diff --git a/dikte/ggml.py b/dikte/ggml.py
index da17dde..dbf768f 100644
--- a/dikte/ggml.py
+++ b/dikte/ggml.py
@@ -130,8 +130,11 @@ GGUF_MAX_BYTES = 16 << 30
 # on: a vision or audio tower with no text half worth running, a speech model,
 # and the base models, which continue text rather than following an instruction
 # and answer a cleanup prompt by carrying on writing the transcript.
+# Matched as plain substrings, so every one of these carries its own
+# delimiters: an unanchored "test-" is also inside "Latest-" and would drop a
+# publisher that is perfectly usable.
 LLM_REPO_SKIP = ("-Base-GGUF", "-VL-", "-Vision-", "-Omni-", "-Video-",
-                 "-TTS-", "parakeet", "test-")
+                 "-TTS-", "parakeet", "/test-")
 
 GB = 1 << 30
 
@@ -219,6 +222,8 @@ MEMORY_OVERHEAD = GB
 # anything. Enough for the smallest whisper models and for a sub-billion
 # cleanup model, which is what such a machine can run.
 MEMORY_FLOOR = GB // 2
+# What total_memory() read the one time it asked. None until it has.
+_MEMORY = None
 
 
 class LocalError(Exception):
@@ -713,6 +718,28 @@ def total_memory():
     Zero is a real answer and not a failure: every caller treats an unknown
     machine as one big enough for whatever it is looking at, because a wrong
     "too big" is worse advice than none.
+
+    Read once and kept. The memory in a machine does not change while Dikte
+    runs, and a list of thirty rows asks this question seventy times: on the
+    Mac path below, where the answer comes from a program rather than a
+    library call, that was seventy processes started on the interface thread
+    every time a list was drawn.
+    """
+    global _MEMORY
+    if _MEMORY is None:
+        _MEMORY = max(_read_memory(), 0)
+    return _MEMORY
+
+
+def _read_memory():
+    """What the system says, which on a bad day is a negative number.
+
+    sysconf answers -1 for a limit it holds to be indeterminate, and CPython
+    hands that straight back rather than raising, so the product below can
+    come out negative. The caller floors it at zero, which is the answer for
+    a machine nothing could be read from: a 64 GB workstation whose sysconf
+    shrugged was otherwise being told every model past 512 MB was too big
+    for it.
     """
     try:
         return os.sysconf("SC_PAGE_SIZE") * os.sysconf("SC_PHYS_PAGES")
diff --git a/tests/support.py b/tests/support.py
index 8a005f1..f96fab9 100644
--- a/tests/support.py
+++ b/tests/support.py
@@ -24,6 +24,7 @@ from unittest import mock
 
 from dikte import assistant
 from dikte import config as cfg
+from dikte import ggml
 from dikte import i18n
 from dikte import update
 
@@ -95,6 +96,10 @@ class DikteTest(unittest.TestCase):
         i18n.set_language("en")
         self.addCleanup(i18n.set_language, "en")
 
+        # Read once and kept for the life of the process, which across a test
+        # run means one test's machine answering for the next one's.
+        self.patch_attr(ggml, "_MEMORY", None)
+
         # cli.launch_gui replaces this process with the application when no
         # instance is running. A test that reaches it would take the whole run
         # with it and hang, so it fails loudly here instead.
diff --git a/tests/test_ggml.py b/tests/test_ggml.py
index 9a1897b..bff3f61 100644
--- a/tests/test_ggml.py
+++ b/tests/test_ggml.py
@@ -696,6 +696,12 @@ class Catalogue(Local):
         self.assertNotIn("ggml-org/parakeet-GGUF", found)
         self.assertNotIn("ggml-org/Qwen3-8B-Base-GGUF", found)
 
+    def test_a_publisher_is_not_dropped_for_a_word_it_happens_to_contain(self):
+        # The skip marks are matched as plain substrings, and an unanchored
+        # "test-" is also inside "Latest-".
+        self.assertTrue(ggml.can_clean("ggml-org/Qwen3-Latest-GGUF"))
+        self.assertFalse(ggml.can_clean("ggml-org/test-model-router-download"))
+
     def test_a_base_model_beside_its_tuned_twin_is_dropped(self):
         # Gemma names the base model after the tuned one with the `-it` taken
         # out, so the two sit next to each other and the wrong one answers a
@@ -1252,6 +1258,26 @@ class Machine(Local):
                 mock.patch.object(ggml.subprocess, "run", answer):
             self.assertEqual(ggml.total_memory(), 32 * ggml.GB)
 
+    def test_a_sysconf_that_shrugs_is_an_unknown_machine_and_not_a_tiny_one(self):
+        # sysconf answers -1 for a limit it holds to be indeterminate and
+        # CPython hands that back rather than raising, so the product came out
+        # negative: a 64 GB workstation was told every model past 512 MB was
+        # too big for it, and the machine line read "Memory: -4096 B".
+        with mock.patch.object(ggml.os, "sysconf", lambda name:
+                               4096 if name == "SC_PAGE_SIZE" else -1):
+            self.assertEqual(ggml.total_memory(), 0)
+        self.assertTrue(ggml.fits(574 << 20, memory=0))
+
+    def test_the_memory_is_read_once_and_kept(self):
+        # A list of thirty rows asks seventy times, and on the Mac path the
+        # answer comes from a program rather than a library call.
+        calls = []
+        with mock.patch.object(ggml, "_read_memory",
+                               lambda: calls.append(1) or 16 * ggml.GB):
+            self.assertEqual(ggml.total_memory(), 16 * ggml.GB)
+            self.assertEqual(ggml.total_memory(), 16 * ggml.GB)
+        self.assertEqual(len(calls), 1)
+
     def test_a_system_that_answers_nothing_is_an_unknown_machine(self):
         with mock.patch.object(ggml.os, "sysconf", side_effect=ValueError), \
                 mock.patch.object(sys, "platform", "linux"):