacity.md) | medium | | | 0 | | [algotune-chebyshev-center](https://harnessreport.com/tasks/algotune/algotune-chebyshev-center.md) | medium | | | 0 | | [algotune-cholesky-factorization](https://harnessreport.com/tasks/algotune/algotune-cholesky-factorization.md) | medium | | | 0 | | [algotune-clustering-outliers](https://harnessreport.com/tasks/algotune/algotune-clustering-outliers.md) | medium | | | 0 | | [algotune-communicability](https://harnessreport.com/tasks/algotune/algotune-communicability.md) | medium | | | 0 | | [algotune-convex-hull](https://harnessreport.com/tasks/algotune/algotune-convex-hull.md) | medium | | | 0 | | [algotune-convolve-1d](https://harnessreport.com/tasks/algotune/algotune-convolve-1d.md) | medium | | | 0 | | [algotune-convolve2d-full-fill](https://harnessreport.com/tasks/algotune/algotune-convolve2d-full-fill.md) | medium | | | 0 | | [algotune-correlate-1d](https://harnessreport.com/tasks/algotune/algotune-correlate-1d.md) | medium | | | 0 | | [algotune-correlate2d-full-fill](https://harnessreport.com/tasks/algotune/algotune-correlate2d-full-fill.md) | medium | | | 0 | | [algotune-count-connected-components](https://harnessreport.com/tasks/algotune/algotune-count-connected-components.md) | medium | | | 0 | | [algotune-count-riemann-zeta-zeros](https://harnessreport.com/tasks/algotune/algotune-count-riemann-zeta-zeros.md) | medium | | | 0 | | [algotune-cumulative-simpson-1d](https://harnessreport.com/tasks/algotune/algotune-cumulative-simpson-1d.md) | medium | | | 0 | | [algotune-cumulative-simpson-multid](https://harnessreport.com/tasks/algotune/algotune-cumulative-simpson-multid.md) | medium | | | 0 | | [algotune-cvar-projection](https://harnessreport.com/tasks/algotune/algotune-cvar-projection.md) | medium | | | 0 | | [algotune-cyclic-independent-set](https://harnessreport.com/tasks/algotune/algotune-cyclic-independent-set.md) | medium | | | 0 | | [algotune-dct-type-i-scipy-fftpack](https://harnessreport.com/tasks/algotune/algotune-dct-type-i-scipy-fftpack.md) | medium | | | 0 | | [algotune-delaunay](https://harnessreport.com/tasks/algotune/algotune-delaunay.md) | medium | | | 0 | | [algotune-dijkstra-from-indices](https://harnessreport.com/tasks/algotune/algotune-dijkstra-from-indices.md) | medium | | | 0 | | [algotune-discrete-log](https://harnessreport.com/tasks/algotune/algotune-discrete-log.md) | medium | | | 0 | | [algotune-dst-type-ii-scipy-fftpack](https://harnessreport.com/tasks/algotune/algotune-dst-type-ii-scipy-fftpack.md) | medium | | | 0 | | [algotune-dynamic-assortment-planning](https://harnessreport.com/tasks/algotune/algotune-dynamic-assortment-planning.md) | medium | | | 0 | | [algotune-earth-movers-distance](https://harnessreport.com/tasks/algotune/algotune-earth-movers-distance.md) | medium | | | 0 | | [algotune-edge-expansion](https://harnessreport.com/tasks/algotune/algotune-edge-expansion.md) | medium | | | 0 | | [algotune-eigenvalues-complex](https://harnessreport.com/tasks/algotune/algotune-eigenvalues-complex.md) | medium | | | 0 | | [algotune-eigenvalues-real](https://harnessreport.com/tasks/algotune/algotune-eigenvalues-real.md) | medium | | | 0 | | [algotune-eigenvectors-complex](https://harnessreport.com/tasks/algotune/algotune-eigenvectors-complex.md) | medium | | | 0 | | [algotune-eigenvectors-real](https://harnessreport.com/tasks/algotune/algotune-eigenvectors-real.md) | medium | | | 0 | | [algotune-elementwise-integration](https://harnessreport.com/tasks/algotune/algotune-elementwise-integration.md) | medium | | | 0 | | [algotune-feedback-controller-design](https://harnessreport.com/tasks/algotune/algotune-feedback-controller-design.md) | medium | | | 0 | | [algotune-fft-cmplx-scipy-fftpack](https://harnessreport.com/tasks/algotune/algotune-fft-cmplx-scipy-fftpack.md) | medium | | | 0 | | [algotune-fft-convolution](https://harnessreport.com/tasks/algotune/algotune-fft-convolution.md) | medium | | | 0 | | [algotune-fft-real-scipy-fftpack](https://harnessreport.com/tasks/algotune/algotune-fft-real-scipy-fftpack.md) | medium | | | 0 | | [algotune-firls](https://harnessreport.com/tasks/algotune/algotune-firls.md) | medium | | | 0 | | [algotune-generalized-eigenvalues-complex](https://harnessreport.com/tasks/algotune/algotune-generalized-eigenvalues-complex.md) | medium | | | 0 | | [algotune-generalized-eigenvalues-real](https://harnessreport.com/tasks/algotune/algotune-generalized-eigenvalues-real.md) | medium | | | 0 | | [algotune-generalized-eigenvectors-complex](https://harnessreport.com/tasks/algotune/algotune-generalized-eigenvectors-complex.md) | medium | | | 0 | | [algotune-generalized-eigenvectors-real](https://harnessreport.com/tasks/algotune/algotune-generalized-eigenvectors-real.md) | medium | | | 0 | | [algotune-graph-coloring-assign](https://harnessreport.com/tasks/algotune/algotune-graph-coloring-assign.md) | medium | | | 0 | | [algotune-graph-global-efficiency](https://harnessreport.com/tasks/algotune/algotune-graph-global-efficiency.md) | medium | | | 0 | | [algotune-graph-isomorphism](https://harnessreport.com/tasks/algotune/algotune-graph-isomorphism.md) | medium | | | 0 | | [algotune-graph-laplacian](https://harnessreport.com/tasks/algotune/algotune-graph-laplacian.md) | medium | | | 0 | | [algotune-group-lasso](https://harnessreport.com/tasks/algotune/algotune-group-lasso.md) | medium | | | 0 | | [algotune-gzip-compression](https://harnessreport.com/tasks/algotune/algotune-gzip-compression.md) | medium | | | 0 | | [algotune-integer-factorization](https://harnessreport.com/tasks/algotune/algotune-integer-factorization.md) | medium | | | 0 | | [algotune-job-shop-scheduling](https://harnessreport.com/tasks/algotune/algotune-job-shop-scheduling.md) | medium | | | 0 | | [algotune-kalman-filter](https://harnessreport.com/tasks/algotune/algotune-kalman-filter.md) | medium | | | 0 | | [algotune-kcenters](https://harnessreport.com/tasks/algotune/algotune-kcenters.md) | medium | | | 0 | | [algotune-kd-tree](https://harnessreport.com/tasks/algotune/algotune-kd-tree.md) | medium | | | 0 | | [algotune-kernel-density-estimation](https://harnessreport.com/tasks/algotune/algotune-kernel-density-estimation.md) | medium | | | 0 | | [algotune-kmeans](https://harnessreport.com/tasks/algotune/algotune-kmeans.md) | medium | | | 0 | | [algotune-ks-test-2samp](https://harnessreport.com/tasks/algotune/algotune-ks-test-2samp.md) | medium | | | 0 | | [algotune-l0-pruning](https://harnessreport.com/tasks/algotune/algotune-l0-pruning.md) | medium | | | 0 | | [algotune-l1-pruning](https://harnessreport.com/tasks/algotune/algotune-l1-pruning.md) | medium | | | 0 | | [algotune-lasso](https://harnessreport.com/tasks/algotune/algotune-lasso.md) | medium | | | 0 | | [algotune-least-squares](https://harnessreport.com/tasks/algotune/algotune-least-squares.md) | medium | | | 0 | | [algotune-linear-system-solver](https://harnessreport.com/tasks/algotune/algotune-linear-system-solver.md) | medium | | | 0 | | [algotune-lp-box](https://harnessreport.com/tasks/algotune/algotune-lp-box.md) | medium | | | 0 | | [algotune-lp-centering](https://harnessreport.com/tasks/algotune/algotune-lp-centering.md) | medium | | | 0 | | [algotune-lp-mdp](https://harnessreport.com/tasks/algotune/algotune-lp-mdp.md) | medium | | | 0 | | [algotune-lqr](https://harnessreport.com/tasks/algotune/algotune-lqr.md) | medium | | | 0 | | [algotune-lti-simulation](https://harnessreport.com/tasks/algotune/algotune-lti-simulation.md) | medium | | | 0 | | [algotune-lu-factorization](https://harnessreport.com/tasks/algotune/algotune-lu-factorization.md) | medium | | | 0 | | [algotune-lyapunov-stability](https://harnessreport.com/tasks/algotune/algotune-lyapunov-stability.md) | medium | | | 0 | | [algotune-markowitz](https://harnessreport.com/tasks/algotune/algotune-markowitz.md) | medium | | | 0 | | [algotune-matrix-completion](https://harnessreport.com/tasks/algotune/algotune-matrix-completion.md) | medium | | | 0 | | [algotune-matrix-exponential](https://harnessreport.com/tasks/algotune/algotune-matrix-exponential.md) | medium | | | 0 | | [algotune-matrix-exponential-sparse](https://harnessreport.com/tasks/algotune/algotune-matrix-exponential-sparse.md) | medium | | | 0 | | [algotune-matrix-multiplication](https://harnessreport.com/tasks/algotune/algotune-matrix-multiplication.md) | medium | | | 0 | | [algotune-matrix-sqrt](https://harnessreport.com/tasks/algotune/algotune-matrix-sqrt.md) | medium | | | 0 | | [algotune-max-clique-cpsat](https://harnessreport.com/tasks/algotune/algotune-max-clique-cpsat.md) | medium | | | 0 | | [algotune-max-common-subgraph](https://harnessreport.com/tasks/algotune/algotune-max-common-subgraph.md) | medium | | | 0 | | [algotune-max-flow-min-cost](https://harnessreport.com/tasks/algotune/algotune-max-flow-min-cost.md) | medium | | | 0 | | [algotune-max-independent-set-cpsat](https://harnessreport.com/tasks/algotune/algotune-max-independent-set-cpsat.md) | medium | | | 0 | | [algotune-max-weighted-independent-set](https://harnessreport.com/tasks/algotune/algotune-max-weighted-independent-set.md) | medium | | | 0 | | [algotune-min-dominating-set](https://harnessreport.com/tasks/algotune/algotune-min-dominating-set.md) | medium | | | 0 | | [algotune-min-weight-assignment](https://harnessreport.com/tasks/algotune/algotune-min-weight-assignment.md) | medium | | | 0 | | [algotune-minimum-spanning-tree](https://harnessreport.com/tasks/algotune/algotune-minimum-spanning-tree.md) | medium | | | 0 | | [algotune-minimum-volume-ellipsoid](https://harnessreport.com/tasks/algotune/algotune-minimum-volume-ellipsoid.md) | medium | | | 0 | | [algotune-multi-dim-knapsack](https://harnessreport.com/tasks/algotune/algotune-multi-dim-knapsack.md) | medium | | | 0 | | [algotune-nmf](https://harnessreport.com/tasks/algotune/algotune-nmf.md) | medium | | | 0 | | [algotune-ode-brusselator](https://harnessreport.com/tasks/algotune/algotune-ode-brusselator.md) | medium | | | 0 | | [algotune-ode-fitzhughnagumo](https://harnessreport.com/tasks/algotune/algotune-ode-fitzhughnagumo.md) | medium | | | 0 | | [algotune-ode-hires](https://harnessreport.com/tasks/algotune/algotune-ode-hires.md) | medium | | | 0 | | [algotune-ode-hodgkinhuxley](https://harnessreport.com/tasks/algotune/algotune-ode-hodgkinhuxley.md) | medium | | | 0 | | [algotune-ode-lorenz96-nonchaotic](https://harnessreport.com/tasks/algotune/algotune-ode-lorenz96-nonchaotic.md) | medium | | | 0 | | [algotune-ode-lotkavolterra](https://harnessreport.com/tasks/algotune/algotune-ode-lotkavolterra.md) | medium | | | 0 | | [algotune-ode-nbodyproblem](https://harnessreport.com/tasks/algotune/algotune-ode-nbodyproblem.md) | medium | | | 0 | | [algotune-ode-seirs](https://harnessreport.com/tasks/algotune/algotune-ode-seirs.md) | medium | | | 0 | | [algotune-ode-stiff-robertson](https://harnessreport.com/tasks/algotune/algotune-ode-stiff-robertson.md) | medium | | | 0 | | [algotune-ode-stiff-vanderpol](https://harnessreport.com/tasks/algotune/algotune-ode-stiff-vanderpol.md) | medium | | | 0 | | [algotune-odr](https://harnessreport.com/tasks/algotune/algotune-odr.md) | medium | | | 0 | | [algotune-optimal-advertising](https://harnessreport.com/tasks/algotune/algotune-optimal-advertising.md) | medium | | | 0 | | [algotune-outer-product](https://harnessreport.com/tasks/algotune/algotune-outer-product.md) | medium | | | 0 | | [algotune-pagerank](https://harnessreport.com/tasks/algotune/algotune-pagerank.md) | medium | | | 0 | | [algotune-pca](https://harnessreport.com/tasks/algotune/algotune-pca.md) | medium | | | 0 | | [algotune-pde-burgers1d](https://harnessreport.com/tasks/algotune/algotune-pde-burgers1d.md) | medium | | | 0 | | [algotune-pde-heat1d](https://harnessreport.com/tasks/algotune/algotune-pde-heat1d.md) | medium | | | 0 | | [algotune-polynomial-mixed](https://harnessreport.com/tasks/algotune/algotune-polynomial-mixed.md) | medium | | | 0 | | [algotune-polynomial-real](https://harnessreport.com/tasks/algotune/algotune-polynomial-real.md) | medium | | | 0 | | [algotune-power-control](https://harnessreport.com/tasks/algotune/algotune-power-control.md) | medium | | | 0 | | [algotune-procrustes](https://harnessreport.com/tasks/algotune/algotune-procrustes.md) | medium | | | 0 | | [algotune-psd-cone-projection](https://harnessreport.com/tasks/algotune/algotune-psd-cone-projection.md) | medium | | | 0 | | [algotune-qp](https://harnessreport.com/tasks/algotune/algotune-qp.md) | medium | | | 0 | | [algotune-qr-factorization](https://harnessreport.com/tasks/algotune/algotune-qr-factorization.md) | medium | | | 0 | | [algotune-quantile-regression](https://harnessreport.com/tasks/algotune/algotune-quantile-regression.md) | medium | | | 0 | | [algotune-queens-with-obstacles](https://harnessreport.com/tasks/algotune/algotune-queens-with-obstacles.md) | medium | | | 0 | | [algotune-queuing](https://harnessreport.com/tasks/algotune/algotune-queuing.md) | medium | | | 0 | | [algotune-qz-factorization](https://harnessreport.com/tasks/algotune/algotune-qz-factorization.md) | medium | | | 0 | | [algotune-randomized-svd](https://harnessreport.com/tasks/algotune/algotune-randomized-svd.md) | medium | | | 0 | | [algotune-rbf-interpolation](https://harnessreport.com/tasks/algotune/algotune-rbf-interpolation.md) | medium | | | 0 | | [algotune-rectanglepacking](https://harnessreport.com/tasks/algotune/algotune-rectanglepacking.md) | medium | | | 0 | | [algotune-robust-kalman-filter](https://harnessreport.com/tasks/algotune/algotune-robust-kalman-filter.md) | medium | | | 0 | | [algotune-robust-linear-program](https://harnessreport.com/tasks/algotune/algotune-robust-linear-program.md) | medium | | | 0 | | [algotune-rocket-landing-optimization](https://harnessreport.com/tasks/algotune/algotune-rocket-landing-optimization.md) | medium | | | 0 | | [algotune-rotate-2d](https://harnessreport.com/tasks/algotune/algotune-rotate-2d.md) | medium | | | 0 | | [algotune-set-cover](https://harnessreport.com/tasks/algotune/algotune-set-cover.md) | medium | | | 0 | | [algotune-set-cover-conflicts](https://harnessreport.com/tasks/algotune/algotune-set-cover-conflicts.md) | medium | | | 0 | | [algotune-sha256-hashing](https://harnessreport.com/tasks/algotune/algotune-sha256-hashing.md) | medium | | | 0 | | [algotune-shift-2d](https://harnessreport.com/tasks/algotune/algotune-shift-2d.md) | medium | | | 0 | | [algotune-shortest-path-dijkstra](https://harnessreport.com/tasks/algotune/algotune-shortest-path-dijkstra.md) | medium | | | 0 | | [algotune-sinkhorn](https://harnessreport.com/tasks/algotune/algotune-sinkhorn.md) | medium | | | 0 | | [algotune-sparse-eigenvectors-complex](https://harnessreport.com/tasks/algotune/algotune-sparse-eigenvectors-complex.md) | medium | | | 0 | | [algotune-sparse-lowest-eigenvalues-posdef](https://harnessreport.com/tasks/algotune/algotune-sparse-lowest-eigenvalues-posdef.md) | medium | | | 0 | | [algotune-sparse-lowest-eigenvectors-posdef](https://harnessreport.com/tasks/algotune/algotune-sparse-lowest-eigenvectors-posdef.md) | medium | | | 0 | | [algotune-sparse-pca](https://harnessreport.com/tasks/algotune/algotune-sparse-pca.md) | medium | | | 0 | | [algotune-spectral-clustering](https://harnessreport.com/tasks/algotune/algotune-spectral-clustering.md) | medium | | | 0 | | [algotune-stable-matching](https://harnessreport.com/tasks/algotune/algotune-stable-matching.md) | medium | | | 0 | | [algotune-svd](https://harnessreport.com/tasks/algotune/algotune-svd.md) | medium | | | 0 | | [algotune-svm](https://harnessreport.com/tasks/algotune/algotune-svm.md) | medium | | | 0 | | [algotune-sylvester-solver](https://harnessreport.com/tasks/algotune/algotune-sylvester-solver.md) | medium | | | 0 | | [algotune-tensor-completion-3d](https://harnessreport.com/tasks/algotune/algotune-tensor-completion-3d.md) | medium | | | 0 | | [algotune-toeplitz-solver](https://harnessreport.com/tasks/algotune/algotune-toeplitz-solver.md) | medium | | | 0 | | [algotune-tsp](https://harnessreport.com/tasks/algotune/algotune-tsp.md) | medium | | | 0 | | [algotune-two-eigenvalues-around-0](https://harnessreport.com/tasks/algotune/algotune-two-eigenvalues-around-0.md) | medium | | | 0 | | [algotune-unit-simplex-projection](https://harnessreport.com/tasks/algotune/algotune-unit-simplex-projection.md) | medium | | | 0 | | [algotune-upfirdn1d](https://harnessreport.com/tasks/algotune/algotune-upfirdn1d.md) | medium | | | 0 | | [algotune-vector-quantization](https://harnessreport.com/tasks/algotune/algotune-vector-quantization.md) | medium | | | 0 | | [algotune-vectorized-newton](https://harnessreport.com/tasks/algotune/algotune-vectorized-newton.md) | medium | | | 0 | | [algotune-vehicle-routing](https://harnessreport.com/tasks/algotune/algotune-vehicle-routing.md) | medium | | | 0 | | [algotune-vertex-cover](https://harnessreport.com/tasks/algotune/algotune-vertex-cover.md) | medium | | yes | 2 | | [algotune-voronoi-diagram](https://harnessreport.com/tasks/algotune/algotune-voronoi-diagram.md) | medium | | | 0 | | [algotune-wasserstein-dist](https://harnessreport.com/tasks/algotune/algotune-wasserstein-dist.md) | medium | | | 0 | | [algotune-water-filling](https://harnessreport.com/tasks/algotune/algotune-water-filling.md) | medium | | | 0 | | [algotune-zoom-2d](https://harnessreport.com/tasks/algotune/algotune-zoom-2d.md) | medium | | | 0 | --- Harness Report runs agent harnesses from their GitHub repos on Harbor tasks and records every model call. Every page is also `.md` and `.json`; index: https://harnessreport.com/llms.txt ยท MCP: https://harnessreport.com/mcp