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-L 3232 1405
-L 480 1405
-L 480 1837
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-M 480 2909
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+L 3232 1837 
+L 3232 1405 
+L 480 1405 
+L 480 1837 
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+     <path id="Lato-Regular-76" d="M 3229 3242 
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   </g>
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    <!-- ● greedy (size) -->
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+   <g style="fill: #4493f8" transform="translate(1.9872 43.34135) scale(0.08 -0.08)">
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-Q 1024 621 813 832
-Q 602 1043 478 1328
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-     <path id="Lato-Regular-7a" d="M 2688 2998
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@@ -2371,27 +2553,67 @@ z
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   <g id="text_17">
-   <!-- ● greedy (all) -->
-   <g style="fill: #4493f8" transform="translate(63.65664 43.34135) scale(0.08 -0.08)">
+   <!-- ● best-fit -->
+   <g style="fill: #79c0ff" transform="translate(63.65664 43.0301) scale(0.08 -0.08)">
+    <defs>
+     <path id="Lato-Regular-2d" d="M 400 2160 
+L 1981 2160 
+L 1981 1677 
+L 400 1677 
+L 400 2160 
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     <use xlink:href="#Lato-Regular-25cf"/>
     <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
-    <use xlink:href="#Lato-Regular-67" transform="translate(85.600021 0)"/>
-    <use xlink:href="#Lato-Regular-72" transform="translate(137.600021 0)"/>
-    <use xlink:href="#Lato-Regular-65" transform="translate(174.000031 0)"/>
-    <use xlink:href="#Lato-Regular-65" transform="translate(226.800034 0)"/>
-    <use xlink:href="#Lato-Regular-64" transform="translate(279.600037 0)"/>
-    <use xlink:href="#Lato-Regular-79" transform="translate(335.600037 0)"/>
-    <use xlink:href="#Lato-Regular-20" transform="translate(387.15004 0)"/>
-    <use xlink:href="#Lato-Regular-28" transform="translate(412.750046 0)"/>
-    <use xlink:href="#Lato-Regular-61" transform="translate(439.450043 0)"/>
-    <use xlink:href="#Lato-Regular-6c" transform="translate(489.150055 0)"/>
-    <use xlink:href="#Lato-Regular-6c" transform="translate(512.750061 0)"/>
-    <use xlink:href="#Lato-Regular-29" transform="translate(536.350067 0)"/>
+    <use xlink:href="#Lato-Regular-62" transform="translate(85.600021 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(141.600021 0)"/>
+    <use xlink:href="#Lato-Regular-73" transform="translate(194.400024 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(237.700027 0)"/>
+    <use xlink:href="#Lato-Regular-2d" transform="translate(273.550034 0)"/>
+    <use xlink:href="#Lato-Regular-66" transform="translate(310.700043 0)"/>
+    <use xlink:href="#Lato-Regular-69" transform="translate(345.750046 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(369.750046 0)"/>
    </g>
   </g>
   <g id="text_18">
+   <!-- ● tabu search -->
+   <g style="fill: #f0883e" transform="translate(105.07968 43.0301) scale(0.08 -0.08)">
+    <use xlink:href="#Lato-Regular-25cf"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(85.600021 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(121.450027 0)"/>
+    <use xlink:href="#Lato-Regular-62" transform="translate(171.15004 0)"/>
+    <use xlink:href="#Lato-Regular-75" transform="translate(227.15004 0)"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(282.90004 0)"/>
+    <use xlink:href="#Lato-Regular-73" transform="translate(308.500046 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(351.800049 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(404.600052 0)"/>
+    <use xlink:href="#Lato-Regular-72" transform="translate(454.300064 0)"/>
+    <use xlink:href="#Lato-Regular-63" transform="translate(490.700073 0)"/>
+    <use xlink:href="#Lato-Regular-68" transform="translate(538.450073 0)"/>
+   </g>
+  </g>
+  <g id="text_19">
+   <!-- ● telamalloc -->
+   <g style="fill: #39c5cf" transform="translate(158.65056 43.0301) scale(0.08 -0.08)">
+    <use xlink:href="#Lato-Regular-25cf"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(85.600021 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(121.450027 0)"/>
+    <use xlink:href="#Lato-Regular-6c" transform="translate(174.250031 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(197.850037 0)"/>
+    <use xlink:href="#Lato-Regular-6d" transform="translate(247.550049 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(329.800064 0)"/>
+    <use xlink:href="#Lato-Regular-6c" transform="translate(379.500076 0)"/>
+    <use xlink:href="#Lato-Regular-6c" transform="translate(403.100082 0)"/>
+    <use xlink:href="#Lato-Regular-6f" transform="translate(426.700089 0)"/>
+    <use xlink:href="#Lato-Regular-63" transform="translate(483.400101 0)"/>
+   </g>
+  </g>
+  <g id="text_20">
    <!-- ● minimalloc -->
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+   <g style="fill: #db61a2" transform="translate(208.17216 43.0301) scale(0.08 -0.08)">
     <use xlink:href="#Lato-Regular-25cf"/>
     <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
     <use xlink:href="#Lato-Regular-6d" transform="translate(85.600021 0)"/>
@@ -2406,9 +2628,9 @@ z
     <use xlink:href="#Lato-Regular-63" transform="translate(507.500092 0)"/>
    </g>
   </g>
-  <g id="text_19">
+  <g id="text_21">
    <!-- ● supermalloc -->
-   <g style="fill: #ab7df8" transform="translate(170.7984 43.0301) scale(0.08 -0.08)">
+   <g style="fill: #ab7df8" transform="translate(257.69376 43.0301) scale(0.08 -0.08)">
     <use xlink:href="#Lato-Regular-25cf"/>
     <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
     <use xlink:href="#Lato-Regular-73" transform="translate(85.600021 0)"/>
@@ -2426,7 +2648,7 @@ z
   </g>
  </g>
  <defs>
-  <clipPath id="p7a3294f790">
+  <clipPath id="p5297641b50">
    <rect x="71.208" y="53.298" width="192.888" height="156.78"/>
   </clipPath>
  </defs>
diff --git a/assets/quality_light.svg b/assets/quality_light.svg
index 0b95b57..d480882 100644
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-   <g style="fill: #0969da" transform="translate(63.65664 43.34135) scale(0.08 -0.08)">
+   <!-- ● best-fit -->
+   <g style="fill: #54aeff" transform="translate(63.65664 43.0301) scale(0.08 -0.08)">
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+L 1981 1677 
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+L 400 2160 
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     <use xlink:href="#Lato-Regular-25cf"/>
     <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
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-    <use xlink:href="#Lato-Regular-72" transform="translate(137.600021 0)"/>
-    <use xlink:href="#Lato-Regular-65" transform="translate(174.000031 0)"/>
-    <use xlink:href="#Lato-Regular-65" transform="translate(226.800034 0)"/>
-    <use xlink:href="#Lato-Regular-64" transform="translate(279.600037 0)"/>
-    <use xlink:href="#Lato-Regular-79" transform="translate(335.600037 0)"/>
-    <use xlink:href="#Lato-Regular-20" transform="translate(387.15004 0)"/>
-    <use xlink:href="#Lato-Regular-28" transform="translate(412.750046 0)"/>
-    <use xlink:href="#Lato-Regular-61" transform="translate(439.450043 0)"/>
-    <use xlink:href="#Lato-Regular-6c" transform="translate(489.150055 0)"/>
-    <use xlink:href="#Lato-Regular-6c" transform="translate(512.750061 0)"/>
-    <use xlink:href="#Lato-Regular-29" transform="translate(536.350067 0)"/>
+    <use xlink:href="#Lato-Regular-62" transform="translate(85.600021 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(141.600021 0)"/>
+    <use xlink:href="#Lato-Regular-73" transform="translate(194.400024 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(237.700027 0)"/>
+    <use xlink:href="#Lato-Regular-2d" transform="translate(273.550034 0)"/>
+    <use xlink:href="#Lato-Regular-66" transform="translate(310.700043 0)"/>
+    <use xlink:href="#Lato-Regular-69" transform="translate(345.750046 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(369.750046 0)"/>
    </g>
   </g>
   <g id="text_18">
+   <!-- ● tabu search -->
+   <g style="fill: #bc4c00" transform="translate(105.07968 43.0301) scale(0.08 -0.08)">
+    <use xlink:href="#Lato-Regular-25cf"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(85.600021 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(121.450027 0)"/>
+    <use xlink:href="#Lato-Regular-62" transform="translate(171.15004 0)"/>
+    <use xlink:href="#Lato-Regular-75" transform="translate(227.15004 0)"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(282.90004 0)"/>
+    <use xlink:href="#Lato-Regular-73" transform="translate(308.500046 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(351.800049 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(404.600052 0)"/>
+    <use xlink:href="#Lato-Regular-72" transform="translate(454.300064 0)"/>
+    <use xlink:href="#Lato-Regular-63" transform="translate(490.700073 0)"/>
+    <use xlink:href="#Lato-Regular-68" transform="translate(538.450073 0)"/>
+   </g>
+  </g>
+  <g id="text_19">
+   <!-- ● telamalloc -->
+   <g style="fill: #1b7c83" transform="translate(158.65056 43.0301) scale(0.08 -0.08)">
+    <use xlink:href="#Lato-Regular-25cf"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(85.600021 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(121.450027 0)"/>
+    <use xlink:href="#Lato-Regular-6c" transform="translate(174.250031 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(197.850037 0)"/>
+    <use xlink:href="#Lato-Regular-6d" transform="translate(247.550049 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(329.800064 0)"/>
+    <use xlink:href="#Lato-Regular-6c" transform="translate(379.500076 0)"/>
+    <use xlink:href="#Lato-Regular-6c" transform="translate(403.100082 0)"/>
+    <use xlink:href="#Lato-Regular-6f" transform="translate(426.700089 0)"/>
+    <use xlink:href="#Lato-Regular-63" transform="translate(483.400101 0)"/>
+   </g>
+  </g>
+  <g id="text_20">
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+   <g style="fill: #bf3989" transform="translate(208.17216 43.0301) scale(0.08 -0.08)">
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     <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
     <use xlink:href="#Lato-Regular-6d" transform="translate(85.600021 0)"/>
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    </g>
   </g>
-  <g id="text_19">
+  <g id="text_21">
    <!-- ● supermalloc -->
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+   <g style="fill: #8250df" transform="translate(257.69376 43.0301) scale(0.08 -0.08)">
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     <use xlink:href="#Lato-Regular-20" transform="translate(60.000015 0)"/>
     <use xlink:href="#Lato-Regular-73" transform="translate(85.600021 0)"/>
@@ -2426,7 +2648,7 @@ z
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diff --git a/assets/scaling_dark.svg b/assets/scaling_dark.svg
index f127dbd..525650a 100644
--- a/assets/scaling_dark.svg
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@@ -6,7 +6,7 @@
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     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-07-06T14:54:56.142872</dc:date>
+    <dc:date>2026-07-08T00:13:37.965945</dc:date>
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-L 0 0
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+   <path d="M 0 234.002062 
+L 265.726312 234.002062 
+L 265.726312 0 
+L 0 0 
+L 0 234.002062 
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-L 42.670313 36.414
-L 42.670313 210.078
+    <path d="M 42.670313 210.078 
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+      <path d="M 47.696478 210.078 
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@@ -189,449 +189,551 @@ L 203.289223 36.414
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-    <use xlink:href="#Lato-Regular-6d" transform="translate(1091.05014 0)"/>
-    <use xlink:href="#Lato-Regular-61" transform="translate(1173.300156 0)"/>
-    <use xlink:href="#Lato-Regular-6c" transform="translate(1223.000168 0)"/>
-    <use xlink:href="#Lato-Regular-6c" transform="translate(1246.600174 0)"/>
-    <use xlink:href="#Lato-Regular-6f" transform="translate(1270.20018 0)"/>
-    <use xlink:href="#Lato-Regular-63" transform="translate(1326.900192 0)"/>
-    <use xlink:href="#Lato-Regular-20" transform="translate(1374.650192 0)"/>
-    <use xlink:href="#Lato-Regular-62" transform="translate(1400.250198 0)"/>
-    <use xlink:href="#Lato-Regular-75" transform="translate(1456.250198 0)"/>
-    <use xlink:href="#Lato-Regular-64" transform="translate(1512.000198 0)"/>
-    <use xlink:href="#Lato-Regular-67" transform="translate(1568.000198 0)"/>
-    <use xlink:href="#Lato-Regular-65" transform="translate(1620.000198 0)"/>
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-    <use xlink:href="#Lato-Regular-20" transform="translate(1792.250214 0)"/>
-    <use xlink:href="#Lato-Regular-73" transform="translate(1817.85022 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(890.050125 0)"/>
+    <use xlink:href="#Lato-Regular-61" transform="translate(942.850128 0)"/>
+    <use xlink:href="#Lato-Regular-72" transform="translate(992.55014 0)"/>
+    <use xlink:href="#Lato-Regular-63" transform="translate(1028.95015 0)"/>
+    <use xlink:href="#Lato-Regular-68" transform="translate(1076.70015 0)"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(1132.500153 0)"/>
+    <use xlink:href="#Lato-Regular-62" transform="translate(1158.100159 0)"/>
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+    <use xlink:href="#Lato-Regular-67" transform="translate(1325.850159 0)"/>
+    <use xlink:href="#Lato-Regular-65" transform="translate(1377.850159 0)"/>
+    <use xlink:href="#Lato-Regular-74" transform="translate(1430.650162 0)"/>
+    <use xlink:href="#Lato-Regular-20" transform="translate(1466.500168 0)"/>
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+    <use xlink:href="#Lato-Regular-73" transform="translate(1575.70018 0)"/>
    </g>
   </g>
  </g>
  <defs>
-  <clipPath id="pf2565fcb67">
+  <clipPath id="p152f3f7d8a">
    <rect x="42.670313" y="36.414" width="221.616" height="173.664"/>
   </clipPath>
  </defs>
diff --git a/examples/05_benchmark.py b/examples/05_benchmark.py
index e81b6b1..36daa0d 100644
--- a/examples/05_benchmark.py
+++ b/examples/05_benchmark.py
@@ -20,6 +20,8 @@ def main() -> None:
         "greedy_by_size_allocator",
         "greedy_by_size_allocator_cpp",
         "greedy_by_all_allocator_cpp",
+        "best_fit_allocator",
+        "telamalloc_allocator",
     )
     # minimalloc is an optional dependency that only builds on some platforms
     if HAS_MINIMALLOC:
diff --git a/scripts/generate_readme_assets.py b/scripts/generate_readme_assets.py
index 8825ee4..4751c56 100644
--- a/scripts/generate_readme_assets.py
+++ b/scripts/generate_readme_assets.py
@@ -16,9 +16,9 @@
 
     uv run python scripts/generate_readme_assets.py
 
-The benchmark portion takes a few minutes (genetic search and branch-and-bound
-timeouts dominate). Use ``--dump data.json`` once and ``--data data.json`` to
-iterate on rendering without re-running it. ``--preview DIR`` additionally
+The benchmark portion takes a few minutes (every search allocator runs at the
+library-wide 3 s budget). Use ``--dump data.json`` once and ``--data data.json``
+to iterate on rendering without re-running it. ``--preview DIR`` additionally
 writes PNG previews.
 """
 
@@ -41,9 +41,7 @@
 from matplotlib.patches import Rectangle
 from matplotlib.ticker import FuncFormatter, MultipleLocator
 from omnimalloc import run_allocation, validate_allocation
-from omnimalloc.allocators import BaseAllocator
-from omnimalloc.allocators.minimalloc import MinimallocAllocator
-from omnimalloc.allocators.supermalloc import SupermallocAllocator, SupermallocConfig
+from omnimalloc.allocators import DEFAULT_MAX_SECONDS, BaseAllocator
 from omnimalloc.benchmark.sources import BaseSource
 from omnimalloc.benchmark.timer import Timer
 from omnimalloc.common.units import MB
@@ -54,11 +52,9 @@
     from omnimalloc.primitives import Pool
 
 SEED = 0
-SUPERMALLOC_TIMEOUT = 10.0
-SCALING_TIMEOUT = 3.0
 MINIMALLOC_URL = "git+https://github.com/google/minimalloc.git"
 SCALING_SIZES = (10, 32, 100, 316, 1000, 3162, 10000)
-SCALING_SIZES_SLOW = SCALING_SIZES[:-1]  # hill climbing needs minutes at 10k
+SCALING_SIZES_SLOW = SCALING_SIZES[:-1]  # minimalloc cannot solve 10k in budget
 ALLOCATION_PROBLEM = "mm-G"
 
 ASSETS_DIR = Path(__file__).resolve().parent.parent / "assets"
@@ -67,42 +63,49 @@
 ALLOCATORS: dict[str, tuple[str, str]] = {
     "naive_allocator": ("naive", "baseline"),
     "random_allocator": ("random search", "baseline"),
-    "greedy_by_area_allocator_cpp": ("greedy (area)", "greedy"),
     "greedy_by_size_allocator_cpp": ("greedy (size)", "greedy"),
     "greedy_by_all_allocator_cpp": ("greedy (all)", "greedy"),
-    "hill_climb_allocator": ("hill climbing", "search"),
-    "genetic_allocator": ("genetic", "search"),
+    "best_fit_allocator": ("best-fit", "greedy_alt"),
+    "hill_climb_allocator": ("hill climbing", "search_alt"),
+    "genetic_allocator": ("genetic", "search_alt"),
+    "simulated_annealing_allocator": ("simulated annealing", "search"),
+    "tabu_search_allocator": ("tabu search", "search"),
+    "telamalloc_allocator": ("telamalloc", "telamalloc"),
     "minimalloc_allocator": ("minimalloc", "minimalloc"),
     "supermalloc_allocator": ("supermalloc", "exact"),
 }
 
 HERO_ALLOCATORS = (
     "random_allocator",
-    "greedy_by_area_allocator_cpp",
     "greedy_by_size_allocator_cpp",
     "greedy_by_all_allocator_cpp",
+    "best_fit_allocator",
     "hill_climb_allocator",
     "genetic_allocator",
+    "simulated_annealing_allocator",
+    "tabu_search_allocator",
+    "telamalloc_allocator",
     "minimalloc_allocator",
     "supermalloc_allocator",
 )
 QUALITY_ALLOCATORS = (
     "greedy_by_size_allocator_cpp",
-    "greedy_by_all_allocator_cpp",
+    "best_fit_allocator",
+    "tabu_search_allocator",
+    "telamalloc_allocator",
     "minimalloc_allocator",
     "supermalloc_allocator",
 )
+# best-fit is omitted: its curve coincides with greedy (size) at every size.
 SCALING_ALLOCATORS = (
     "naive_allocator",
     "greedy_by_size_allocator_cpp",
     "hill_climb_allocator",
+    "telamalloc_allocator",
     "minimalloc_allocator",
     "supermalloc_allocator",
 )
 
-# Quality re-colors greedy (size) so the two greedy variants stay distinguishable.
-QUALITY_ROLES = {"greedy_by_size_allocator_cpp": "greedy_alt"}
-
 QUALITY_PROBLEMS = ("mm-A", "mm-C", "mm-H", "mm-K", "pinwheel", "tiling", "random")
 PROBLEM_LABELS = {
     "mm-A": "minimalloc A",
@@ -118,23 +121,28 @@
 # Direct-label offsets in points, tuned per hero point: (dx, dy, ha).
 HERO_LABEL_OFFSETS: dict[str, tuple[float, float, str]] = {
     "random_allocator": (0, -11, "center"),
-    "greedy_by_area_allocator_cpp": (0, 8, "center"),
     "greedy_by_size_allocator_cpp": (-8, 0, "right"),
     "greedy_by_all_allocator_cpp": (0, -11, "center"),
-    "hill_climb_allocator": (0, 8, "center"),
-    "genetic_allocator": (0, -11, "center"),
+    "best_fit_allocator": (0, 8, "center"),
+    "hill_climb_allocator": (0, -11, "center"),
+    "genetic_allocator": (8, -6, "left"),
+    "simulated_annealing_allocator": (-8, 3, "right"),
+    "tabu_search_allocator": (0, 10, "center"),
+    "telamalloc_allocator": (-8, 0, "right"),
     "minimalloc_allocator": (0, 8, "center"),
     "supermalloc_allocator": (-10, 0, "right"),
 }
 
 # Direct-label offsets in points: (dx, dy, ha). minimalloc's line ends early
-# (no 10k point), so its label anchors left, away from the 10k label cluster.
+# (no 10k point), so its label anchors left, away from the 10k label cluster;
+# the four lines that converge on the 3 s budget at 10k get staggered dy.
 SCALING_LABEL_OFFSETS = {
     "naive_allocator": (4, -2, "left"),
     "greedy_by_size_allocator_cpp": (4, -4, "left"),
-    "hill_climb_allocator": (4, 2, "left"),
+    "hill_climb_allocator": (4, 3, "left"),
+    "telamalloc_allocator": (4, -11, "left"),
     "minimalloc_allocator": (0, 9, "center"),
-    "supermalloc_allocator": (4, 4, "left"),
+    "supermalloc_allocator": (4, 10, "left"),
 }
 
 
@@ -161,6 +169,8 @@ class Theme:
         "greedy": "#0969da",
         "greedy_alt": "#54aeff",
         "search": "#bc4c00",
+        "search_alt": "#9a6700",
+        "telamalloc": "#1b7c83",
         "minimalloc": "#bf3989",
         "exact": "#8250df",
     },
@@ -177,6 +187,8 @@ class Theme:
         "greedy": "#4493f8",
         "greedy_alt": "#79c0ff",
         "search": "#f0883e",
+        "search_alt": "#d29922",
+        "telamalloc": "#39c5cf",
         "minimalloc": "#db61a2",
         "exact": "#ab7df8",
     },
@@ -203,14 +215,6 @@ def _ensure_minimalloc() -> None:
         _pip_install(MINIMALLOC_URL)
 
 
-def _allocator(name: str, timeout: float = SUPERMALLOC_TIMEOUT) -> BaseAllocator:
-    if name == "supermalloc_allocator":
-        return SupermallocAllocator(config=SupermallocConfig(timeout=timeout))
-    if name == "minimalloc_allocator":
-        return MinimallocAllocator(timeout=int(timeout))
-    return BaseAllocator.resolve(name)
-
-
 def _solve(
     pool: Pool, allocator: BaseAllocator, *, validate: bool = True
 ) -> tuple[float, float, Pool]:
@@ -245,7 +249,7 @@ def collect_data() -> dict[str, Any]:
     supermalloc_pools: dict[str, Pool] = {}
     names = set(HERO_ALLOCATORS) | set(QUALITY_ALLOCATORS)
     for name in sorted(names):
-        allocator = _allocator(name)
+        allocator = BaseAllocator.resolve(name)
         problems = tuple(suite) if name in QUALITY_ALLOCATORS else hard
         runs[name] = {}
         for problem in problems:
@@ -272,9 +276,9 @@ def collect_data() -> dict[str, Any]:
     source = BaseSource.get("random_source")()
     scaling: dict[str, list[list[float]]] = {}
     for name in SCALING_ALLOCATORS:
-        allocator = _allocator(name, SCALING_TIMEOUT)
-        # Hill climbing needs minutes at 10k; minimalloc can't solve 10k in budget.
-        capped = name in ("hill_climb_allocator", "minimalloc_allocator")
+        allocator = BaseAllocator.resolve(name)
+        # minimalloc can't solve 10k within the budget and would error out.
+        capped = name == "minimalloc_allocator"
         sizes = SCALING_SIZES_SLOW if capped else SCALING_SIZES
         scaling[name] = []
         for size in sizes:
@@ -329,10 +333,6 @@ def _style(theme: Theme) -> dict[str, Any]:
     }
 
 
-def _quality_role(name: str) -> str:
-    return QUALITY_ROLES.get(name, ALLOCATORS[name][1])
-
-
 def _title(fig: Figure, theme: Theme, title: str, subtitle: str) -> None:
     fig.text(
         0.01,
@@ -519,7 +519,7 @@ def render_quality(data: dict[str, Any], theme: Theme, preview: Path | None) ->
                 value,
                 y,
                 s=52 if emphasis else 34,
-                color=theme.role[_quality_role(name)],
+                color=theme.role[ALLOCATORS[name][1]],
                 zorder=4,
                 linewidths=1.2 if emphasis else 0,
                 edgecolors=theme.ink if emphasis else "none",
@@ -535,7 +535,7 @@ def render_quality(data: dict[str, Any], theme: Theme, preview: Path | None) ->
 
     _title(fig, theme, "Quality per problem", "100% = proven lower bound")
     series = [
-        (ALLOCATORS[name][0], theme.role[_quality_role(name)])
+        (ALLOCATORS[name][0], theme.role[ALLOCATORS[name][1]])
         for name in QUALITY_ALLOCATORS
     ]
     _series_line(fig, series, y=0.842)
@@ -591,7 +591,7 @@ def render_scaling(data: dict[str, Any], theme: Theme, preview: Path | None) ->
         fig,
         theme,
         "Scaling",
-        f"random problems · supermalloc budget {SCALING_TIMEOUT:.0f} s",
+        f"random problems · search budget {DEFAULT_MAX_SECONDS:.0f} s",
     )
     fig.subplots_adjust(top=0.845, bottom=0.125, left=0.16, right=0.97)
     _save(fig, "scaling", theme, preview)
diff --git a/src/cpp/allocators/defaults.hpp b/src/cpp/allocators/defaults.hpp
new file mode 100644
index 0000000..1e80b0b
--- /dev/null
+++ b/src/cpp/allocators/defaults.hpp
@@ -0,0 +1,13 @@
+//
+// SPDX-License-Identifier: Apache-2.0
+//
+
+#pragma once
+
+namespace omnimalloc {
+
+// Shared wall-clock budget for every time-bounded allocator (seconds).
+// Mirrors DEFAULT_MAX_SECONDS in the Python package.
+inline constexpr double kDefaultMaxSeconds = 3.0;
+
+}  // namespace omnimalloc
diff --git a/src/cpp/allocators/simulated_annealing.hpp b/src/cpp/allocators/simulated_annealing.hpp
index 33d343e..0c7302b 100644
--- a/src/cpp/allocators/simulated_annealing.hpp
+++ b/src/cpp/allocators/simulated_annealing.hpp
@@ -7,6 +7,7 @@
 #include <cstdint>
 #include <vector>
 
+#include "allocators/defaults.hpp"
 #include "primitives/allocation.hpp"
 
 namespace omnimalloc {
@@ -22,7 +23,7 @@ struct SimulatedAnnealingConfig {
   // Wall-clock budget checked once per iteration; 0 disables it. Each
   // iteration re-evaluates a full O(n) placement, so `max_iterations` alone
   // does not bound runtime as `allocations` grows - this does.
-  double max_seconds = 2.0;
+  double max_seconds = kDefaultMaxSeconds;
 };
 
 // Simulated annealing over first-fit placement orders. Each iteration swaps a
diff --git a/src/cpp/allocators/tabu_search.hpp b/src/cpp/allocators/tabu_search.hpp
index 1ee897d..3302122 100644
--- a/src/cpp/allocators/tabu_search.hpp
+++ b/src/cpp/allocators/tabu_search.hpp
@@ -7,6 +7,7 @@
 #include <cstdint>
 #include <vector>
 
+#include "allocators/defaults.hpp"
 #include "primitives/allocation.hpp"
 
 namespace omnimalloc {
@@ -22,7 +23,7 @@ struct TabuSearchConfig {
   // iteration evaluates `neighborhood_size` full O(n) placements, so
   // `max_iterations` alone does not bound runtime as `allocations` grows -
   // this does.
-  double max_seconds = 2.0;
+  double max_seconds = kDefaultMaxSeconds;
 };
 
 // Tabu search over first-fit placement orders. Each iteration samples
diff --git a/src/cpp/allocators/telamalloc.hpp b/src/cpp/allocators/telamalloc.hpp
index 8eabc3e..74b6e9e 100644
--- a/src/cpp/allocators/telamalloc.hpp
+++ b/src/cpp/allocators/telamalloc.hpp
@@ -7,6 +7,7 @@
 #include <cstdint>
 #include <vector>
 
+#include "allocators/defaults.hpp"
 #include "primitives/allocation.hpp"
 
 namespace omnimalloc {
@@ -21,7 +22,7 @@ struct TelamallocConfig {
   int max_backtracks = 10000;
   // Wall-clock budget for the whole allocate(); 0 disables it, leaving the
   // per-attempt `max_backtracks` as the only bound.
-  double max_seconds = 2.0;
+  double max_seconds = kDefaultMaxSeconds;
 };
 
 // TelaMalloc-style allocator after Maas et al., ASPLOS 2023 ("TelaMalloc:
diff --git a/src/python/omnimalloc/_cpp.pyi b/src/python/omnimalloc/_cpp.pyi
index c7ec2e6..e8c8fb3 100644
--- a/src/python/omnimalloc/_cpp.pyi
+++ b/src/python/omnimalloc/_cpp.pyi
@@ -116,7 +116,7 @@ class BestFitAllocatorCpp:
     def __hash__(self) -> int: ...
 
 class SimulatedAnnealingConfig:
-    def __init__(self, seed: int = 42, max_iterations: int = 3000, initial_temperature: float = 3.0, cooling_rate: float = 0.998, max_seconds: float = 2.0) -> None: ...
+    def __init__(self, seed: int = 42, max_iterations: int = 3000, initial_temperature: float = 3.0, cooling_rate: float = 0.998, max_seconds: float = 3.0) -> None: ...
 
     @property
     def seed(self) -> int: ...
@@ -154,7 +154,7 @@ class SimulatedAnnealingAllocatorCpp:
     def allocate(self, allocations: Sequence[Allocation]) -> list[Allocation]: ...
 
 class TabuSearchConfig:
-    def __init__(self, seed: int = 42, max_iterations: int = 500, neighborhood_size: int = 20, tabu_tenure: int = 15, max_seconds: float = 2.0) -> None: ...
+    def __init__(self, seed: int = 42, max_iterations: int = 500, neighborhood_size: int = 20, tabu_tenure: int = 15, max_seconds: float = 3.0) -> None: ...
 
     @property
     def seed(self) -> int: ...
@@ -192,7 +192,7 @@ class TabuSearchAllocatorCpp:
     def allocate(self, allocations: Sequence[Allocation]) -> list[Allocation]: ...
 
 class TelamallocConfig:
-    def __init__(self, seed: int = 42, max_backtracks: int = 10000, max_seconds: float = 2.0) -> None: ...
+    def __init__(self, seed: int = 42, max_backtracks: int = 10000, max_seconds: float = 3.0) -> None: ...
 
     @property
     def seed(self) -> int: ...
diff --git a/src/python/omnimalloc/allocators/__init__.py b/src/python/omnimalloc/allocators/__init__.py
index a1dea65..336f32e 100644
--- a/src/python/omnimalloc/allocators/__init__.py
+++ b/src/python/omnimalloc/allocators/__init__.py
@@ -2,6 +2,7 @@
 # SPDX-License-Identifier: Apache-2.0
 #
 
+from .base import DEFAULT_MAX_SECONDS as DEFAULT_MAX_SECONDS
 from .base import BaseAllocator as BaseAllocator
 from .best_fit import BestFitAllocator as BestFitAllocator
 from .genetic import GeneticAllocator as GeneticAllocator
diff --git a/src/python/omnimalloc/allocators/base.py b/src/python/omnimalloc/allocators/base.py
index cda9ef4..0d12ec9 100644
--- a/src/python/omnimalloc/allocators/base.py
+++ b/src/python/omnimalloc/allocators/base.py
@@ -3,13 +3,16 @@
 #
 
 from abc import abstractmethod
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Final
 
 from omnimalloc.common.registry import Registered
 
 if TYPE_CHECKING:
     from omnimalloc.primitives import Allocation
 
+# Shared wall-clock budget for every time-bounded allocator (seconds).
+DEFAULT_MAX_SECONDS: Final[float] = 3.0
+
 
 def require_unique_ids(allocations: tuple["Allocation", ...]) -> None:
     """Raise if any allocation id repeats; id-keyed placement assumes uniqueness."""
diff --git a/src/python/omnimalloc/allocators/genetic.py b/src/python/omnimalloc/allocators/genetic.py
index 17fb1dc..60239c9 100644
--- a/src/python/omnimalloc/allocators/genetic.py
+++ b/src/python/omnimalloc/allocators/genetic.py
@@ -3,13 +3,14 @@
 #
 
 import random
+import time
 from typing import Any, cast
 
 from omnimalloc._cpp import FirstFitPlacer
 from omnimalloc.common.optional import require_optional
 from omnimalloc.primitives import Allocation
 
-from .base import require_unique_ids
+from .base import DEFAULT_MAX_SECONDS, require_unique_ids
 from .greedy import GreedyAllocator
 from .greedy_base import (
     order_by_area,
@@ -30,7 +31,11 @@
 
 
 class GeneticAllocator(GreedyAllocator):
-    """Genetic algorithm allocator that evolves greedy placement orders."""
+    """Genetic algorithm allocator that evolves greedy placement orders.
+
+    `max_seconds` (default 3s) bounds wall-clock time between generations,
+    independent of `num_generations`; set it to 0 to disable the deadline.
+    """
 
     def __init__(
         self,
@@ -40,6 +45,7 @@ def __init__(
         crossover_prob: float = 0.7,
         mutation_prob: float = 0.2,
         tournament_size: int = 3,
+        max_seconds: float = DEFAULT_MAX_SECONDS,
     ) -> None:
         if not HAS_DEAP:
             require_optional("deap", "GeneticAllocator")
@@ -56,6 +62,8 @@ def __init__(
             )
         if tournament_size <= 0:
             raise ValueError(f"tournament_size must be positive, got {tournament_size}")
+        if max_seconds < 0:
+            raise ValueError(f"max_seconds must be non-negative, got {max_seconds}")
 
         self.seed = seed
         self.population_size = population_size
@@ -63,6 +71,7 @@ def __init__(
         self.crossover_prob = crossover_prob
         self.mutation_prob = mutation_prob
         self.tournament_size = tournament_size
+        self.max_seconds = max_seconds
 
         # Setup DEAP creators (only once per process, they live in a global namespace)
         if not hasattr(creator, "FitnessMin"):
@@ -135,16 +144,27 @@ def allocate(self, allocations: tuple[Allocation, ...]) -> tuple[Allocation, ...
 
         hall_of_fame = tools.HallOfFame(maxsize=1)
 
+        def evaluate_invalid(individuals: list[Any]) -> None:
+            for individual in individuals:
+                if not individual.fitness.valid:
+                    individual.fitness.values = toolbox.evaluate(individual)  # type: ignore[unresolved-attribute]
+
+        # DEAP's eaSimple, unrolled so a wall-clock deadline can stop between
+        # generations; varAnd keeps the RNG stream identical to eaSimple.
         # TODO(fpedd): Try eaMuPlusLambda and eaMuCommaLambda
-        algorithms.eaSimple(
-            population=population,
-            toolbox=toolbox,
-            cxpb=self.crossover_prob,
-            mutpb=self.mutation_prob,
-            ngen=self.num_generations,
-            halloffame=hall_of_fame,
-            verbose=False,
-        )
+        deadline = time.monotonic() + self.max_seconds if self.max_seconds else None
+        evaluate_invalid(population)
+        hall_of_fame.update(population)
+        for _ in range(self.num_generations):
+            if deadline is not None and time.monotonic() >= deadline:
+                break
+            offspring = toolbox.select(population, len(population))  # type: ignore[unresolved-attribute]
+            offspring = algorithms.varAnd(
+                offspring, toolbox, self.crossover_prob, self.mutation_prob
+            )
+            evaluate_invalid(offspring)
+            hall_of_fame.update(offspring)
+            population[:] = offspring
 
         best_permutation = list(hall_of_fame[0])
         return tuple(placer.place(best_permutation))
diff --git a/src/python/omnimalloc/allocators/hillclimb.py b/src/python/omnimalloc/allocators/hillclimb.py
index 709b6a8..eeafa05 100644
--- a/src/python/omnimalloc/allocators/hillclimb.py
+++ b/src/python/omnimalloc/allocators/hillclimb.py
@@ -4,10 +4,12 @@
 
 import math
 import random
+import time
 
 from omnimalloc._cpp import FirstFitPlacer
 from omnimalloc.primitives import Allocation
 
+from .base import DEFAULT_MAX_SECONDS
 from .greedy import GreedyAllocator
 from .greedy_base import compute_conflicts, peak_memory
 
@@ -20,6 +22,8 @@ class HillClimbAllocator(GreedyAllocator):
     peak improves (or occasionally when it worsens, per the annealing
     schedule). `acceptance_temperature` is the percent worsening accepted
     with probability 1/e at the start; it cools linearly to zero.
+    `max_seconds` (default 3s) bounds wall-clock time as the input grows,
+    independent of `max_iterations`; set it to 0 to disable the deadline.
     """
 
     def __init__(
@@ -27,6 +31,7 @@ def __init__(
         max_iterations: int = 100,
         seed: int = 42,
         acceptance_temperature: float = 2.0,
+        max_seconds: float = DEFAULT_MAX_SECONDS,
     ) -> None:
         if max_iterations <= 0:
             raise ValueError(f"max_iterations must be positive, got {max_iterations}")
@@ -35,10 +40,13 @@ def __init__(
                 f"acceptance_temperature must be non-negative, "
                 f"got {acceptance_temperature}"
             )
+        if max_seconds < 0:
+            raise ValueError(f"max_seconds must be non-negative, got {max_seconds}")
 
         self._max_iterations = max_iterations
         self._seed = seed
         self._acceptance_temperature = acceptance_temperature
+        self._max_seconds = max_seconds
 
     def _collect_neighbors(
         self,
@@ -114,6 +122,7 @@ def allocate(self, allocations: tuple[Allocation, ...]) -> tuple[Allocation, ...
         if not allocations:
             return allocations
 
+        deadline = time.monotonic() + self._max_seconds if self._max_seconds else None
         rng = random.Random(self._seed)
         conflicts = compute_conflicts(allocations)
         placer = FirstFitPlacer(list(allocations))
@@ -136,6 +145,8 @@ def allocate(self, allocations: tuple[Allocation, ...]) -> tuple[Allocation, ...
         best, best_peak = current, current_peak
 
         for iteration in range(self._max_iterations):
+            if deadline is not None and time.monotonic() >= deadline:
+                break
             swap = self._propose_swap(
                 order, current, current_peak, rng, allocations, adjacency
             )
diff --git a/src/python/omnimalloc/allocators/minimalloc.py b/src/python/omnimalloc/allocators/minimalloc.py
index f69a38f..93868cc 100644
--- a/src/python/omnimalloc/allocators/minimalloc.py
+++ b/src/python/omnimalloc/allocators/minimalloc.py
@@ -8,7 +8,7 @@
 from omnimalloc.common.units import TB
 from omnimalloc.primitives import Allocation
 
-from .base import BaseAllocator, require_unique_ids
+from .base import DEFAULT_MAX_SECONDS, BaseAllocator, require_unique_ids
 
 try:
     import minimalloc as mm  # type: ignore
@@ -45,7 +45,9 @@ def _to_buffer(allocation: Allocation) -> "mm.Buffer":
 class MinimallocAllocator(BaseAllocator):
     """Wrapper for Google's minimalloc constraint-based allocator."""
 
-    def __init__(self, timeout: int = 10, max_capacity: int = 1 * TB) -> None:
+    def __init__(
+        self, timeout: int = int(DEFAULT_MAX_SECONDS), max_capacity: int = 1 * TB
+    ) -> None:
         _require_minimalloc()
         self._timeout = timeout
         self._max_capacity = max_capacity
diff --git a/src/python/omnimalloc/allocators/simulated_annealing.py b/src/python/omnimalloc/allocators/simulated_annealing.py
index 609fee6..4d595c6 100644
--- a/src/python/omnimalloc/allocators/simulated_annealing.py
+++ b/src/python/omnimalloc/allocators/simulated_annealing.py
@@ -10,7 +10,7 @@
 from omnimalloc._cpp import SimulatedAnnealingConfig as _SimulatedAnnealingConfig
 from omnimalloc.primitives import Allocation
 
-from .base import BaseAllocator
+from .base import DEFAULT_MAX_SECONDS, BaseAllocator
 
 
 @dataclass(frozen=True)
@@ -21,7 +21,7 @@ class SimulatedAnnealingConfig:
     max_iterations: int = 3000
     initial_temperature: float = 3.0
     cooling_rate: float = 0.998
-    max_seconds: float = 2.0
+    max_seconds: float = DEFAULT_MAX_SECONDS
 
     def __post_init__(self) -> None:
         if self.max_iterations <= 0:
@@ -59,7 +59,7 @@ class SimulatedAnnealingAllocator(BaseAllocator):
     (including every candidate placement) runs natively, it evaluates far more
     candidates per second than an equivalent Python-orchestrated local search
     such as `HillClimbAllocator`. Each iteration re-evaluates a full placement
-    of every allocation, so `max_seconds` (default 2s) bounds wall-clock time
+    of every allocation, so `max_seconds` (default 3s) bounds wall-clock time
     as the input grows, independent of `max_iterations`.
     """
 
diff --git a/src/python/omnimalloc/allocators/supermalloc.py b/src/python/omnimalloc/allocators/supermalloc.py
index bf3e476..e6d6565 100644
--- a/src/python/omnimalloc/allocators/supermalloc.py
+++ b/src/python/omnimalloc/allocators/supermalloc.py
@@ -16,7 +16,7 @@
     greedy_many,
     solve_many,
 )
-from omnimalloc.allocators.base import BaseAllocator
+from omnimalloc.allocators.base import DEFAULT_MAX_SECONDS, BaseAllocator
 from omnimalloc.primitives.allocation import Allocation
 
 logger = logging.getLogger(__name__)
@@ -60,7 +60,7 @@ class SortKey(str, Enum):
 class SupermallocConfig:
     """Configuration for the SupermallocAllocator."""
 
-    timeout: float = 10.0
+    timeout: float = DEFAULT_MAX_SECONDS
     heuristics: tuple[Heuristic, ...] = DEFAULT_HEURISTICS
     cores: int | None = None
     canonical: bool = True
diff --git a/src/python/omnimalloc/allocators/tabu_search.py b/src/python/omnimalloc/allocators/tabu_search.py
index 9a92c06..51bd50a 100644
--- a/src/python/omnimalloc/allocators/tabu_search.py
+++ b/src/python/omnimalloc/allocators/tabu_search.py
@@ -8,7 +8,7 @@
 from omnimalloc._cpp import TabuSearchConfig as _TabuSearchConfig
 from omnimalloc.primitives import Allocation
 
-from .base import BaseAllocator
+from .base import DEFAULT_MAX_SECONDS, BaseAllocator
 
 
 @dataclass(frozen=True)
@@ -19,7 +19,7 @@ class TabuSearchConfig:
     max_iterations: int = 500
     neighborhood_size: int = 20
     tabu_tenure: int = 15
-    max_seconds: float = 2.0
+    max_seconds: float = DEFAULT_MAX_SECONDS
 
     def __post_init__(self) -> None:
         if self.max_iterations <= 0:
@@ -57,7 +57,7 @@ class TabuSearchAllocator(BaseAllocator):
     swap just made is then forbidden from being immediately reversed for
     `tabu_tenure` iterations, which helps the search escape local optima
     without cycling between the same two orders. Each iteration evaluates
-    `neighborhood_size` full placements, so `max_seconds` (default 2s) bounds
+    `neighborhood_size` full placements, so `max_seconds` (default 3s) bounds
     wall-clock time as the input grows, independent of `max_iterations`.
     """
 
diff --git a/src/python/omnimalloc/allocators/telamalloc.py b/src/python/omnimalloc/allocators/telamalloc.py
index 026b304..1fc8f9e 100644
--- a/src/python/omnimalloc/allocators/telamalloc.py
+++ b/src/python/omnimalloc/allocators/telamalloc.py
@@ -8,7 +8,7 @@
 from omnimalloc._cpp import TelamallocConfig as _TelamallocConfig
 from omnimalloc.primitives import Allocation
 
-from .base import BaseAllocator
+from .base import DEFAULT_MAX_SECONDS, BaseAllocator
 
 
 @dataclass(frozen=True)
@@ -17,7 +17,7 @@ class TelamallocConfig:
 
     seed: int = 42
     max_backtracks: int = 10000
-    max_seconds: float = 2.0
+    max_seconds: float = DEFAULT_MAX_SECONDS
 
     def __post_init__(self) -> None:
         if self.max_backtracks < 0:
@@ -52,7 +52,7 @@ class TelamallocAllocator(BaseAllocator):
     capacity from a first-fit incumbent down toward its load lower bound. An
     occasional seeded random-walk repair breaks min-conflict cycles; results
     are deterministic for a fixed `seed`, and setting `max_seconds` (default
-    2s) to 0 makes them reproducible across machines via `max_backtracks`
+    3s) to 0 makes them reproducible across machines via `max_backtracks`
     alone.
     """
 
diff --git a/tests/unit/allocators/test_genetic.py b/tests/unit/allocators/test_genetic.py
index d2bb228..2cab0a2 100644
--- a/tests/unit/allocators/test_genetic.py
+++ b/tests/unit/allocators/test_genetic.py
@@ -57,6 +57,11 @@ def test_genetic_rejects_invalid_tournament_size() -> None:
         GeneticAllocator(tournament_size=0)
 
 
+def test_genetic_rejects_negative_max_seconds() -> None:
+    with pytest.raises(ValueError, match="max_seconds must be non-negative"):
+        GeneticAllocator(max_seconds=-1.0)
+
+
 def test_genetic_rejects_duplicate_ids() -> None:
     alloc = Allocation(id=1, size=100, start=0, end=10)
     with pytest.raises(ValueError, match="allocation ids must be unique"):
diff --git a/tests/unit/allocators/test_hillclimb.py b/tests/unit/allocators/test_hillclimb.py
index d40fdc7..3f199d3 100644
--- a/tests/unit/allocators/test_hillclimb.py
+++ b/tests/unit/allocators/test_hillclimb.py
@@ -38,6 +38,11 @@ def test_hillclimb_rejects_negative_temperature() -> None:
         HillClimbAllocator(acceptance_temperature=-1.0)
 
 
+def test_hillclimb_rejects_negative_max_seconds() -> None:
+    with pytest.raises(ValueError, match="max_seconds must be non-negative"):
+        HillClimbAllocator(max_seconds=-1.0)
+
+
 def test_hillclimb_preserves_allocations() -> None:
     allocator = HillClimbAllocator()
     allocs = (