diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 0ad17a92f..089d2f46d 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -17,14 +17,14 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - uses: actions/checkout@v6
+      - uses: actions/setup-python@v6
         with:
           python-version: '3.10'
 
-      - uses: abatilo/actions-poetry@v3
+      - uses: abatilo/actions-poetry@v4
         with:
-          poetry-version: '2.3.0'
+          poetry-version: '2.3.2'
     
       - name: Install Dependencies
         run: poetry install
diff --git a/poetry.lock b/poetry.lock
index 2db7fa93b..ab8b229fb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.3.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.3.2 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -14,116 +14,137 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2025.7.14"
+version = "2026.2.25"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
-    {file = "certifi-2025.7.14-py3-none-any.whl", hash = "sha256:6b31f564a415d79ee77df69d757bb49a5bb53bd9f756cbbe24394ffd6fc1f4b2"},
-    {file = "certifi-2025.7.14.tar.gz", hash = "sha256:8ea99dbdfaaf2ba2f9bac77b9249ef62ec5218e7c2b2e903378ed5fccf765995"},
+    {file = "certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa"},
+    {file = "certifi-2026.2.25.tar.gz", hash = "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7"},
 ]
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.2"
+version = "3.4.4"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
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 [package.dependencies]
@@ -220,7 +233,7 @@ numpy = ">=1.23"
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.11.1)", "types-Pillow"]
+mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
@@ -265,15 +278,15 @@ websockets = ["websocket-client (>=1.3.0)"]
 
 [[package]]
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 python-versions = ">=3.7"
 groups = ["main"]
 markers = "python_version == \"3.10\""
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 [package.dependencies]
@@ -284,14 +297,14 @@ test = ["pytest (>=6)"]
 
 [[package]]
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-version = "2.1.1"
+version = "2.1.2"
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 [package.extras]
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@@ -379,14 +400,14 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.45"
+version = "3.1.46"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
 files = [
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 [package.dependencies]
@@ -394,40 +415,57 @@ gitdb = ">=4.0.1,<5"
 
 [package.extras]
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-test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
+test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock ; python_version < \"3.8\"", "mypy (==1.18.2) ; python_version >= \"3.9\"", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar", "typing-extensions ; python_version < \"3.11\""]
 
 [[package]]
 name = "glotter2"
-version = "0.14.0"
+version = "0.15.0"
 description = "An execution library for scripts written in any language. This is a fork of https://github.com/auroq/glotter"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
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+    {file = "glotter2-0.15.0-py3-none-any.whl", hash = "sha256:f9c45240ae49f99ccef0561cf382b42d6343f781f17c67055c748c741571c7a3"},
+    {file = "glotter2-0.15.0.tar.gz", hash = "sha256:38878b03f6893c432677c178e232af02ababb8617e513618004e984d9584c714"},
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 [package.dependencies]
 docker = ">=7.1.0,<8.0"
+glotter2-core = ">=0.1.2,<0.2.0"
 jinja2 = ">=3.1.2,<4.0"
 pydantic = ">=2.12,<3"
 pydantic-core = ">=2.33.2,<3.0.0"
 pytest = ">=8.3.5,<9.0"
 pytest-xdist = ">=3.6.1,<4.0"
 pyyaml = ">6.0,<7.0"
-ruff = ">=0.14.0,<0.15.0"
+ruff = ">=0.15.0,<0.16.0"
+
+[[package]]
+name = "glotter2-core"
+version = "0.1.2"
+description = "A simple, lightweight core library glotter2"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+jinja2 = ">=3.1.6,<4.0.0"
+pyyaml = ">=6.0.3,<7.0.0"
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.extras]
@@ -454,14 +492,14 @@ titlecase = ">=2.0"
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
@@ -484,248 +522,277 @@ i18n = ["Babel (>=2.7)"]
 
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-version = "1.4.7"
+version = "1.4.9"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["main"]
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 [package.dependencies]
@@ -736,77 +803,87 @@ kiwisolver = ">=1.3.1"
 numpy = ">=1.23"
 packaging = ">=20.0"
 pillow = ">=8"
-pyparsing = ">=2.3.1"
+pyparsing = ">=3"
 python-dateutil = ">=2.7"
 
 [package.extras]
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-typing = ["typing-extensions ; python_version < \"3.10\""]
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 [[package]]
@@ -981,14 +1042,14 @@ testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
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+version = "2.12.5"
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 [[package]]
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-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
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 [package.extras]
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 [[package]]
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+version = "8.4.2"
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 [[package]]
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 description = "Python HTTP for Humans."
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 [package.dependencies]
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 [[package]]
@@ -1408,18 +1488,19 @@ files = [
 
 [[package]]
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-version = "0.21.0"
+version = "0.22.1"
 description = "The Sample Programs API in Python"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
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 [package.dependencies]
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 pyyaml = ">=6,<7"
 requests = ">=2.32.4,<3.0.0"
 
@@ -1439,57 +1520,72 @@ regex = ["regex (>=2020.4.4)"]
 
 [[package]]
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 python-versions = ">=3.8"
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+    {file = "tomli-2.4.0.tar.gz", hash = "sha256:aa89c3f6c277dd275d8e243ad24f3b5e701491a860d5121f2cdd399fbb31fc9c"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.1"
+version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
-    {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
+    {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
+    {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
 
 [[package]]
@@ -1509,23 +1605,23 @@ typing-extensions = ">=4.12.0"
 
 [[package]]
 name = "urllib3"
-version = "2.5.0"
+version = "2.6.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
-    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+    {file = "urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4"},
+    {file = "urllib3-2.6.3.tar.gz", hash = "sha256:1b62b6884944a57dbe321509ab94fd4d3b307075e0c2eae991ac71ee15ad38ed"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.2.0) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=1.2.0.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
-zstd = ["zstandard (>=0.18.0)"]
+zstd = ["backports-zstd (>=1.0.0) ; python_version < \"3.14\""]
 
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<4.0"
-content-hash = "6b97757f60a7fb91ac33e66a9155b07d07afaedb8a56f00a6c7a209c2366d597"
+content-hash = "18b5c4d63d689492ee4fae75a0d1a571fd4860f22e72c74130456ff58339e8ac"
diff --git a/pyproject.toml b/pyproject.toml
index 62271c9cc..a44375d91 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "sample-programs-website"
-version = "2026.1.19"
+version = "2026.3.3"
 description = "Sample Programs in Every Programming Language"
 readme = ".github/README.md"
 requires-python = ">=3.10,<4.0"
@@ -8,9 +8,9 @@ license = {file = "LICENSE" }
 
 dependencies = [
     "snakemd (>=2.4.0,<3.0.0)",
-    "subete (>=0.21.0,<0.22.0)",
+    "subete (>=0.22.1,<0.23.0)",
     "image-titler (>=2.4.0,<2.5.0)",
-    "glotter2 (>=0.14.0,<0.15.0)",
+    "glotter2 (>=0.15.0,<0.16.0)",
     "pyyaml (>=6.0,<7.0)"
 ]
 
@@ -23,5 +23,5 @@ authors = [
 package-mode = false
 
 [build-system]
-requires = ["poetry-core>=2.0.0,<3.0.0"]
+requires = ["poetry-core>=2.3.1,<3.0.0"]
 build-backend = "poetry.core.masonry.api"
diff --git a/scripts/automate.py b/scripts/automate.py
index e394a9a70..23ee2d4fb 100644
--- a/scripts/automate.py
+++ b/scripts/automate.py
@@ -93,8 +93,10 @@ def _add_project_article_section(doc: snakemd.Document, repo: subete.Repo, proje
             program: subete.SampleProgram = lang[project.name()]
         except KeyError:
             continue
+
+        program_escaped = _markdown_escape(str(program))
         link = snakemd.Inline(
-            str(program),
+            program_escaped,
             link=program.documentation_url()
         )
         articles.append(link)
@@ -128,8 +130,9 @@ def _add_language_article_section(doc: snakemd.Document, repo: subete.Repo, lang
 
     articles = []
     for program in repo[language]:
+        program_escaped = _markdown_escape(str(program))
         link = snakemd.Inline(
-            str(program),
+            program_escaped,
             link=program._sample_program_doc_url
         )
         articles.append(link)
@@ -155,7 +158,7 @@ def _generate_front_matter(
     :param Set[str] authors: optional list of authors
     :param Iterable[str] tags: optional list of tags
     """
-    front_matter = {"title": title.replace("\\", ""), "layout": "default"}
+    front_matter = {"title": title, "layout": "default"}
     filtered_times: List[datetime.datetime] = list(filter(None, times or []))
     created_at: Optional[datetime.datetime] = min(filtered_times, default=None)
     last_modified: Optional[datetime.datetime] = max(filtered_times, default=None)
@@ -233,11 +236,13 @@ def _generate_sample_program_index(program: subete.SampleProgram, path: pathlib.
         PROGRAM_MD_FILENAMES,
     )
 
+    program_escaped = _markdown_escape(str(program))
+    language_escaped = _markdown_escape(program.language_name())
     doc.add_paragraph(
-        f"Welcome to the {program} page! Here, you'll find the source code for this program "
+        f"Welcome to the {program_escaped} page! Here, you'll find the source code for this program "
         f"as well as a description of how the program works."
     ) \
-        .insert_link(program.language_name(), program.language_collection().lang_docs_url()) \
+        .insert_link(language_escaped, program.language_collection().lang_docs_url()) \
         .insert_link(program.project_name(), program.project().requirements_url())
     doc.add_heading("Current Solution", level=2)
 
@@ -245,19 +250,18 @@ def _generate_sample_program_index(program: subete.SampleProgram, path: pathlib.
         image_dest = path / pathlib.Path(program.project_path()).name
         shutil.copy(program.project_path(), image_dest)
         image_uri = "/" + "/".join(image_dest.parts[1:])
-        image_description = f"{program.project_name()} in {program.language_name()}"
         doc.add_block(
             snakemd.Raw(
-                f'''<img class="program-image" src="{image_uri}" alt="{image_description}">'''
+                f'''<img class="program-image" src="{image_uri}" alt="{program}">'''
             )
         )
     else:
         doc.add_paragraph("{% raw %}")
-        doc.add_code(program.code(), lang=program.language_name().lower().replace(" ", "_"))
+        doc.add_code(program.code(), lang=language_escaped.lower().replace(" ", "_"))
         doc.add_paragraph("{% endraw %}")
 
-    doc.add_paragraph(f"{program} was written by:").insert_link(
-        program.language_name(), program.language_collection().lang_docs_url()
+    doc.add_paragraph(f"{program_escaped} was written by:").insert_link(
+        language_escaped, program.language_collection().lang_docs_url()
     )
     _add_authors_to_doc(doc, authors)
 
@@ -458,6 +462,7 @@ def _generate_language_index(language: subete.LanguageCollection):
     times += [language.doc_created(), language.doc_modified()]
 
     doc_authors: Set[str] = language.doc_authors()
+    language_escaped = _markdown_escape(language.name())
     _generate_front_matter(
         doc,
         f"The {language} Programming Language",
@@ -468,7 +473,7 @@ def _generate_language_index(language: subete.LanguageCollection):
     )
     _generate_no_edit_note(doc, "languages", language.pathlike_name(), LANGUAGE_MD_FILENAMES)
     doc.add_paragraph(
-        f"Welcome to the {language} page! Here, you'll find a description "
+        f"Welcome to the {language_escaped} page! Here, you'll find a description "
         f"of the language as well as a list of sample programs "
         f"in that language."
     )
@@ -611,7 +616,7 @@ def generate_sample_programs(repo: subete.Repo):
     for language in repo:
         language: subete.LanguageCollection
         for program in language:
-            log.info("Generate sample programs for %s in %s", str(program), str(language))
+            log.info("Generate sample programs for %s", str(program))
             program: subete.SampleProgram
             path = pathlib.Path(
                 f"docs/projects/{program.project_pathlike_name()}/{language.pathlike_name()}"
@@ -732,11 +737,11 @@ def generate_languages_index(repo: subete.Repo):
 
         language_index.add_paragraph(f"{language_statement}, and {snippets} code snippets.")
         languages.sort(key=lambda x: x.name().casefold())
-        languages = [
+        languages_list = [
             _get_language_link_and_testability(x)
             for x in languages
         ]
-        language_index.add_block(snakemd.MDList(languages))
+        language_index.add_block(snakemd.MDList(languages_list))
         language_index.add_block(snakemd.Paragraph(return_to_top))
 
     language_index.dump("index", directory=str(language_index_path))
@@ -759,7 +764,8 @@ def _get_language_letter_links(repo: subete.Repo) -> str:
 def _get_language_link_and_testability(
     language: subete.LanguageCollection
 ) -> snakemd.Paragraph:
-    language_link = snakemd.Inline(language.name(), link=language.lang_docs_url())
+    language_escaped = _markdown_escape(language.name())
+    language_link = snakemd.Inline(language_escaped, link=language.lang_docs_url())
     num_programs = language.total_programs()
     singular = pluralize(num_programs, "code snippet")
     phrase = f"{num_programs} {singular}"
@@ -780,7 +786,7 @@ def _get_language_link_and_testability(
 
 def _generate_language_breakdown_percentage(repo: subete.Repo, doc: snakemd.Document):
     language_info = sorted(
-        ((language.name().replace("\\", ""), language.percentage(), language.color()) for language in repo),
+        ((language.name(), language.percentage(), language.color()) for language in repo),
         key=lambda x: (-x[1], x[0])
     )
     max_language_percentage = language_info[0][1]
@@ -1043,6 +1049,10 @@ def pluralize(count: int, singular: str, plural: Optional[str]=None):
     return singular if count == 1 else plural
 
 
+def _markdown_escape(s: str) -> str:
+    return s.replace("*", r"\*")
+
+
 if __name__ == "__main__":
     parser = argparse.ArgumentParser()
     parser.add_argument("--local", "-l", action="store_true", help="Use local contents of website")