diff --git a/.gitignore b/.gitignore
index 25e3f8c03..729dfa199 100644
--- a/.gitignore
+++ b/.gitignore
@@ -101,3 +101,5 @@ __pypackages__/
 
 # Added by cargo
 /target
+
+docs/installation-troubleshooting/_generated_index.md
diff --git a/docs/installation-troubleshooting/index.md b/docs/installation-troubleshooting/index.md
new file mode 100644
index 000000000..ae17450e5
--- /dev/null
+++ b/docs/installation-troubleshooting/index.md
@@ -0,0 +1,92 @@
+# Installation Troubleshooting
+
+This directory contains concise, platform-specific troubleshooting notes focused on reproducible diagnostics and resolutions.
+
+Files:
+
+- `macos.md` — macOS troubleshooting index and links to per-entry files.
+- `macos-poppler-build.md` — Poppler build failure entry.
+- `macos-poppler-runtime.md` — Poppler runtime binaries entry.
+- `macos-tesseract.md` — Tesseract / pytesseract entry.
+- `linux.md` — placeholder for Linux troubleshooting entries.
+- `windows.md` — placeholder for Windows troubleshooting entries.
+
+Contribution guidance
+
+When adding a troubleshooting entry, include the following fields to make the entry reproducible and searchable:
+
+- Title: short, descriptive title.
+- Symptom: exact error message or observable behavior.
+- Environment: OS, architecture (x86_64 / arm64), Python version, Pixi version (if relevant), and any other relevant software versions.
+- Reproduction steps: exact commands or minimal steps to reproduce the issue.
+- Resolution: exact commands and a brief explanation of why the resolution works.
+- References: links to upstream docs, issues, or relevant resources.
+
+
+Format example (minimal template with YAML frontmatter for new troubleshooting entries):
+
+```yaml
+---
+title: "Brief title"
+date: "YYYY-MM-DD"       # Use YYYY-MM-DD (e.g., "2025-08-28")
+verified_on: null        # Set to validation date (e.g., "2025-08-29") after verification
+os: macos                # single value or a list: ["macos", "linux", "windows"]
+arch: any                # one of: "x86_64", "arm64", "any"
+severity: low            # one of: "low", "medium", "high"
+status: active           # "active" or "deprecated"
+tags: [technology, error-type]  # e.g., [poppler, pdf2image]
+reproducible: true
+---
+```
+
+Symptom: copy-paste of error/output
+Environment: e.g. macOS 13.5, arm64, Python 3.12, pixi 0.1
+Reproduction steps:
+  1. command1
+  2. command2
+Resolution:
+  - command(s)
+  - short explanation
+References: link(s)
+
+Notes:
+
+- Keep entries concise and diagnostic-first; avoid duplicating general installation instructions already present in `README.rst` or Pixi docs.
+- Per-OS files for clarity and searchability. If an entry is cross-platform, note that in the Environment field and add it to each relevant file.
+
+Maintenance guidance:
+
+- Each entry should include `date` and, when possible, `verified_on` to indicate when it was validated. Maintainers should mark `status: deprecated` if an entry becomes obsolete and point to the canonical install docs.
+- Automated checks should verify frontmatter presence and basic fields.
+
+## Docs tooling
+
+The repository provides a small local tool to validate troubleshooting entries and generate a consolidated index. This tool is optional and non-blocking by default.
+
+Run the validator and index generator inside the project's Pixi environment:
+
+```bash
+pixi run python3 tools/generate_troubleshooting_index.py
+```
+
+Use `--strict` to make the tool exit non-zero when required frontmatter is missing (useful for CI once the team decides to enforce metadata):
+
+```bash
+pixi run python3 tools/generate_troubleshooting_index.py --strict
+```
+
+Minimal frontmatter template for an entry (keep entries short and link to canonical README installation instructions):
+
+```yaml
+---
+title: "Short descriptive title"
+date: 2025-08-28
+os: macos
+arch: any
+status: active
+tags: [poppler, pdf2image]
+---
+```
+
+The tool writes `docs/installation-troubleshooting/_generated_index.md`. You do not need to commit the generated file; it can be regenerated on demand. For now, the script will only warn about missing metadata unless `--strict` is used.
+
diff --git a/docs/installation-troubleshooting/linux.md b/docs/installation-troubleshooting/linux.md
new file mode 100644
index 000000000..50b898619
--- /dev/null
+++ b/docs/installation-troubleshooting/linux.md
@@ -0,0 +1,10 @@
+# Linux troubleshooting (landing)
+
+This page points to Linux-specific troubleshooting files. Create per-issue markdown files in this directory and follow the frontmatter template in `index.md`.
+
+Examples to consider:
+
+- package manager issues (apt/yum) for Poppler/Tesseract
+- Python wheel compatibility (GLIBC/C++ ABI) problems
+
+Add new entries as focused, reproducible files; avoid duplicating canonical installation docs.
diff --git a/docs/installation-troubleshooting/macos-pixi-conda-pypi-warning.md b/docs/installation-troubleshooting/macos-pixi-conda-pypi-warning.md
new file mode 100644
index 000000000..3ff118f2c
--- /dev/null
+++ b/docs/installation-troubleshooting/macos-pixi-conda-pypi-warning.md
@@ -0,0 +1,45 @@
+---
+title: "Pixi warning: conda-packages overridden by PyPI"
+date: "2025-08-28"
+verified_on: "2025-08-28"
+os: macos
+arch: any
+severity: low
+status: active
+tags: [pixi, conda, pip, environment]
+reproducible: true
+---
+
+Symptom
+-------
+
+When running `pixi shell -e pdev`, you may see a warning such as:
+
+```
+WARN These conda-packages will be overridden by pypi:
+   yarg
+```
+
+Environment
+-----------
+
+- Using Pixi to create or enter a project environment that mixes Conda and PyPI package sources.
+
+Reproduction steps
+------------------
+
+1. Run `pixi shell -e pdev` (or the equivalent Pixi environment creation command).
+2. Observe the warning during environment resolution.
+
+Resolution
+----------
+
+This warning indicates that a package available from both Conda and PyPI will be installed from PyPI instead of the Conda channel. Usually this is safe, but if you rely on the Conda-built binary (for example, for performance or compatibility), align the package source by:
+
+- Pinning the package to the Conda channel in the Pixi/Pixienv configuration.
+- Removing the PyPI override from the project's requirements if Conda should be authoritative.
+
+Notes
+-----
+
+Most users can safely ignore this warning unless they encounter runtime issues tied to a specific build of the package.
diff --git a/docs/installation-troubleshooting/macos-poppler-build.md b/docs/installation-troubleshooting/macos-poppler-build.md
new file mode 100644
index 000000000..99e9a79a3
--- /dev/null
+++ b/docs/installation-troubleshooting/macos-poppler-build.md
@@ -0,0 +1,77 @@
+---
+title: "Poppler build failure: missing macOS SDK headers"
+date: "2025-08-28"
+verified_on: "2025-08-28"
+os: macos
+arch: arm64
+severity: medium
+status: active
+tags: [poppler, build, xcode]
+reproducible: true
+---
+
+Symptom
+-------
+
+Compilation fails with errors like:
+
+```
+fatal error: 'ctime' file not found
+```
+
+or other C/C++ header errors when installing packages that build native extensions (for example, Poppler utilities or bindings).
+
+Environment
+-----------
+
+- macOS host (any recent release)
+- Building Python packages that include C/C++ extensions
+
+Reproduction steps
+------------------
+
+1. Create or update the Pixi environment that installs packages requiring native builds (or run `pip install` for such packages).
+2. Observe the build failure during the compilation step.
+
+Resolution
+----------
+
+1. Install or update the Xcode Command Line Tools:
+
+```bash
+xcode-select --install
+```
+
+2. If the system points to the wrong developer directory, reset it:
+
+```bash
+sudo xcode-select --reset
+```
+
+3. If prompted, accept the Xcode license:
+
+```bash
+sudo xcodebuild -license
+```
+
+4. If the build still cannot find headers, export a valid SDK path for the build process and retry:
+
+```bash
+export SDKROOT=$(xcrun --sdk macosx --show-sdk-path)
+# then re-run the install or build
+```
+
+Notes
+-----
+
+These steps provide the compiler and headers required to build C/C++ extensions. Prefer installing Poppler via the OS package manager (Homebrew) when possible to avoid local compilation.
+
+References
+----------
+
+- https://developer.apple.com
+
+Verified on
+----------
+
+- Apple M1 Pro (2021), macOS 15.6.1 (verification date: 2025-08-28)
diff --git a/docs/installation-troubleshooting/macos-poppler-runtime.md b/docs/installation-troubleshooting/macos-poppler-runtime.md
new file mode 100644
index 000000000..c984ff9ec
--- /dev/null
+++ b/docs/installation-troubleshooting/macos-poppler-runtime.md
@@ -0,0 +1,62 @@
+---
+title: "Poppler runtime missing binaries"
+date: "2025-08-28"
+verified_on: "2025-08-28"
+os: macos
+arch: arm64
+severity: medium
+status: active
+tags: [poppler, pdf2image, runtime]
+reproducible: true
+---
+
+Symptom
+-------
+
+Runtime errors indicate Poppler utilities are missing, for example:
+
+```
+FileNotFoundError: [Errno 2] No such file or directory: 'pdftoppm'
+```
+
+Environment
+-----------
+
+- macOS host where Python calls `pdf2image` or other Poppler-dependent tooling
+
+Reproduction steps
+------------------
+
+1. Run a PDF conversion that relies on Poppler (e.g., code that uses `pdf2image`).
+2. Observe the FileNotFoundError or similar runtime error.
+
+Resolution
+----------
+
+Install Poppler via Homebrew:
+
+```bash
+brew install poppler
+```
+
+Verify the binaries are on PATH:
+
+```bash
+which pdftoppm
+which pdftotext
+```
+
+Notes
+-----
+
+`pdf2image` requires host-installed Poppler binaries. Pixi manages Python packages but not host-level system packages; install the latter with Homebrew, apt, or your OS package manager.
+
+References
+----------
+
+- https://poppler.freedesktop.org/
+
+Verified on
+----------
+
+- Apple M1 Pro (2021), macOS 15.6.1 (verification date: 2025-08-28)
diff --git a/docs/installation-troubleshooting/macos-syntaxwarning.md b/docs/installation-troubleshooting/macos-syntaxwarning.md
new file mode 100644
index 000000000..03a76c215
--- /dev/null
+++ b/docs/installation-troubleshooting/macos-syntaxwarning.md
@@ -0,0 +1,59 @@
+---
+title: "SyntaxWarning: invalid escape sequence in crawl4ai/prompts.py"
+date: "2025-08-28"
+verified_on: "2025-08-28"
+os: macos
+arch: arm64
+severity: low
+status: active
+tags: [python, warning, syntax]
+reproducible: true
+---
+
+Symptom
+-------
+
+You may see a warning like:
+
+```
+SyntaxWarning: invalid escape sequence '\`'
+```
+
+Environment
+-----------
+
+- A Python file in the repository (example: `crawl4ai/prompts.py`) contains a string with a backslash followed by a character that doesn't form a valid escape sequence.
+
+Reproduction steps
+------------------
+
+1. Run code that imports or executes the affected module (or run linting/tests).
+2. Observe the SyntaxWarning printed at import time or during execution.
+
+Resolution
+----------
+
+Update the affected string to use a valid escape or a raw string. For example, either double-escape the backslash:
+
+```py
+# before
+text = "This contains a backslash and a backtick: \`"
+
+# after
+text = "This contains a backslash and a backtick: \\\`"
+```
+
+or mark the string as raw (if that semantics is acceptable):
+
+```py
+text = r"This contains a backslash and a backtick: \`"
+```
+
+Notes
+-----
+
+This is a low-severity, linter-level issue; it won't usually break runtime behavior but fixing it keeps console output clean and avoids noisy CI logs.
+
+References
+----------
+- Python string literal docs: https://docs.python.org/3/reference/lexical_analysis.html#string-and-bytes-literals
diff --git a/docs/installation-troubleshooting/macos-tesseract.md b/docs/installation-troubleshooting/macos-tesseract.md
new file mode 100644
index 000000000..213fd91ce
--- /dev/null
+++ b/docs/installation-troubleshooting/macos-tesseract.md
@@ -0,0 +1,68 @@
+---
+title: "Tesseract not found at runtime"
+date: "2025-08-28"
+verified_on: "2025-08-28"
+os: macos
+arch: arm64
+severity: medium
+status: active
+tags: [tesseract, pytesseract, ocr]
+reproducible: true
+---
+
+Symptom
+-------
+
+OCR calls raise errors indicating the `tesseract` executable is missing, e.g.:
+
+```
+FileNotFoundError: [Errno 2] No such file or directory: 'tesseract'
+```
+
+Environment
+-----------
+
+- macOS host with `pytesseract` installed in the Pixi-managed Python environment
+
+Verified on
+----------
+
+- Apple M1 Pro (2021), macOS 15.6.1 (verification date: 2025-08-28)
+
+Reproduction steps
+------------------
+
+1. Run an OCR task using COMPASS or a small script that imports `pytesseract`.
+2. Observe the FileNotFoundError or similar runtime error.
+
+Resolution
+----------
+
+Install Tesseract via Homebrew:
+
+```bash
+brew install tesseract
+```
+
+Confirm the executable is available on PATH:
+
+```bash
+which tesseract
+```
+
+If the runtime still cannot find `tesseract`, explicitly set the path for `pytesseract` in code (example):
+
+```py
+import pytesseract
+pytesseract.pytesseract.tesseract_cmd = "/opt/homebrew/bin/tesseract"
+```
+
+Notes
+-----
+
+`pytesseract` is a Python wrapper that invokes the system `tesseract` binary; the binary is provided by the OS package manager, not by Python packages.
+
+References
+----------
+
+- https://pypi.org/project/pytesseract/
diff --git a/docs/installation-troubleshooting/macos.md b/docs/installation-troubleshooting/macos.md
new file mode 100644
index 000000000..7f4eb17e4
--- /dev/null
+++ b/docs/installation-troubleshooting/macos.md
@@ -0,0 +1,11 @@
+# macOS troubleshooting (landing)
+
+This page points to per-issue troubleshooting files for macOS. Maintain each issue as a separate markdown file under `docs/installation-troubleshooting/` and follow the frontmatter template in `index.md`.
+
+Current macOS entries
+
+- `macos-poppler-build.md` — Poppler build failure: missing macOS SDK headers
+- `macos-poppler-runtime.md` — Poppler runtime missing binaries
+- `macos-tesseract.md` — Tesseract not found at runtime
+
+Add new macOS entries by creating a new file in this directory using the frontmatter template in `index.md`. Keep entries concise and diagnostic-first.
diff --git a/docs/installation-troubleshooting/windows.md b/docs/installation-troubleshooting/windows.md
new file mode 100644
index 000000000..f66175f4c
--- /dev/null
+++ b/docs/installation-troubleshooting/windows.md
@@ -0,0 +1,10 @@
+# Windows troubleshooting (landing)
+
+This page points to Windows-specific troubleshooting files. Create per-issue markdown files in this directory and follow the frontmatter template in `index.md`.
+
+Examples to consider:
+
+- installing Poppler and Tesseract on Windows
+- Visual C++ Build Tools and common compilation issues
+
+Add new entries as focused, reproducible files and link to upstream install docs where appropriate.
diff --git a/docs/source/conf.py b/docs/source/conf.py
index e2cda62dc..31029246a 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -57,6 +57,7 @@
     "sphinx_click.ext",
     "sphinx_tabs.tabs",
     "sphinx_copybutton",
+    "myst_parser",
 ]
 
 intersphinx_mapping = {
@@ -77,7 +78,11 @@
 # The suffix(es) of source filenames.
 # You can specify multiple suffix as a list of string:
 #
-source_suffix = ".rst"
+source_suffix = {
+    ".rst": "restructuredtext",
+    ".txt": "markdown",
+    ".md": "markdown",
+}
 
 # source_parsers = {'.md': MarkdownParser}
 
diff --git a/pixi.lock b/pixi.lock
index ee77728da..6210b9381 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -13,22 +13,22 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.12.15-py312h8a5da7c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.0-py312h033f2cf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.11.0-pyhcf101f3_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/async-timeout-4.0.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.4.0-pyh71513ae_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.2-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h1289d80_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_8.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.5-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cachetools-5.5.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cachetools-6.2.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-h3394656_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py312h35888ee_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.10.5-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py312h35888ee_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.0-pyh707e725_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
@@ -48,9 +48,9 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.14.1-ha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/frozenlist-1.7.0-py312h447239a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/giflib-5.2.2-hd590300_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.25.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/google-api-python-client-2.182.0-pyh332efcf_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/google-auth-2.40.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.25.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-api-python-client-2.184.0-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-auth-2.41.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/google-auth-httplib2-0.2.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/googleapis-common-protos-1.70.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/greenlet-3.1.1-py312h2ec8cdc_1.conda
@@ -67,24 +67,24 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-8.37.0-pyh8f84b5b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/jiter-0.11.0-py312h0ccc70a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/jiter-0.11.0-py312h0ccc70a_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/jsonpatch-1.33-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/jsonpointer-3.0.0-py312h7900ff3_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
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+- conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.3.0-pyhd8ed1ab_0.conda
+  sha256: 6370d6a458b4f11a9ab5db7eb05e895f55f276e6aa4c4bbac7dde412c87fae35
+  md5: c9ee16acbcea5cc91d9f3eb1d8f903bd
   depends:
-  - python >=3.9
+  - python >=3.10
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/lark?source=hash-mapping
-  size: 92093
-  timestamp: 1734709450256
+  - pkg:pypi/lark?source=compressed-mapping
+  size: 94267
+  timestamp: 1758590674960
 - conda: https://conda.anaconda.org/conda-forge/linux-64/lcms2-2.17-h717163a_0.conda
   sha256: d6a61830a354da022eae93fa896d0991385a875c6bba53c82263a289deda9db8
   md5: 000e85703f0fd9594c81710dd5066471
@@ -17983,37 +18086,37 @@ packages:
   purls: []
   size: 510641
   timestamp: 1739161381270
-- conda: https://conda.anaconda.org/conda-forge/osx-64/ld64-955.13-hc3792c1_1.conda
-  sha256: 9a783e7d116ef05b21b6f8d88fa7bfb5e1c091430ab894010dbe61999a6a6809
-  md5: b5c95652b48dd0153ef3a50b1f577b5c
+- conda: https://conda.anaconda.org/conda-forge/osx-64/ld64-955.13-hc3792c1_5.conda
+  sha256: 0c8ffac5bf9859212fa4bd96dd9b92ed2f7797fee4c1a846d5720502189911d3
+  md5: f21d93547453bdd19e09af070443701d
   depends:
-  - ld64_osx-64 955.13 hf1c22e8_1
+  - ld64_osx-64 955.13 llvm19_1_h466f870_5
   - libllvm19 >=19.1.7,<19.2.0a0
   constrains:
-  - cctools_osx-64 1024.3.*
   - cctools 1024.3.*
+  - cctools_osx-64 1024.3.*
   license: APSL-2.0
   license_family: Other
   purls: []
-  size: 18050
-  timestamp: 1756645146568
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64-955.13-he86490a_1.conda
-  sha256: 0a86572557ba022dae78eb57ce8d2efd2a00fec595bf56abb733870dda611acf
-  md5: b350b94c4bcf9e420affa09e0ce2ec8a
+  size: 18661
+  timestamp: 1759698156154
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64-955.13-he86490a_5.conda
+  sha256: 7ef3d6221c7ff6614068a6e5f15d3364c771d8e96d2a4658f1cac8345c457b9a
+  md5: 6f950ee881f60f86a448fce998b115be
   depends:
-  - ld64_osx-arm64 955.13 hc42d924_1
+  - ld64_osx-arm64 955.13 llvm19_1_h6922315_5
   - libllvm19 >=19.1.7,<19.2.0a0
   constrains:
-  - cctools_osx-arm64 1024.3.*
   - cctools 1024.3.*
+  - cctools_osx-arm64 1024.3.*
   license: APSL-2.0
   license_family: Other
   purls: []
-  size: 18091
-  timestamp: 1756645549597
-- conda: https://conda.anaconda.org/conda-forge/osx-64/ld64_osx-64-955.13-hf1c22e8_1.conda
-  sha256: 0d51e2b9fea0c6b0475dfb60800bc4a8861f8321844b55fcbf0c043db50e17c4
-  md5: b7bdae883487c0b25dedf9ec26564758
+  size: 18769
+  timestamp: 1759698138062
+- conda: https://conda.anaconda.org/conda-forge/osx-64/ld64_osx-64-955.13-llvm19_1_h466f870_5.conda
+  sha256: 3f21b1a016ce657966cc41a8514a6bdb67e9e43c977acd159eaf5e34957c71a5
+  md5: a961866ef2ac25219fc0116910597561
   depends:
   - __osx >=10.13
   - libcxx
@@ -18021,18 +18124,18 @@ packages:
   - sigtool
   - tapi >=1300.6.5,<1301.0a0
   constrains:
-  - cctools_osx-64 1024.3.*
+  - clang 19.1.*
+  - ld64 955.13.*
   - cctools 1024.3.*
-  - ld 955.13.*
-  - clang >=19.1.7,<20.0a0
+  - cctools_osx-64 1024.3.*
   license: APSL-2.0
   license_family: Other
   purls: []
-  size: 1111690
-  timestamp: 1756645089175
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64_osx-arm64-955.13-hc42d924_1.conda
-  sha256: 112f4d57c4d451010f94d10c926a2a54f0f1d62e382ac3a0e13c4f611aa3b12d
-  md5: 3cb7f3c67053be4f5b34156562f4f9c6
+  size: 1110484
+  timestamp: 1759698058848
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ld64_osx-arm64-955.13-llvm19_1_h6922315_5.conda
+  sha256: a849c47fbb5753d8a0ff300c6eba83896be26f077996572e51eba3ac60377cb7
+  md5: 0bb1b76cc690216bfd37bfc7110ab1c3
   depends:
   - __osx >=11.0
   - libcxx
@@ -18040,18 +18143,18 @@ packages:
   - sigtool
   - tapi >=1300.6.5,<1301.0a0
   constrains:
-  - clang >=19.1.7,<20.0a0
-  - cctools_osx-arm64 1024.3.*
-  - ld 955.13.*
+  - clang 19.1.*
+  - ld64 955.13.*
   - cctools 1024.3.*
+  - cctools_osx-arm64 1024.3.*
   license: APSL-2.0
   license_family: Other
   purls: []
-  size: 1038845
-  timestamp: 1756645465829
-- conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-h1423503_1.conda
-  sha256: 1a620f27d79217c1295049ba214c2f80372062fd251b569e9873d4a953d27554
-  md5: 0be7c6e070c19105f966d3758448d018
+  size: 1036723
+  timestamp: 1759698038778
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-ha97dd6f_2.conda
+  sha256: 707dfb8d55d7a5c6f95c772d778ef07a7ca85417d9971796f7d3daad0b615de8
+  md5: 14bae321b8127b63cba276bd53fac237
   depends:
   - __glibc >=2.17,<3.0.a0
   constrains:
@@ -18059,18 +18162,18 @@ packages:
   license: GPL-3.0-only
   license_family: GPL
   purls: []
-  size: 676044
-  timestamp: 1752032747103
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ld_impl_linux-aarch64-2.44-h5e2c951_1.conda
-  sha256: 80e75aed7ea8af589b9171e90d042a20f111bbb21f62d06f32ec124ec9fd1f58
-  md5: c10832808cf155953061892b3656470a
+  size: 747158
+  timestamp: 1758810907507
+- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/ld_impl_linux-aarch64-2.44-h9df1782_2.conda
+  sha256: 6edaaad2b275ac7a230b73488723ffe0a3d49345682fd032b5c6f872411a3343
+  md5: c82b1aeb48ef8d5432cbc592716464ba
   constrains:
   - binutils_impl_linux-aarch64 2.44
   license: GPL-3.0-only
   license_family: GPL
   purls: []
-  size: 708449
-  timestamp: 1752032823484
+  size: 787844
+  timestamp: 1758810889587
 - conda: https://conda.anaconda.org/conda-forge/linux-64/leptonica-1.83.1-hb768ceb_6.conda
   sha256: df328692de74d87af929d2e05add47858ad6a7637008c8abced7dca6ade22a24
   md5: d78e664e0c7cb013796fa3886faae444
@@ -18220,63 +18323,63 @@ packages:
   purls: []
   size: 164701
   timestamp: 1745264384716
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20250814.0-cxx17_hee66210_0.conda
-  sha256: 76b82d7a9ca9ff645b092151dce6195851ef949c3614abe6defc93cbe6a5c3d0
-  md5: 78eaa476082183016ad9eae55e471df6
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20250814.1-cxx17_hee66210_0.conda
+  sha256: 99e2574508f068960c847e112d736c4e12fb2d07483cf984ab9a27e3590a9d50
+  md5: a5a7729bb44d885d615560dd05e5d487
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=14
   - libstdcxx >=14
   constrains:
-  - libabseil-static =20250814.0=cxx17*
-  - abseil-cpp =20250814.0
+  - libabseil-static =20250814.1=cxx17*
+  - abseil-cpp =20250814.1
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 1352636
-  timestamp: 1755570116957
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libabseil-20250814.0-cxx17_hb39b137_0.conda
-  sha256: 6326d345a6f2b11a15e78380549eff66587e6c6704ff203e6556206da622139a
-  md5: c69e91f94e3aba3adc0590b9c9d9961a
+  size: 1347008
+  timestamp: 1758644317078
+- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libabseil-20250814.1-cxx17_hb39b137_0.conda
+  sha256: 9f552665c088c12d33a368a4503c5d7923f451af57ea1f68cfe93ca1f90dedcb
+  md5: d53c0017b8ce7f36c83b8d0bd1a4a574
   depends:
   - libgcc >=14
   - libstdcxx >=14
   constrains:
-  - abseil-cpp =20250814.0
-  - libabseil-static =20250814.0=cxx17*
+  - libabseil-static =20250814.1=cxx17*
+  - abseil-cpp =20250814.1
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 1365229
-  timestamp: 1755570154782
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libabseil-20250814.0-cxx17_hb78dbe9_0.conda
-  sha256: 30f8cdce2433d437e30c0d0528be85943e5df17340d81ae9ff0abfc0ddb629f1
-  md5: 1cbbfc2aae425d8ba78879ae0c849dd4
+  size: 1367272
+  timestamp: 1758644339010
+- conda: https://conda.anaconda.org/conda-forge/osx-64/libabseil-20250814.1-cxx17_he9a6277_0.conda
+  sha256: 0acecc452476383eba75ce0e8479741a99340caa83bbe44fa459dc3b5829aa61
+  md5: 4f8ececd236e3ed3e84dfc84443d855e
   depends:
   - __osx >=10.13
   - libcxx >=19
   constrains:
-  - libabseil-static =20250814.0=cxx17*
-  - abseil-cpp =20250814.0
+  - abseil-cpp =20250814.1
+  - libabseil-static =20250814.1=cxx17*
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 1183370
-  timestamp: 1755570510985
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20250814.0-cxx17_h27f41a9_0.conda
-  sha256: 6867411d299b46cde46bddb66996e2342ad9d9e9c44268ef8951cecd0e5fc558
-  md5: 63ba06cd867f7e7399b8795ac7c49f3b
+  size: 1185981
+  timestamp: 1758644604877
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20250814.1-cxx17_ha86d76d_0.conda
+  sha256: 31b5ffb384d0b291202a3b9f650b277b14e4586418be092aeda0a305506ac39f
+  md5: 7a99ec49a148ed4da152d2a71270f0e9
   depends:
   - __osx >=11.0
   - libcxx >=19
   constrains:
-  - libabseil-static =20250814.0=cxx17*
-  - abseil-cpp =20250814.0
+  - libabseil-static =20250814.1=cxx17*
+  - abseil-cpp =20250814.1
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 1193619
-  timestamp: 1755570370865
+  size: 1195190
+  timestamp: 1758644938789
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.8.1-gpl_h98cc613_100.conda
   sha256: 6f35e429909b0fa6a938f8ff79e1d7000e8f15fbb37f67be6f789348fea4c602
   md5: 9de6247361e1ee216b09cfb8b856e2ee
@@ -18372,78 +18475,78 @@ packages:
   purls: []
   size: 1098688
   timestamp: 1749386269743
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-35_h4a7cf45_openblas.conda
-  build_number: 35
-  sha256: 6cae2184069dd6527a405bc4a3de1290729f6f1c7a475fa4c937a6c02e05f058
-  md5: 6da7e852c812a84096b68158574398d0
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.9.0-36_h4a7cf45_openblas.conda
+  build_number: 36
+  sha256: a1670eb8c9293f37a245e313bd9d72a301c79e8668a6a5d418c90335719fbaff
+  md5: 2a6122504dc8ea139337046d34a110cb
   depends:
   - libopenblas >=0.3.30,<0.3.31.0a0
   - libopenblas >=0.3.30,<1.0a0
   constrains:
-  - blas 2.135   openblas
-  - liblapacke 3.9.0   35*_openblas
+  - liblapacke 3.9.0   36*_openblas
+  - blas 2.136   openblas
+  - liblapack  3.9.0   36*_openblas
   - mkl <2025
-  - liblapack  3.9.0   35*_openblas
-  - libcblas   3.9.0   35*_openblas
+  - libcblas   3.9.0   36*_openblas
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17153
-  timestamp: 1757446766752
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libblas-3.9.0-35_haddc8a3_openblas.conda
-  build_number: 35
-  sha256: dd7c5f72a45fb02619570c58a888531bbbdcf153b56d722fc5376e10d60f8226
-  md5: dba19234e3a18799ed7c872f134083da
+  size: 17421
+  timestamp: 1758396490057
+- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libblas-3.9.0-36_haddc8a3_openblas.conda
+  build_number: 36
+  sha256: 74ba3e7a0276219a72d7c036748c9b7edb676f3bb05c460701ab91244da760a0
+  md5: f627fbea254e4b8d3a0cc68ed403741a
   depends:
   - libopenblas >=0.3.30,<0.3.31.0a0
   - libopenblas >=0.3.30,<1.0a0
   constrains:
+  - liblapack  3.9.0   36*_openblas
+  - liblapacke 3.9.0   36*_openblas
   - mkl <2025
-  - libcblas   3.9.0   35*_openblas
-  - liblapack  3.9.0   35*_openblas
-  - liblapacke 3.9.0   35*_openblas
-  - blas 2.135   openblas
+  - libcblas   3.9.0   36*_openblas
+  - blas 2.136   openblas
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17237
-  timestamp: 1757446878235
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libblas-3.9.0-35_he492b99_openblas.conda
-  build_number: 35
-  sha256: e1958ed8252ce4e54558093c13bd8f6a61331a5ebf1bf088e64a8a118d14ba6f
-  md5: fa7588e7cdbe7718e90aea6c849e09ca
+  size: 17552
+  timestamp: 1758396636275
+- conda: https://conda.anaconda.org/conda-forge/osx-64/libblas-3.9.0-36_he492b99_openblas.conda
+  build_number: 36
+  sha256: 9777a98bc129d5036bbcc6924fd42c7f9012813ff591053ccdb3f8b94071da54
+  md5: 81067fbe6234231aa66b35de4c5230f5
   depends:
   - libopenblas >=0.3.30,<0.3.31.0a0
   - libopenblas >=0.3.30,<1.0a0
   constrains:
-  - libcblas   3.9.0   35*_openblas
-  - liblapacke 3.9.0   35*_openblas
-  - blas 2.135   openblas
-  - liblapack  3.9.0   35*_openblas
   - mkl <2025
+  - liblapack  3.9.0   36*_openblas
+  - liblapacke 3.9.0   36*_openblas
+  - blas 2.136   openblas
+  - libcblas   3.9.0   36*_openblas
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17314
-  timestamp: 1757447444160
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.9.0-35_h51639a9_openblas.conda
-  build_number: 35
-  sha256: 9eb9a0ba654824c10ae1246124a0ecaea9d6f8abd98d43ddfc5e36931191843d
-  md5: f6ff3c5ed6d55bdede368a8670c3ff99
+  size: 17726
+  timestamp: 1758397387194
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.9.0-36_h51639a9_openblas.conda
+  build_number: 36
+  sha256: acedf4c86be500172ed84a1bf37425e5c538f0494341ebdc829001cd37707564
+  md5: 3bf1e49358861ce86825eaa47c092f29
   depends:
   - libopenblas >=0.3.30,<0.3.31.0a0
   - libopenblas >=0.3.30,<1.0a0
   constrains:
-  - liblapack  3.9.0   35*_openblas
-  - liblapacke 3.9.0   35*_openblas
+  - liblapacke 3.9.0   36*_openblas
+  - libcblas   3.9.0   36*_openblas
+  - liblapack  3.9.0   36*_openblas
   - mkl <2025
-  - blas 2.135   openblas
-  - libcblas   3.9.0   35*_openblas
+  - blas 2.136   openblas
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17354
-  timestamp: 1757447500683
+  size: 17733
+  timestamp: 1758397710974
 - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.9.0-35_h5709861_mkl.conda
   build_number: 35
   sha256: 4180e7ab27ed03ddf01d7e599002fcba1b32dcb68214ee25da823bac371ed362
@@ -18629,66 +18732,66 @@ packages:
   purls: []
   size: 245418
   timestamp: 1756599770744
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-35_h0358290_openblas.conda
-  build_number: 35
-  sha256: fb77db75b0bd50856a1d53edcfd70c3314cde7e7c7d87479ee9d6b7fdbe824f1
-  md5: 8aa3389d36791ecd31602a247b1f3641
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.9.0-36_h0358290_openblas.conda
+  build_number: 36
+  sha256: 45110023d1661062288168c6ee01510bcb472ba2f5184492acdcdd3d1af9b58d
+  md5: 13a3fe5f9812ac8c5710ef8c03105121
   depends:
-  - libblas 3.9.0 35_h4a7cf45_openblas
+  - libblas 3.9.0 36_h4a7cf45_openblas
   constrains:
-  - liblapacke 3.9.0   35*_openblas
-  - blas 2.135   openblas
-  - liblapack  3.9.0   35*_openblas
+  - liblapacke 3.9.0   36*_openblas
+  - blas 2.136   openblas
+  - liblapack  3.9.0   36*_openblas
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 17149
-  timestamp: 1757446780072
-- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libcblas-3.9.0-35_hd72aa62_openblas.conda
-  build_number: 35
-  sha256: 9cf6ff105204c82e57a24c3c555a90ec375273e8535d0acd38f4ef0fdbbf8443
-  md5: 84fd2c399ab35c5938571e61750f1c14
+  size: 17401
+  timestamp: 1758396499759
+- conda: https://conda.anaconda.org/conda-forge/linux-aarch64/libcblas-3.9.0-36_hd72aa62_openblas.conda
+  build_number: 36
+  sha256: 74194712008787f237b085216a99288c78310fc6ada6dff2187d21396a373d67
+  md5: 054573a8c18421aa47dfaf0d66a21012
   depends:
-  - libblas 3.9.0 35_haddc8a3_openblas
+  - libblas 3.9.0 36_haddc8a3_openblas
   constrains:
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-  - blas 2.135   openblas
-  - liblapack  3.9.0   35*_openblas
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-  - liblapack  3.9.0   35*_openblas
-  - liblapacke 3.9.0   35*_openblas
+  - liblapacke 3.9.0   36*_openblas
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-  - liblapacke 3.9.0   35*_openblas
-  - blas 2.135   openblas
+  - liblapack  3.9.0   36*_openblas
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-  sha256: f60e4ad5db23f0b96e49c018596707c3ae89f5d0bd97f0ad3684bcbad899f1e7
+  version: 1.22.0
+  sha256: bca03b91c323036913993ff5c738d0842fc9c60c4648e5c8d98331526df89784
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
@@ -34040,34 +34505,34 @@ packages:
   purls: []
   size: 107439
   timestamp: 1727963788936
-- pypi: https://files.pythonhosted.org/packages/35/0b/8df9c4ad06af91d39e94fa96cc010a24ac4ef1378d3efab9223cc8593d40/zstandard-0.25.0-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/31/dc/cc50210e11e465c975462439a492516a73300ab8caa8f5e0902544fd748b/zstandard-0.25.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: zstandard
   version: 0.25.0
-  sha256: ec996f12524f88e151c339688c3897194821d7f03081ab35d31d1e12ec975e94
+  sha256: e09bb6252b6476d8d56100e8147b803befa9a12cea144bbe629dd508800d1ad0
   requires_dist:
   - cffi~=1.17 ; python_full_version < '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
   - cffi>=2.0.0b0 ; python_full_version >= '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/3f/06/9ae96a3e5dcfd119377ba33d4c42a7d89da1efabd5cb3e366b156c45ff4d/zstandard-0.25.0-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/3d/5c/f8923b595b55fe49e30612987ad8bf053aef555c14f05bb659dd5dbe3e8a/zstandard-0.25.0-cp314-cp314-macosx_10_13_x86_64.whl
   name: zstandard
   version: 0.25.0
-  sha256: a1a4ae2dec3993a32247995bdfe367fc3266da832d82f8438c8570f989753de1
+  sha256: e29f0cf06974c899b2c188ef7f783607dbef36da4c242eb6c82dcd8b512855e3
   requires_dist:
   - cffi~=1.17 ; python_full_version < '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
   - cffi>=2.0.0b0 ; python_full_version >= '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/63/4b/e3678b4e776db00f9f7b2fe58e547e8928ef32727d7a1ff01dea010f3f13/zstandard-0.25.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/8d/09/d0a2a14fc3439c5f874042dca72a79c70a532090b7ba0003be73fee37ae2/zstandard-0.25.0-cp314-cp314-macosx_11_0_arm64.whl
   name: zstandard
   version: 0.25.0
-  sha256: 8e735494da3db08694d26480f1493ad2cf86e99bdd53e8e9771b2752a5c0246a
+  sha256: 05df5136bc5a011f33cd25bc9f506e7426c0c9b3f9954f056831ce68f3b6689f
   requires_dist:
   - cffi~=1.17 ; python_full_version < '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
   - cffi>=2.0.0b0 ; python_full_version >= '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/6d/db/ddb11011826ed7db9d0e485d13df79b58586bfdec56e5c84a928a9a78c1c/zstandard-0.25.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
+- pypi: https://files.pythonhosted.org/packages/a4/86/a48e56320d0a17189ab7a42645387334fba2200e904ee47fc5a26c1fd8ca/zstandard-0.25.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
   name: zstandard
   version: 0.25.0
-  sha256: bfc4e20784722098822e3eee42b8e576b379ed72cca4a7cb856ae733e62192ea
+  sha256: 223415140608d0f0da010499eaa8ccdb9af210a543fac54bce15babbcfc78439
   requires_dist:
   - cffi~=1.17 ; python_full_version < '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
   - cffi>=2.0.0b0 ; python_full_version >= '3.14' and platform_python_implementation != 'PyPy' and extra == 'cffi'
diff --git a/pyproject.toml b/pyproject.toml
index dfccafca1..c8b053054 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -70,6 +70,7 @@ test = [
 doc = [
   "ghp-import>=2.1",
   "make>=0.1",
+  "myst-parser>=4.0.1,<5",
   "pydata-sphinx-theme>=0.16.1,<0.17",
   "sphinx-click>=5.1",
   "sphinx-copybutton>=0.5",
@@ -230,6 +231,7 @@ tox = ">=4.23.2,<5"
 [tool.pixi.feature.python-doc.dependencies]
 ghp-import = ">=2.1.0,<3"
 make = ">=4.4.1,<5"
+myst-parser = ">=4.0.1,<5"
 pydata-sphinx-theme = ">=0.16.1,<0.17"
 sphinx-click = ">=6.0.0,<7"
 sphinx-copybutton = ">=0.5.2,<0.6"
diff --git a/tools/generate_troubleshooting_index.py b/tools/generate_troubleshooting_index.py
new file mode 100644
index 000000000..919ae4aa3
--- /dev/null
+++ b/tools/generate_troubleshooting_index.py
@@ -0,0 +1,173 @@
+#!/usr/bin/env python3
+from __future__ import annotations
+import sys
+from pathlib import Path
+import re
+from typing import Any, Dict, List
+"""
+Simple validator and index generator for docs/installation-troubleshooting entries.
+
+Usage:
+    python tools/generate_troubleshooting_index.py [--strict]
+
+This script is intentionally dependency-free. It parses a simple YAML-like
+frontmatter block delimited by "---" at the top of each markdown file and
+extracts a small set of fields. It validates required fields and writes a
+generated index at `docs/installation-troubleshooting/_generated_index.md`.
+
+Required frontmatter fields: title, date, os, status
+
+Optional fields handled: arch, tags, severity, reproducible, verified_on
+
+Behavior:
+    it can be run locally without breaking workflows.
+    (suitable for CI when the team is ready to enforce metadata).
+"""
+
+import argparse
+ 
+ROOT = Path(__file__).resolve().parents[1]
+TROUBLE_DIR = ROOT / "docs" / "installation-troubleshooting"
+OUTPATH = TROUBLE_DIR / "_generated_index.md"
+
+REQUIRED = ["title", "date", "os", "status", "severity", "arch", "reproducible"]
+
+# Files to ignore in the troubleshooting dir (index and per-OS landing pages)
+SKIP_NAMES = {"index.md", "macos.md", "linux.md", "windows.md"}
+
+
+def parse_frontmatter(text: str) -> dict[str, Any]:
+    """Parse a minimal YAML-like frontmatter block and return a mapping.
+
+    The parser is intentionally small and dependency-free. It supports:
+    - simple key: value pairs
+    - lists expressed as [a, b]
+    - booleans and null/None
+    """
+    lines = text.splitlines()
+    if not lines:
+        return {}
+
+    if lines[0].strip() != "---":
+        return {}
+
+    # locate the closing '---'
+    try:
+        end = lines[1:].index("---") + 1
+    except ValueError:
+        return {}
+
+    fm_lines = lines[1:end]
+    data: dict[str, Any] = {}
+
+    for raw in fm_lines:
+        line = raw.strip()
+        if not line or line.startswith("#") or ":" not in line:
+            continue
+        k, v = (part.strip() for part in line.split(":", 1))
+
+        # strip surrounding quotes if present
+        if (v.startswith("\"") and v.endswith("\"")) or (v.startswith("'") and v.endswith("'")):
+            v = v[1:-1]
+
+        low = v.lower()
+        if low in {"null", "none"}:
+            data[k] = None
+            continue
+
+        # list like [a, b]
+        if v.startswith("[") and v.endswith("]"):
+            inner = v[1:-1].strip()
+            if not inner:
+                data[k] = []
+            else:
+                parts = [p.strip().strip('"').strip("'") for p in inner.split(",")]
+                data[k] = parts
+            continue
+
+        if low in {"true", "false"}:
+            data[k] = low == "true"
+            continue
+
+        data[k] = v
+
+    return data
+
+
+def read_frontmatter(path: Path) -> Dict[str, Any]:
+    text = path.read_text(encoding="utf8")
+    return parse_frontmatter(text)
+
+
+def build_index(entries: List[Dict[str, Any]]) -> str:
+    header = "# Generated Troubleshooting Index\n\n"
+    header += "This file is generated by `tools/generate_troubleshooting_index.py`.\n\n"
+    header += "| Title | OS | Arch | Date | Status | Severity | Reproducible | Verified | Tags | File |\n"
+    header += "|---|---|---:|---:|---|---|---|---|---|---|\n"
+    rows = []
+    for e in entries:
+        title = e.get("title", "")
+        os = e.get("os", "")
+        arch = e.get("arch", "") or ""
+        date = e.get("date", "") or ""
+        status = e.get("status", "") or ""
+        severity = e.get("severity", "") or ""
+        reproducible = e.get("reproducible", "")
+        reproducible = str(reproducible) if reproducible is not None else ""
+        verified = e.get("verified_on", "") or ""
+        tags = e.get("tags")
+        if isinstance(tags, list):
+            tags = ", ".join(tags)
+        tags = tags or ""
+        path = e.get("__path__", "")
+        rows.append(
+            f"| {title} | {os} | {arch} | {date} | {status} | {severity} | {reproducible} | {verified} | {tags} | [{path}]({path}) |"
+        )
+    return header + '\n'.join(rows) + '\n'
+
+
+def main(argv: list[str] | None = None) -> int:
+    if not TROUBLE_DIR.exists():
+        print(f"Troubleshooting directory not found: {TROUBLE_DIR}", file=sys.stderr)
+        return 1
+    parser = argparse.ArgumentParser(description="Generate troubleshooting index and validate frontmatter")
+    parser.add_argument("--strict", action="store_true", help="Exit non-zero if any file is missing required frontmatter fields")
+    args = parser.parse_args(argv)
+
+    md_files = sorted([
+        p for p in TROUBLE_DIR.glob('*.md')
+        if p.name != OUTPATH.name and not p.name.startswith('_') and p.name not in SKIP_NAMES
+    ])
+    entries: List[Dict[str, Any]] = []
+    failed = False
+    for p in md_files:
+        data = read_frontmatter(p)
+        if not data:
+            print(f"WARN: no frontmatter found in {p.name}")
+            # still include with minimal info
+            data = {'title': p.stem, 'date': '', 'os': '', 'status': 'unknown'}
+        data['__path__'] = p.name
+        missing = [k for k in REQUIRED if k not in data or data.get(k) in (None, '')]
+        if missing:
+            print(f"ERROR: {p.name} missing required frontmatter fields: {missing}")
+            failed = True
+        entries.append(data)
+
+    # Sort entries by os, then date
+    def sort_key(e: Dict[str, Any]):
+        return (e.get('os') or '', e.get('date') or '')
+
+    entries.sort(key=sort_key)
+
+    out = build_index(entries)
+    OUTPATH.write_text(out, encoding='utf8')
+    print(f"Wrote generated index to {OUTPATH}")
+    if failed and args.strict:
+        print("Validation failed (strict mode). Exiting non-zero.", file=sys.stderr)
+        return 1
+    # default: non-blocking so developers can run this locally without CI failures
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())