diff --git a/.github/workflows/social-images.yml b/.github/workflows/social-images.yml
new file mode 100644
index 00000000..e5a02689
--- /dev/null
+++ b/.github/workflows/social-images.yml
@@ -0,0 +1,94 @@
+name: Social Images
+
+on:
+  pull_request:
+    paths:
+      - 'content/**/*.md'
+
+jobs:
+  generate:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write
+
+    steps:
+      - uses: actions/checkout@34e114876b0b11c390a56381ad16ebd13914f8d5  # v4
+        with:
+          ref: ${{ github.head_ref }}
+          repository: ${{ github.event.pull_request.head.repo.full_name }}
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065  # v5
+        with:
+          python-version: '3.x'
+
+      - name: Install ImageMagick
+        run: |
+          sudo apt-get update -qq
+          sudo apt-get install -y imagemagick
+          # Ubuntu ships ImageMagick 6 (binary: convert). generate.py expects `magick`
+          # (IM7 name). Create an alias so the script works without modification.
+          sudo ln -sf /usr/bin/convert /usr/local/bin/magick
+          magick -version
+
+      - name: Install Python dependencies
+        run: pip install -r scripts/social-images/requirements.txt
+
+      - name: Find changed Markdown files
+        id: diff
+        run: |
+          git fetch --depth=1 origin ${{ github.event.pull_request.base.sha }}
+
+          git diff --name-only --diff-filter=AM FETCH_HEAD HEAD \
+            | grep '^content/.*\.md$' > /tmp/added_modified.txt || true
+
+          git diff --name-only --diff-filter=DR FETCH_HEAD HEAD \
+            | grep '^content/.*\.md$' > /tmp/deleted.txt || true
+
+          echo "has_added=$([ -s /tmp/added_modified.txt ] && echo 'true' || echo 'false')" >> "$GITHUB_OUTPUT"
+          echo "has_deleted=$([ -s /tmp/deleted.txt ] && echo 'true' || echo 'false')" >> "$GITHUB_OUTPUT"
+
+      - name: Generate social images for added/modified files
+        if: steps.diff.outputs.has_added == 'true'
+        run: |
+          while IFS= read -r f; do
+            echo "Generating: $f"
+            python3 scripts/social-images/generate.py --file "$f" --force
+          done < /tmp/added_modified.txt
+
+      - name: Remove orphaned images for deleted files
+        if: steps.diff.outputs.has_deleted == 'true'
+        run: |
+          while IFS= read -r f; do
+            # Mirror ContentFile._detect_type (generate.py:170): first segment after content/
+            type="${f#content/}"
+            type="${type%%/*}"
+            # Mirror ContentFile._derive_slug (generate.py:178): parent dir for index files, else stem
+            filename="$(basename "$f")"
+            if [[ "$filename" == "index.md" || "$filename" == "_index.md" ]]; then
+              slug="$(basename "$(dirname "$f")")"
+            else
+              slug="${filename%.md}"
+            fi
+            img="static/images/social/${type}/${slug}.png"
+            echo "Removing orphan: $img"
+            git rm -f --ignore-unmatch "$img"
+          done < /tmp/deleted.txt
+
+      - name: Commit and push images
+        if: github.event.pull_request.head.repo.full_name == github.repository
+        run: |
+          git config user.name "github-actions[bot]"
+          git config user.email "41898282+github-actions[bot]@users.noreply.github.com"
+          git add static/images/social/
+          if git diff --cached --quiet; then
+            echo "No image changes to commit."
+          else
+            git commit -m "chore(social-images): sync images for changed content"
+            git push
+          fi
+
+      - name: Notice for fork PRs
+        if: github.event.pull_request.head.repo.full_name != github.repository
+        run: |
+          echo "::notice::Fork PR — social images not committed automatically. Run 'python3 scripts/social-images/generate.py' locally (needs ImageMagick + Python deps) or ask a maintainer to regenerate."
diff --git a/.gitignore b/.gitignore
index f16f4566..b9bd6a6f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -59,4 +59,4 @@ haystack-advent
 content/advent-of-haystack/*
 !content/advent-of-haystack/_index.md
 
-static/downloads
\ No newline at end of file
+static/downloads
diff --git a/assets/jsconfig.json b/assets/jsconfig.json
index b445bbec..2d705b54 100644
--- a/assets/jsconfig.json
+++ b/assets/jsconfig.json
@@ -3,7 +3,7 @@
   "baseUrl": ".",
   "paths": {
    "*": [
-    "..\\themes\\haystack\\assets\\*"
+    "../themes/haystack/assets/*"
    ]
   }
  }
diff --git a/scripts/social-images/README.md b/scripts/social-images/README.md
new file mode 100644
index 00000000..c2b0e03f
--- /dev/null
+++ b/scripts/social-images/README.md
@@ -0,0 +1,121 @@
+# Social image generation
+
+Generates Open Graph / Twitter Card preview images for Hugo content by compositing text onto PNG templates using ImageMagick.
+
+Images are placed at `static/images/social/{type}/{slug}.png`. Hugo's `opengraph.html` partial automatically detects a generated image at that path and uses it — no front-matter changes needed in any content file.
+
+## Prerequisites
+
+```bash
+brew install imagemagick
+pip3 install -r scripts/social-images/requirements.txt
+```
+
+## CI integration
+
+`.github/workflows/social-images.yml` runs on every PR that changes a `content/**/*.md` file. It generates or removes images for the changed files and commits them back to the PR branch via `github-actions[bot]`. No local tooling required.
+
+Fork PRs emit a workflow notice instead — run `generate.py` locally or ask a maintainer.
+
+## Local usage
+
+```bash
+# Preview everything without writing files
+python3 scripts/social-images/generate.py --dry-run
+
+# Generate for all content types
+python3 scripts/social-images/generate.py
+
+# One content type only
+python3 scripts/social-images/generate.py --type release-notes
+
+# Single file
+python3 scripts/social-images/generate.py --file content/release-notes/2.25.0.md
+```
+
+## Adding templates
+
+Place one PNG per content type in `scripts/social-images/templates/`:
+
+| File | Used for |
+|---|---|
+| `blog.png` | `content/blog/` posts |
+| `release-notes.png` | `content/release-notes/` pages |
+| `tutorials.png` | `content/tutorials/` pages |
+| `cookbook.png` | `content/cookbook/` pages |
+| `Integration.png` | `content/integrations/` pages |
+| `fallback.png` | Everything else |
+
+Recommended size: **1200 × 630 px** (standard OG image ratio).
+
+## Configuration
+
+`config.yaml` controls text placement for each template. Each content type can define multiple named fields (`title`, `description`, etc.) that map to front-matter values.
+
+Use `exclude:` to skip content types entirely (e.g. blog posts that already have their own thumbnail):
+
+```yaml
+exclude:
+  - blog
+  - authors
+
+templates:
+  release-notes:
+    template: scripts/social-images/templates/release-notes.png
+    fields:
+      title:
+        font: scripts/social-images/fonts/HafferBold.ttf
+        size: 48           # font size in points
+        color: "#2558ff"
+        gravity: NorthWest # ImageMagick anchor: NorthWest, Center, South, etc.
+        left: 66           # pixel offset from the gravity anchor (horizontal)
+        top: 232           # pixel offset from the gravity anchor (vertical)
+        max_width: 830     # text wraps within this box width
+        max_height: 165    # text is clipped beyond this height
+      description:
+        font: scripts/social-images/fonts/Inter-Regular.ttf
+        size: 20
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        anchor: title      # position below the rendered bottom of the title field
+        gap: 15            # extra pixels of padding after the title
+        max_width: 830     # text wraps within this box width
+        max_height: 165    # text is clipped beyond this height
+```
+
+**Field reference:**
+
+| Key | Required | Description |
+|---|---|---|
+| `font` | yes | Path to a TTF file (relative to repo root) |
+| `size` | yes | Font size in points (matches Canva pt values at 96 DPI) |
+| `color` | yes | Hex color string |
+| `gravity` | yes | ImageMagick reference corner: `NorthWest`, `Center`, `South`, etc. |
+| `left` | yes* | Horizontal pixel offset from the gravity anchor (*defaults to anchor's `left` when `anchor` is set) |
+| `top` | yes* | Vertical pixel offset from the gravity anchor (*not needed when `anchor` is set) |
+| `max_width` | yes | Caption box width in pixels (controls line wrapping) |
+| `max_height` | yes | Caption box height in pixels (text is clipped if it overflows) |
+| `anchor` | no | Name of another field; positions this field's top below that field's rendered bottom edge |
+| `gap` | no | Extra pixels of padding below the anchor field (default: 0) |
+
+**Dynamic positioning with `anchor`:** when set, the canvas position is computed so that exactly `gap` pixels of visual space appear between the anchor's last text pixel and this field's first text pixel:
+
+```
+canvas_top = anchor_field.top + anchor_bottom_offset + gap - this_field_top_offset
+```
+
+`gap: 0` means the two text blocks touch with no overlap and no extra space. Both offsets are measured from each field's own caption canvas using ImageMagick's trim geometry.
+
+Available fonts (in `scripts/social-images/fonts/`):
+
+- `HafferBold.ttf`, `HafferMedium.ttf`, `HafferRegular.ttf` — Haffer (headings + body)
+- `Inter-Regular.ttf` — Inter (body text)
+
+## How Hugo picks up the images
+
+`themes/haystack/layouts/partials/opengraph.html` derives the expected image path from the page's content type and slug, then checks for the file with `os.FileExists`. Priority order:
+
+1. Explicit `images` array in front matter (manual override)
+2. Generated social image at `static/images/social/{type}/{slug}.png`
+3. Site-wide default from `config.toml`
diff --git a/scripts/social-images/config.yaml b/scripts/social-images/config.yaml
new file mode 100644
index 00000000..0d5c2ce8
--- /dev/null
+++ b/scripts/social-images/config.yaml
@@ -0,0 +1,146 @@
+# Social image generation configuration.
+#
+# Each key under `templates` maps to a content type inferred from the file path
+# (e.g. content/blog/ → "blog").  If a content type has no entry here, the
+# "fallback" template is used.
+#
+# Field keys are arbitrary — they must match a front-matter key that the script
+# knows how to read (title, description).  The script skips a field silently if
+# the front-matter value is empty.
+#
+# Field options:
+#   font       - path to a TTF file (relative to the repo root)
+#   size       - font size in points (matches Canva pt values; rendered at 96 DPI)
+#   color      - hex color string
+#   gravity    - ImageMagick gravity: NorthWest, North, NorthEast, West, Center,
+#                East, SouthWest, South, SouthEast
+#   left       - pixel offset from the gravity anchor (horizontal; required unless anchor is
+#                set, in which case it defaults to the anchor field's left value)
+#   top        - pixel offset from the gravity anchor (vertical; required unless anchor is set)
+#   max_width  - caption box width in pixels (controls line wrapping)
+#   max_height - caption box height in pixels (text is clipped if it overflows)
+#   anchor     - (optional) name of another field whose rendered bottom edge
+#                determines this field's top; replaces top
+#   gap        - (optional) extra pixels of padding below the anchor (default 0)
+
+# Content types listed here are skipped entirely (no image generated).
+exclude:
+  - blog
+  - authors
+  - ambassador-perks
+
+templates:
+  cookbook:
+    template: scripts/social-images/templates/cookbook.png
+    fields:
+      title:
+        font: scripts/social-images/fonts/HafferBold.ttf
+        size: 48
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        top: 232
+        max_width: 830
+        max_height: 165
+      description:
+        font: scripts/social-images/fonts/Inter-Regular.ttf
+        size: 20
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        anchor: title
+        gap: 15
+        max_width: 830
+        max_height: 165
+
+  integrations:
+    template: scripts/social-images/templates/Integration.png
+    fields:
+      title:
+        font: scripts/social-images/fonts/HafferBold.ttf
+        size: 48
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        top: 232
+        max_width: 830
+        max_height: 165
+      description:
+        font: scripts/social-images/fonts/Inter-Regular.ttf
+        size: 20
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        anchor: title
+        gap: 15
+        max_width: 830
+        max_height: 165
+
+  release-notes:
+    template: scripts/social-images/templates/release-notes.png
+    fields:
+      title:
+        font: scripts/social-images/fonts/HafferBold.ttf
+        size: 48
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        top: 232
+        max_width: 830
+        max_height: 165
+      description:
+        font: scripts/social-images/fonts/Inter-Regular.ttf
+        size: 20
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        anchor: title
+        gap: 15
+        max_width: 830
+        max_height: 165
+
+  tutorials:
+    template: scripts/social-images/templates/tutorials.png
+    fields:
+      title:
+        font: scripts/social-images/fonts/HafferBold.ttf
+        size: 48
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        top: 232
+        max_width: 830
+        max_height: 165
+      description:
+        font: scripts/social-images/fonts/Inter-Regular.ttf
+        size: 20
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        anchor: title
+        gap: 15
+        max_width: 830
+        max_height: 165
+
+  fallback:
+    template: scripts/social-images/templates/fallback.png
+    fields:
+      title:
+        font: scripts/social-images/fonts/HafferBold.ttf
+        size: 48
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        top: 232
+        max_width: 830
+        max_height: 165
+      description:
+        font: scripts/social-images/fonts/Inter-Regular.ttf
+        size: 20
+        color: "#2558ff"
+        gravity: NorthWest
+        left: 66
+        anchor: title
+        gap: 15
+        max_width: 830
+        max_height: 165
diff --git a/scripts/social-images/fonts/HafferBold.ttf b/scripts/social-images/fonts/HafferBold.ttf
new file mode 100644
index 00000000..ddf11ac3
Binary files /dev/null and b/scripts/social-images/fonts/HafferBold.ttf differ
diff --git a/scripts/social-images/fonts/HafferMedium.ttf b/scripts/social-images/fonts/HafferMedium.ttf
new file mode 100644
index 00000000..19037407
Binary files /dev/null and b/scripts/social-images/fonts/HafferMedium.ttf differ
diff --git a/scripts/social-images/fonts/HafferRegular.ttf b/scripts/social-images/fonts/HafferRegular.ttf
new file mode 100644
index 00000000..8c6400ee
Binary files /dev/null and b/scripts/social-images/fonts/HafferRegular.ttf differ
diff --git a/scripts/social-images/fonts/Inter-Regular.ttf b/scripts/social-images/fonts/Inter-Regular.ttf
new file mode 100644
index 00000000..b7aaca8d
Binary files /dev/null and b/scripts/social-images/fonts/Inter-Regular.ttf differ
diff --git a/scripts/social-images/generate.py b/scripts/social-images/generate.py
new file mode 100644
index 00000000..adafa2d0
--- /dev/null
+++ b/scripts/social-images/generate.py
@@ -0,0 +1,499 @@
+"""
+Generate social preview (OG) images for Hugo content files.
+
+For each content file the script:
+  1. Detects the content type from the file path.
+  2. Loads the matching template config from config.yaml (falls back to "fallback").
+  3. Reads the front matter (title, description) with python-frontmatter.
+  4. Composites text onto the PNG template using ImageMagick.
+  5. Saves the result to static/images/social/{type}/{slug}.png.
+
+The Hugo opengraph partial picks up generated images automatically by checking
+for a file at that predictable path — no front matter changes are needed.
+
+Usage:
+    python3 scripts/social-images/generate.py                        # all content types
+    python3 scripts/social-images/generate.py --type blog             # one type
+    python3 scripts/social-images/generate.py --file content/release-notes/2.25.0.md
+    python3 scripts/social-images/generate.py --dry-run               # preview only
+
+Dependencies:
+    pip install python-frontmatter PyYAML
+    brew install imagemagick   (or equivalent)
+"""
+
+import argparse
+import re
+import shutil
+import subprocess
+import sys
+from dataclasses import dataclass, field, replace
+from pathlib import Path
+from typing import Optional
+
+import frontmatter
+import yaml
+
+REPO_ROOT = Path(__file__).parent.parent.parent
+CONFIG_FILE = Path(__file__).parent / "config.yaml"
+
+# Matches emoji, pictographs, ZWJ sequences, variation selectors, skin-tone modifiers,
+# regional indicators, and enclosed characters that ImageMagick cannot render.
+_EMOJI_RE = re.compile(
+    "["
+    "\U0001F600-\U0001F64F"  # emoticons
+    "\U0001F300-\U0001F5FF"  # misc symbols & pictographs
+    "\U0001F680-\U0001F6FF"  # transport & map
+    "\U0001F700-\U0001F77F"  # alchemical symbols
+    "\U0001F780-\U0001F7FF"  # geometric shapes extended
+    "\U0001F800-\U0001F8FF"  # supplemental arrows-c
+    "\U0001F900-\U0001F9FF"  # supplemental symbols & pictographs
+    "\U0001FA00-\U0001FA6F"  # chess symbols
+    "\U0001FA70-\U0001FAFF"  # symbols & pictographs extended-a
+    "\U00002702-\U000027B0"  # dingbats
+    "\U000024C2-\U0001F251"  # enclosed characters
+    "\U0001F1E0-\U0001F1FF"  # regional indicators (flags)
+    "\U0000200D"             # ZWJ
+    "\U0000FE0F"             # variation selector-16
+    "\U0001F3FB-\U0001F3FF"  # skin-tone modifiers
+    "]+",
+    flags=re.UNICODE,
+)
+
+
+def _strip_emoji(text: str) -> str:
+    """Remove emoji and related Unicode from *text*, then collapse extra whitespace."""
+    return re.sub(r" +", " ", _EMOJI_RE.sub("", text)).strip()
+
+
+@dataclass
+class FieldConfig:
+    font: str
+    size: int
+    color: str
+    gravity: str
+    max_width: float
+    max_height: float
+    left: float = 0.0
+    top: float = 0.0
+    anchor: Optional[str] = None
+    gap: float = 0.0
+
+    @classmethod
+    def from_dict(cls, data: dict) -> "FieldConfig":
+        return cls(
+            font=data["font"],
+            size=data["size"],
+            color=data["color"],
+            gravity=data["gravity"],
+            max_width=data["max_width"],
+            max_height=data["max_height"],
+            left=data.get("left", 0.0),
+            top=data.get("top", 0.0),
+            anchor=data.get("anchor"),
+            gap=data.get("gap", 0.0),
+        )
+
+
+@dataclass
+class TemplateConfig:
+    template: str
+    fields: dict = field(default_factory=dict)
+
+    @classmethod
+    def from_dict(cls, data: dict) -> "TemplateConfig":
+        return cls(
+            template=data["template"],
+            fields={
+                name: FieldConfig.from_dict(cfg)
+                for name, cfg in (data.get("fields") or {}).items()
+            },
+        )
+
+
+class Config:
+    def __init__(self, config_file: Path):
+        with open(config_file) as f:
+            doc = yaml.safe_load(f)
+        self._templates: dict[str, TemplateConfig] = {
+            name: TemplateConfig.from_dict(data) for name, data in doc["templates"].items()
+        }
+        self._exclude: set[str] = set(doc.get("exclude", []))
+
+    def resolve(self, content_type: str) -> Optional[TemplateConfig]:
+        return self._templates.get(content_type) or self._templates.get("fallback")
+
+    def is_excluded(self, content_type: str) -> bool:
+        return content_type in self._exclude
+
+    @property
+    def fallback(self) -> Optional[TemplateConfig]:
+        return self._templates.get("fallback")
+
+
+@dataclass
+class ContentFile:
+    md_path: Path
+    content_type: str
+    slug: str
+    title: str
+    description: str
+    _metadata: dict = field(default_factory=dict)
+
+    @classmethod
+    def load(cls, md_path: Path, repo_root: Path) -> "ContentFile":
+        content_type = cls._detect_type(md_path, repo_root)
+        slug = cls._derive_slug(md_path)
+        post = frontmatter.load(str(md_path))
+        return cls(
+            md_path=md_path,
+            content_type=content_type,
+            slug=slug,
+            title=_strip_emoji(post.get("title") or post.get("name") or ""),
+            description=_strip_emoji(post.get("description") or ""),
+            _metadata=dict(post.metadata),
+        )
+
+    @property
+    def text_values(self) -> dict[str, str]:
+        result: dict[str, str] = {"title": self.title, "description": self.description}
+        for key, value in self._metadata.items():
+            if key in result:
+                continue
+            if isinstance(value, list):
+                result[key] = ", ".join(str(v) for v in value)
+            elif value is not None:
+                result[key] = str(value)
+        return result
+
+    @staticmethod
+    def _detect_type(md_path: Path, repo_root: Path) -> str:
+        try:
+            rel = md_path.relative_to(repo_root / "content")
+        except ValueError:
+            return "fallback"
+        return rel.parts[0]
+
+    @staticmethod
+    def _derive_slug(md_path: Path) -> str:
+        if md_path.name in ("index.md", "_index.md"):
+            return md_path.parent.name
+        return md_path.stem
+
+
+class ImageCompositor:
+    def __init__(self, repo_root: Path):
+        self._repo_root = repo_root
+
+    def measure_text_height(self, field_cfg: FieldConfig, text: str) -> int:
+        """Return the pixel distance from the caption box top to the bottom of rendered text.
+
+        Uses ImageMagick's %@ bounding-box format (WxH+X+Y) and returns Y+H so that
+        the result accounts for any top padding the caption renderer adds above the glyphs.
+        The last character is replaced with "g" before measuring so the bounding box always
+        includes a descender, giving consistent heights regardless of actual last-line content.
+        """
+        # Replace the last character with "g" so the bounding box always includes
+        # a descender, giving consistent heights regardless of actual last-line content.
+        normalized = text[:-1] + "g" if text else text
+        safe_text = normalized.replace("\\", "\\\\").replace("'", "\\'")
+        result = subprocess.run([
+            "magick", "-density", "96",
+            "-background", "none", "-fill", "black",
+            "-font", str(self._repo_root / field_cfg.font),
+            "-pointsize", str(field_cfg.size),
+            "-size", f"{int(field_cfg.max_width)}x{int(field_cfg.max_height)}",
+            f"caption:{safe_text}",
+            "-format", "%@\n", "info:",
+        ], capture_output=True, text=True, check=True)
+        # %@ returns "WxH+X+Y" — Y is top offset of text, H is glyph height.
+        # Y + H is the bottom edge of the text relative to the caption box top.
+        m = re.match(r"\d+x(\d+)\+\d+\+(\d+)", result.stdout.strip())
+        if m:
+            return int(m.group(2)) + int(m.group(1))
+        return int(result.stdout.strip())
+
+    def fit_font_size(self, field_cfg: FieldConfig, text: str) -> int:
+        """Binary-search for the largest font size where text fits within max_height.
+
+        The size in field_cfg is treated as the maximum; returns a value in [1, size].
+        Measurement uses an unconstrained height so ImageMagick clipping cannot mask overflow.
+        """
+        # Remove the height constraint so the bounding box reflects true text height.
+        unconstrained = replace(field_cfg, max_height=10_000)
+        lo, hi = 1, field_cfg.size
+        best = lo
+        while lo <= hi:
+            mid = (lo + hi) // 2
+            height = self.measure_text_height(replace(unconstrained, size=mid), text)
+            if height <= field_cfg.max_height:
+                best = mid
+                lo = mid + 1
+            else:
+                hi = mid - 1
+        return best
+
+    def build_command(
+        self,
+        template_path: Path,
+        fields: dict[str, FieldConfig],
+        text_values: dict[str, str],
+        output_path: Path,
+    ) -> list[str]:
+        """
+        Build an ImageMagick `convert` command that composites one caption layer
+        per configured field onto the template image.
+
+        Fields may use `anchor` and `gap` instead of a fixed `top` value — the
+        top edge is then computed as anchor_field.top + rendered_height + gap.
+
+        Font sizes are treated as maximums: each field's size is reduced as needed
+        so the full text always fits within max_height.
+        """
+        effective_fields = {
+            name: (
+                replace(cfg, size=self.fit_font_size(cfg, text_values[name].replace("\\n", "\n")))
+                if text_values.get(name)
+                else cfg
+            )
+            for name, cfg in fields.items()
+        }
+        measured_heights = self._measure_anchors(effective_fields, text_values)
+        cmd = ["magick", "-density", "96", str(template_path)]
+
+        for field_name, field_cfg in effective_fields.items():
+            text = text_values.get(field_name, "")
+            if not text:
+                continue
+            x, y = self._resolve_position(field_cfg, effective_fields, measured_heights)
+            cmd += self._field_args(field_cfg, text, x, y)
+
+        cmd.append(str(output_path))
+        return cmd
+
+    def composite(
+        self,
+        template_path: Path,
+        fields: dict[str, FieldConfig],
+        text_values: dict[str, str],
+        output_path: Path,
+    ) -> None:
+        """Run ImageMagick. Raises FileNotFoundError or CalledProcessError on failure."""
+        cmd = self.build_command(template_path, fields, text_values, output_path)
+        subprocess.run(cmd, check=True, capture_output=True, text=True)
+
+    def _measure_anchors(
+        self, fields: dict[str, FieldConfig], text_values: dict[str, str]
+    ) -> dict[str, int]:
+        measured: dict[str, int] = {}
+        for field_cfg in fields.values():
+            anchor_name = field_cfg.anchor
+            if anchor_name and anchor_name not in measured and anchor_name in fields:
+                anchor_field = fields[anchor_name]
+                anchor_text = text_values.get(anchor_name, "").replace("\\n", "\n")
+                if anchor_text:
+                    measured[anchor_name] = self.measure_text_height(anchor_field, anchor_text)
+        return measured
+
+    def _resolve_position(
+        self,
+        field_cfg: FieldConfig,
+        all_fields: dict[str, FieldConfig],
+        measured_heights: dict[str, int],
+    ) -> tuple[float, float]:
+        if field_cfg.anchor and field_cfg.anchor in all_fields:
+            anchor_field = all_fields[field_cfg.anchor]
+            x = field_cfg.left if field_cfg.left else anchor_field.left
+            y = anchor_field.top + measured_heights.get(field_cfg.anchor, 0) + field_cfg.gap
+        else:
+            x, y = field_cfg.left, field_cfg.top
+        return x, y
+
+    def _field_args(
+        self, field_cfg: FieldConfig, text: str, x: float, y: float
+    ) -> list[str]:
+        text = text.replace("\\n", "\n")
+        safe_text = text.replace("\\", "\\\\").replace("'", "\\'")
+        return [
+            "(", "-background", "none",
+            "-fill", field_cfg.color,
+            "-font", str(self._repo_root / field_cfg.font),
+            "-pointsize", str(field_cfg.size),
+            "-size", f"{int(field_cfg.max_width)}x{int(field_cfg.max_height)}",
+            f"caption:{safe_text}",
+            ")", "-gravity", field_cfg.gravity,
+            "-geometry", f"+{int(x)}+{int(y)}", "-composite",
+        ]
+
+
+class FileProcessor:
+    def __init__(self, config: Config, compositor: ImageCompositor, repo_root: Path):
+        self._config = config
+        self._compositor = compositor
+        self._repo_root = repo_root
+
+    def _rel(self, path: Path) -> Path:
+        try:
+            return path.relative_to(self._repo_root)
+        except ValueError:
+            return path
+
+    def process(self, md_path: Path, dry_run: bool, force: bool = False) -> bool:
+        """Process a single content file. Returns True on success or skip."""
+        content_file = ContentFile.load(md_path, self._repo_root)
+
+        if self._config.is_excluded(content_file.content_type):
+            print(f"  skip  {self._rel(md_path)}  (excluded content type: {content_file.content_type})")
+            return True
+
+        base_cfg = self._config.resolve(content_file.content_type)
+        if not base_cfg:
+            print(f"  error {self._rel(md_path)}: no template config and no fallback defined in config.yaml")
+            return False
+
+        resolution = self._resolve_template(content_file, base_cfg)
+        if resolution is None:
+            # Template missing with no fallback — skip message already printed
+            return True
+
+        template_path, template_cfg = resolution
+        output_dir = self._repo_root / "static/images/social" / content_file.content_type
+        output_path = output_dir / f"{content_file.slug}.png"
+
+        if dry_run:
+            self._print_dry_run(content_file, output_path)
+            return True
+
+        if output_path.exists() and not force:
+            print(f"  skip  {self._rel(md_path)}  (already exists, use --force to regenerate)")
+            return True
+
+        output_path.parent.mkdir(parents=True, exist_ok=True)
+        try:
+            self._compositor.composite(
+                template_path, template_cfg.fields, content_file.text_values, output_path
+            )
+        except FileNotFoundError:
+            print("  error: ImageMagick `convert` not found. Install with: brew install imagemagick")
+            return False
+        except subprocess.CalledProcessError as exc:
+            print(f"  error {self._rel(md_path)}: ImageMagick failed\n{exc.stderr.strip()}")
+            return False
+
+        print(f"  ok    {self._rel(md_path)}  →  {self._rel(output_path)}")
+        return True
+
+    def _resolve_template(
+        self, content_file: ContentFile, template_cfg: TemplateConfig
+    ) -> Optional[tuple[Path, TemplateConfig]]:
+        template_path = self._repo_root / template_cfg.template
+        if template_path.exists():
+            return template_path, template_cfg
+
+        fallback = self._config.fallback
+        if fallback:
+            fallback_path = self._repo_root / fallback.template
+            if fallback_path.exists():
+                print(f"  warn  {self._rel(content_file.md_path)}: template not found, using fallback")
+                merged = TemplateConfig(
+                    template=fallback.template,
+                    fields=template_cfg.fields or fallback.fields,
+                )
+                return fallback_path, merged
+
+        print(f"  skip  {self._rel(content_file.md_path)}: template not found at {self._rel(template_path)}")
+        return None
+
+    def _print_dry_run(self, content_file: ContentFile, output_path: Path) -> None:
+        print(f"  dry   {self._rel(content_file.md_path)}")
+        print(f"        type={content_file.content_type}  slug={content_file.slug}")
+        print(f"        output={self._rel(output_path)}")
+        for field_name, text in content_file.text_values.items():
+            preview = (text[:60] + "…") if len(text) > 60 else text
+            print(f"        {field_name}: {preview!r}")
+
+
+class FileCollector:
+    def __init__(self, repo_root: Path):
+        self._repo_root = repo_root
+
+    def collect(
+        self,
+        content_type: Optional[str] = None,
+        single_file: Optional[Path] = None,
+    ) -> list[Path]:
+        if single_file:
+            return [single_file.resolve()]
+
+        content_root = self._repo_root / "content"
+        if content_type:
+            dirs = [content_root / content_type]
+        else:
+            dirs = [d for d in content_root.iterdir() if d.is_dir()]
+
+        files: list[Path] = []
+        for d in dirs:
+            if d.exists():
+                files.extend(d.rglob("*.md"))
+        return sorted(files)
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Generate social preview images for Haystack Hugo content."
+    )
+    group = parser.add_mutually_exclusive_group()
+    group.add_argument(
+        "--type",
+        metavar="TYPE",
+        help="Only process files of this content type (e.g. blog, release-notes, tutorials).",
+    )
+    group.add_argument(
+        "--file",
+        metavar="PATH",
+        type=Path,
+        help="Process a single markdown file.",
+    )
+    parser.add_argument(
+        "--dry-run",
+        action="store_true",
+        help="Print what would be generated without writing any files.",
+    )
+    parser.add_argument(
+        "--force",
+        action="store_true",
+        help="Regenerate images even if the output file already exists.",
+    )
+    args = parser.parse_args()
+
+    if not shutil.which("magick"):
+        print("Error: ImageMagick `magick` command not found.")
+        print("Install with:  brew install imagemagick")
+        sys.exit(1)
+
+    config = Config(CONFIG_FILE)
+    collector = FileCollector(REPO_ROOT)
+    compositor = ImageCompositor(REPO_ROOT)
+    processor = FileProcessor(config, compositor, REPO_ROOT)
+
+    files = collector.collect(args.type, args.file)
+    if not files:
+        print("No matching content files found.")
+        sys.exit(0)
+
+    print(f"Processing {len(files)} file(s)…\n")
+    ok = 0
+    failed = 0
+    for md_path in files:
+        if processor.process(md_path, args.dry_run, args.force):
+            ok += 1
+        else:
+            failed += 1
+
+    print(f"\nDone: {ok} ok, {failed} failed.")
+    if failed:
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/social-images/requirements.txt b/scripts/social-images/requirements.txt
new file mode 100644
index 00000000..0a920eb1
--- /dev/null
+++ b/scripts/social-images/requirements.txt
@@ -0,0 +1,2 @@
+python-frontmatter
+PyYAML
diff --git a/scripts/social-images/templates/Integration.png b/scripts/social-images/templates/Integration.png
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index 00000000..9e71dccc
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diff --git a/scripts/social-images/templates/blog.png b/scripts/social-images/templates/blog.png
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index 00000000..666e4ed8
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diff --git a/scripts/social-images/templates/cookbook.png b/scripts/social-images/templates/cookbook.png
new file mode 100644
index 00000000..ab46d4c3
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diff --git a/scripts/social-images/templates/fallback.png b/scripts/social-images/templates/fallback.png
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index 00000000..06b1ca9f
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diff --git a/scripts/social-images/templates/release-notes.png b/scripts/social-images/templates/release-notes.png
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index 00000000..b62b8f67
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diff --git a/scripts/social-images/templates/tutorials.png b/scripts/social-images/templates/tutorials.png
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index 00000000..2a129378
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diff --git a/scripts/social-images/test-placement.py b/scripts/social-images/test-placement.py
new file mode 100644
index 00000000..180b1ac7
--- /dev/null
+++ b/scripts/social-images/test-placement.py
@@ -0,0 +1,139 @@
+"""
+Visual placement test for social image text fields.
+
+Generates an image with the configured text AND draws a colored bounding box
+around each field so you can see exactly where left/top and max_width/max_height
+land on the template.
+
+Usage:
+    python3 scripts/social-images/test-placement.py
+    python3 scripts/social-images/test-placement.py --type blog
+    python3 scripts/social-images/test-placement.py --type cookbook --title "My Long Recipe Title Here"
+"""
+
+import argparse
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+from generate import Config, FieldConfig, ImageCompositor
+
+REPO_ROOT = Path(__file__).parent.parent.parent
+CONFIG_FILE = Path(__file__).parent / "config.yaml"
+
+SAMPLE_TEXTS = {
+    "title": "Retrieval-Augmented Generation with Custom Embeddings",
+    "description": "Learn how to build a production-ready RAG pipeline using Haystack 2.x with custom embedding models and vector stores.",
+}
+
+FIELD_COLORS = ["#ff4444", "#44aaff", "#44ff88", "#ffaa44"]
+
+
+def build_cmd(
+    compositor: ImageCompositor,
+    template_path: Path,
+    fields: dict[str, FieldConfig],
+    text_values: dict[str, str],
+    output_path: Path,
+) -> list[str]:
+    """Build the base composite command then inject bounding-box debug overlays."""
+    # Use the shared compositor to get the base command (without the output path)
+    base = compositor.build_command(template_path, fields, text_values, output_path)
+    # Remove the output path appended by build_command — we'll re-add it at the end
+    base = base[:-1]
+
+    # Pre-compute positions for bounding boxes using the compositor's internals.
+    # We replicate the anchor measurement to know x/y per field.
+    measured_heights = compositor._measure_anchors(fields, text_values)
+
+    for i, (field_name, field_cfg) in enumerate(fields.items()):
+        text = text_values.get(field_name, "")
+        if not text:
+            continue
+        x, y = compositor._resolve_position(field_cfg, fields, measured_heights)
+        box_color = FIELD_COLORS[i % len(FIELD_COLORS)]
+
+        base += [
+            "-fill", "none",
+            "-stroke", box_color,
+            "-strokewidth", "2",
+            "-draw", f"rectangle {int(x)},{int(y)} {int(x + field_cfg.max_width)},{int(y + field_cfg.max_height)}",
+        ]
+        base += [
+            "-fill", box_color,
+            "-font", str(REPO_ROOT / field_cfg.font),
+            "-pointsize", "18",
+            "-annotate", f"+{int(x) + 4}+{int(y) + 18}",
+            f"{field_name} (left={int(x)}, top={int(y)})",
+        ]
+
+    base.append(str(output_path))
+    return base
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Visual placement test for social image fields.")
+    parser.add_argument("--type", default="cookbook", metavar="TYPE", help="Content type to test (default: cookbook)")
+    parser.add_argument("--title", metavar="TEXT", help="Override sample title text")
+    parser.add_argument("--description", metavar="TEXT", help="Override sample description text")
+    args = parser.parse_args()
+
+    if not shutil.which("magick"):
+        print("Error: ImageMagick `magick` not found. Install with: brew install imagemagick")
+        sys.exit(1)
+
+    config = Config(CONFIG_FILE)
+    compositor = ImageCompositor(REPO_ROOT)
+
+    template_cfg = config.resolve(args.type)
+    if not template_cfg:
+        print(f"Error: no template config found for type '{args.type}'")
+        sys.exit(1)
+
+    template_path = REPO_ROOT / template_cfg.template
+    if not template_path.exists():
+        fallback = config.fallback
+        fallback_path = REPO_ROOT / fallback.template if fallback else None
+        if fallback_path and fallback_path.exists():
+            print(f"Template not found, using fallback: {fallback_path.name}")
+            template_path = fallback_path
+        else:
+            print(f"Error: no template found at {template_path}")
+            sys.exit(1)
+
+    output_dir = REPO_ROOT / "static" / "images" / "social" / args.type
+    output_dir.mkdir(parents=True, exist_ok=True)
+    output_path = output_dir / "_placement-test.png"
+
+    text_values = dict(SAMPLE_TEXTS)
+    if args.title:
+        text_values["title"] = args.title
+    if args.description:
+        text_values["description"] = args.description
+
+    fields = template_cfg.fields
+    print(f"Type:     {args.type}")
+    print(f"Template: {template_path}")
+    print(f"Output:   {output_path}")
+    print()
+    for field_name, field_cfg in fields.items():
+        if field_cfg.anchor:
+            print(f"  {field_name}: left=inherited from '{field_cfg.anchor}', top=anchored below '{field_cfg.anchor}' + gap={int(field_cfg.gap)}, "
+                  f"max_width={int(field_cfg.max_width)}, max_height={int(field_cfg.max_height)}")
+        else:
+            print(f"  {field_name}: left={int(field_cfg.left)}, top={int(field_cfg.top)}, "
+                  f"max_width={int(field_cfg.max_width)}, max_height={int(field_cfg.max_height)}")
+    print()
+
+    cmd = build_cmd(compositor, template_path, fields, text_values, output_path)
+    try:
+        subprocess.run(cmd, check=True, capture_output=True, text=True)
+        print(f"Generated: {output_path}")
+    except subprocess.CalledProcessError as exc:
+        print(f"ImageMagick failed:\n{exc.stderr.strip()}")
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()
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diff --git a/static/images/social/tutorials/42_Sentence_Window_Retriever.png b/static/images/social/tutorials/42_Sentence_Window_Retriever.png
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diff --git a/static/images/social/tutorials/43_Building_a_Tool_Calling_Agent.png b/static/images/social/tutorials/43_Building_a_Tool_Calling_Agent.png
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diff --git a/static/images/social/tutorials/44_Creating_Custom_SuperComponents.png b/static/images/social/tutorials/44_Creating_Custom_SuperComponents.png
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diff --git a/static/images/social/tutorials/45_Creating_a_Multi_Agent_System.png b/static/images/social/tutorials/45_Creating_a_Multi_Agent_System.png
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diff --git a/static/images/social/tutorials/46_Multimodal_RAG.png b/static/images/social/tutorials/46_Multimodal_RAG.png
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diff --git a/static/images/social/tutorials/47_Human_in_the_Loop_Agent.png b/static/images/social/tutorials/47_Human_in_the_Loop_Agent.png
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diff --git a/static/images/social/tutorials/48_Conversational_RAG.png b/static/images/social/tutorials/48_Conversational_RAG.png
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diff --git a/static/images/social/tutorials/guide_evaluation.png b/static/images/social/tutorials/guide_evaluation.png
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diff --git a/static/images/social/tutorials/tutorials.png b/static/images/social/tutorials/tutorials.png
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diff --git a/themes/haystack/layouts/partials/opengraph.html b/themes/haystack/layouts/partials/opengraph.html
index 6f2dae70..85af2c20 100644
--- a/themes/haystack/layouts/partials/opengraph.html
+++ b/themes/haystack/layouts/partials/opengraph.html
@@ -48,18 +48,33 @@
   "
 />
 
-{{- with $.Params.images -}}
-  {{- range first 6 . }}
+{{- $slug := "" -}}
+{{- with .File -}}
+  {{- $slug = .ContentBaseName -}}
+  {{- if or (eq $slug "index") (eq $slug "_index") -}}
+    {{- $slug = path.Base (strings.TrimSuffix .Dir "/") -}}
+  {{- end -}}
+{{- end -}}
+{{- $socialImageStatic := printf "static/images/social/%s/%s.png" .Section $slug -}}
+{{- $socialImageURL := printf "/images/social/%s/%s.png" .Section $slug -}}
+{{- $hasSocialImage := and $slug (os.FileExists $socialImageStatic) -}}
+
+{{- if $.Params.images -}}
+  {{- range first 6 $.Params.images }}
     <meta property="og:image" content="{{ . | absURL }}" />
   {{ end -}}
+{{- else if $hasSocialImage -}}
+  <meta property="og:image" content="{{ $socialImageURL | absURL }}" />
 {{- else -}}
   {{- with $.Site.Params.images }}
     <meta property="og:image" content="{{ index . 0 | absURL }}" />
   {{ end -}}
 {{- end -}}
 
-{{- with $.Params.images -}}
-  <meta name="twitter:image" content="{{ index . 0 | absURL }}" />
+{{- if $.Params.images -}}
+  <meta name="twitter:image" content="{{ index $.Params.images 0 | absURL }}" />
+{{- else if $hasSocialImage -}}
+  <meta name="twitter:image" content="{{ $socialImageURL | absURL }}" />
 {{- else -}}
   {{- with $.Site.Params.images }}
     <meta name="twitter:image" content="{{ index . 0 | absURL }}" />