diff --git a/CLAUDE.md b/CLAUDE.md
index 3cbfc6d96..d37962b99 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -62,3 +62,6 @@ tag atomically. The version lives in three files — always change it with
 `python scripts/bump_version.py set --version X.Y.Z`, never by hand.
 
 See `docs/architecture/deployment.md` for the full pipeline
+
+## Gotchas & Rules
+- **Check the library before writing a helper.** Before adding any function that renders, serializes, parses or walks a `DoclingDocument`, or splits chunks or fuses scores.
diff --git a/extralit-hf-space b/extralit-hf-space
index aa6077d8b..a05a1c01b 160000
--- a/extralit-hf-space
+++ b/extralit-hf-space
@@ -1 +1 @@
-Subproject commit aa6077d8b300cbeaca99482a67c01e4af9770b8e
+Subproject commit a05a1c01b77303a69a9ccc34ef4665255af460b5
diff --git a/extralit-server/docker/server/.dockerignore b/extralit-server/docker/server/.dockerignore
new file mode 100644
index 000000000..0c443d341
--- /dev/null
+++ b/extralit-server/docker/server/.dockerignore
@@ -0,0 +1,4 @@
+# Allowlist: the context is a wheel and one script, whatever stray build output lands here.
+*
+!scripts/*.sh
+!dist/*.whl
diff --git a/extralit-server/docker/server/Dockerfile b/extralit-server/docker/server/Dockerfile
index 0a508e4dd..e1bcc51bd 100644
--- a/extralit-server/docker/server/Dockerfile
+++ b/extralit-server/docker/server/Dockerfile
@@ -1,23 +1,34 @@
 FROM python:3.12-slim AS builder
 
-# Install uv
-COPY --from=ghcr.io/astral-sh/uv:0.7.12 /uv /uvx /bin/
-# Copying extralit distribution files
-COPY dist/*.whl /packages/
-RUN python -m venv /opt/venv
-ENV PATH="/opt/venv/bin:$PATH"
-ENV MAMBA_ROOT_PREFIX=/opt/venv
-ENV CONDA_PREFIX=/opt/venv
-ENV UV_CACHE_DIR=/home/extralit/.cache/uv
+COPY --from=ghcr.io/astral-sh/uv:0.12.6 /uv /uvx /bin/
 
-RUN --mount=type=cache,target=/home/extralit/.cache/uv \
-    apt-get update && \
+ENV VIRTUAL_ENV=/opt/venv \
+    PATH="/opt/venv/bin:$PATH" \
+    UV_CACHE_DIR=/root/.cache/uv \
+    # Pay for the .pyc files once here instead of on every worker's first import.
+    UV_COMPILE_BYTECODE=1 \
+    # The cache mount is a different filesystem from /opt/venv, so hardlinking cannot work.
+    UV_LINK_MODE=copy \
+    UV_PYTHON_DOWNLOADS=0
+
+# psycopg2 is built from source. The toolchain stays in this stage — the runtime image copies
+# nothing out of it but the venv, so there is nothing to purge afterwards.
+RUN apt-get update && \
     apt-get upgrade -y && \
     apt-get install -y --no-install-recommends libc6-dev libpq-dev gcc && \
-    for wheel in /packages/*.whl; do uv pip install "$wheel"[postgresql]; done && \
-    apt-get purge -y --auto-remove libc6-dev libpq-dev gcc && \
     apt-get clean && \
-    rm -rf /var/lib/apt/lists/* /packages
+    rm -rf /var/lib/apt/lists/*
+
+# --seed, though nothing here needs pip: without it `pip` falls through to the base image's
+# /usr/local/bin/pip, which installs where /opt/venv/bin/python cannot see it. Dropping it saves
+# 5 MB of 1847 and hands any derived image a silent wrong-interpreter install.
+RUN uv venv --seed "$VIRTUAL_ENV"
+
+# The wheel is the only input that differs between two builds of the same tree, so it enters
+# last — and as a bind mount, which leaves no copy of it behind in the stage.
+RUN --mount=type=cache,target=/root/.cache/uv \
+    --mount=type=bind,source=dist,target=/packages \
+    for wheel in /packages/*.whl; do uv pip install "$wheel"[postgresql]; done
 
 FROM python:3.12-slim
 
@@ -39,21 +50,25 @@ RUN mkdir -p "$EXTRALIT_HOME_PATH" && \
     chown extralit:extralit "$EXTRALIT_HOME_PATH" && \
     apt-get update && \
     apt-get upgrade -y && \
-    apt-get install -y --no-install-recommends libpq-dev libgl1 libglib2.0-0 poppler-utils && \
+    apt-get install -y --no-install-recommends libpq-dev libgl1 libglib2.0-0 poppler-utils tesseract-ocr-eng && \
     apt-get clean && \
     rm -rf /var/lib/apt/lists/*
 VOLUME $EXTRALIT_HOME_PATH
 
-COPY scripts/start_extralit_server.sh /home/extralit
+# liteparse would otherwise download the language data on the first scanned page it meets.
+ENV TESSDATA_PREFIX=/usr/share/tesseract-ocr/5/tessdata
+RUN test -f "$TESSDATA_PREFIX/eng.traineddata"
+
+# Layers below are ordered by how often they change, because a rebuilt layer rebuilds every layer
+# under it.
+COPY --chmod=0755 scripts/start_extralit_server.sh /home/extralit/
 # Destination folder must be the same as the builder one. Otherwise installed script won't work (since the installation fixes the path inside the script)
 COPY --chown=extralit:extralit --from=builder /opt/venv /opt/venv
 
+ENV VIRTUAL_ENV=/opt/venv
 ENV PATH="/opt/venv/bin:$PATH"
-ENV MAMBA_ROOT_PREFIX=/opt/venv
-ENV CONDA_PREFIX=/opt/venv
 
 WORKDIR /home/extralit
-RUN chmod +x start_extralit_server.sh
 
 USER extralit
 
diff --git a/extralit-server/pyproject.toml b/extralit-server/pyproject.toml
index dcb48fd3d..0097d0fef 100644
--- a/extralit-server/pyproject.toml
+++ b/extralit-server/pyproject.toml
@@ -77,9 +77,20 @@ dependencies = [
     "lancedb>=0.37.1",
     "pylance>=10.0.0",
     "duckdb>=1.5.4",
+    # ships lance.duckdb_extension in the wheel and pins duckdb to the release it was built for
+    "duckdb-extension-lance>=1.5.5",
     "docling-core>=2.91.0,<3.0.0",
     "pyarrow>=23.0.1",
     "pdf-inspector>=1.14.2",
+    # abi3 wheels from 2.14, so the block extractor is not tied to one CPython
+    "liteparse>=2.14.0",
+    # what docling_core.transforms.chunker imports; the [chunking] extra would add transformers
+    "semchunk>=2.2",
+    "tree-sitter>=0.25,<0.27",
+    "tree-sitter-python",
+    "tree-sitter-c",
+    "tree-sitter-javascript",
+    "tree-sitter-typescript",
     "xxhash>=3.6.0",
     "obstore>=0.11.0",
 ]
diff --git a/extralit-server/src/extralit_server/contexts/ocr/docling_builder.py b/extralit-server/src/extralit_server/contexts/ocr/docling_builder.py
index cf2bc03b0..451d3ac49 100644
--- a/extralit-server/src/extralit_server/contexts/ocr/docling_builder.py
+++ b/extralit-server/src/extralit_server/contexts/ocr/docling_builder.py
@@ -20,7 +20,7 @@
     Size,
     TableCell,
 )
-from docling_core.types.doc.document import DocumentOrigin, NodeItem
+from docling_core.types.doc.document import DocumentOrigin, FloatingItem, NodeItem, PictureItem, TableItem
 
 PDF_MIMETYPE = "application/pdf"
 
@@ -34,6 +34,9 @@
 #: Captions and footnotes legitimately overlap their figure, so containment must not drop them.
 CONTAINMENT_EXEMPT_LABELS = frozenset({DocItemLabel.CAPTION, DocItemLabel.FOOTNOTE})
 
+#: How far either side of a caption its figure or table may sit, nearest first, before after.
+CAPTION_REACH = (-1, 1, -2, 2)
+
 
 @dataclass(frozen=True)
 class LayoutBlock:
@@ -153,6 +156,29 @@ def sort_body_by_position(doc: DoclingDocument) -> None:
     doc.body.children.sort(key=lambda ref: _sort_key(doc, ref.resolve(doc)))
 
 
+def _page_of(item: NodeItem) -> Optional[int]:
+    provs = getattr(item, "prov", None) or []
+    return provs[0].page_no if provs else None
+
+
+def link_captions(doc: DoclingDocument) -> None:
+    """Attach each unlinked caption to the nearest table or picture on its page, looking back first.
+
+    docling serializes a linked caption inside its owner and nowhere else, so this is what keeps a
+    caption out of the prose stream and inside the table or figure that it names.
+    """
+    body = [ref.resolve(doc) for ref in doc.body.children]
+    linked = {ref.cref for item in body if isinstance(item, FloatingItem) for ref in item.captions}
+    for index, item in enumerate(body):
+        if getattr(item, "label", None) != DocItemLabel.CAPTION or item.self_ref in linked:
+            continue
+        for offset in CAPTION_REACH:
+            owner = body[index + offset] if 0 <= index + offset < len(body) else None
+            if isinstance(owner, (TableItem, PictureItem)) and _page_of(owner) == _page_of(item):
+                owner.captions.append(item.get_ref())
+                break
+
+
 def append_blocks(
     doc: DoclingDocument,
     ctx: PageContext,
@@ -185,4 +211,5 @@ def append_blocks(
             added.append(item)
 
     sort_body_by_position(doc)
+    link_captions(doc)
     return added
diff --git a/extralit-server/src/extralit_server/contexts/ocr/text.py b/extralit-server/src/extralit_server/contexts/ocr/text.py
index 96c239226..69c4f9845 100644
--- a/extralit-server/src/extralit_server/contexts/ocr/text.py
+++ b/extralit-server/src/extralit_server/contexts/ocr/text.py
@@ -4,7 +4,7 @@
 
 from typing import Optional
 
-from docling_core.types.doc import DocItemLabel, DoclingDocument
+from docling_core.types.doc import ContentLayer, DocItemLabel, DoclingDocument
 from docling_core.types.doc.document import NodeItem
 
 from extralit_server.contexts.ocr.docling_builder import (
@@ -15,6 +15,9 @@
     make_prov,
 )
 
+# The labels docling itself files as furniture; a label alone does not keep them out of chunks.
+FURNITURE_LABELS = frozenset({DocItemLabel.PAGE_HEADER, DocItemLabel.PAGE_FOOTER})
+
 
 def add_text_block(
     doc: DoclingDocument,
@@ -36,4 +39,5 @@ def add_text_block(
     if block.label == DocItemLabel.SECTION_HEADER:
         return doc.add_heading(text=text, level=block.level or 1, prov=prov, parent=parent)
 
-    return doc.add_text(label=block.label, text=text, prov=prov, parent=parent)
+    layer = ContentLayer.FURNITURE if block.label in FURNITURE_LABELS else ContentLayer.BODY
+    return doc.add_text(label=block.label, text=text, prov=prov, parent=parent, content_layer=layer)
diff --git a/extralit-server/tests/integration/conftest.py b/extralit-server/tests/integration/conftest.py
index affdadb64..96fb82002 100644
--- a/extralit-server/tests/integration/conftest.py
+++ b/extralit-server/tests/integration/conftest.py
@@ -10,7 +10,7 @@
 
 import pytest
 import pytest_asyncio
-from httpx import AsyncClient
+from httpx import ASGITransport, AsyncClient
 
 from extralit_server.constants import API_KEY_HEADER_NAME
 from extralit_server.database import get_async_db
@@ -39,7 +39,7 @@ async def override_get_async_db():
 
     api_v1.dependency_overrides[get_async_db] = override_get_async_db
 
-    async with AsyncClient(app=app, base_url="http://testserver") as client:
+    async with AsyncClient(transport=ASGITransport(app=app), base_url="http://testserver") as client:
         yield client
 
     # Pop only what this fixture registered. `tests/unit/conftest.py`'s async_client writes
diff --git a/extralit-server/tests/unit/api/handlers/v1/test_datasets.py b/extralit-server/tests/unit/api/handlers/v1/test_datasets.py
index 1b0603135..02d23a6aa 100644
--- a/extralit-server/tests/unit/api/handlers/v1/test_datasets.py
+++ b/extralit-server/tests/unit/api/handlers/v1/test_datasets.py
@@ -1,3 +1,4 @@
+import json
 import math
 import uuid
 from datetime import datetime
@@ -82,6 +83,11 @@
     from sqlalchemy.ext.asyncio import AsyncSession
 
 
+def nan_body(payload: dict, headers: dict) -> dict:
+    """Post a body the JSON spec forbids. `json=` cannot: httpx encodes with allow_nan=False."""
+    return {"content": json.dumps(payload), "headers": {**headers, "Content-Type": "application/json"}}
+
+
 @pytest.mark.asyncio
 class TestSuiteDatasets:
     async def test_list_current_user_datasets(self, async_client: "AsyncClient", owner_auth_header: dict) -> None:
@@ -1959,7 +1965,7 @@ async def test_create_dataset_records_with_metadata_nan_values(
         }
 
         response = await async_client.post(
-            f"/api/v1/datasets/{dataset.id}/records/bulk", headers=owner_auth_header, json=records_json
+            f"/api/v1/datasets/{dataset.id}/records/bulk", **nan_body(records_json, owner_auth_header)
         )
 
         assert response.status_code == 422
@@ -3027,23 +3033,25 @@ async def test_update_dataset_records_with_metadata_nan_value(
 
         response = await async_client.put(
             f"/api/v1/datasets/{dataset.id}/records/bulk",
-            headers=owner_auth_header,
-            json={
-                "items": [
-                    {
-                        "id": str(records[0].id),
-                        "metadata": {"terms": math.nan},
-                    },
-                    {
-                        "id": str(records[1].id),
-                        "metadata": {"float": math.nan},
-                    },
-                    {
-                        "id": str(records[2].id),
-                        "metadata": {"terms": "a"},
-                    },
-                ]
-            },
+            **nan_body(
+                {
+                    "items": [
+                        {
+                            "id": str(records[0].id),
+                            "metadata": {"terms": math.nan},
+                        },
+                        {
+                            "id": str(records[1].id),
+                            "metadata": {"float": math.nan},
+                        },
+                        {
+                            "id": str(records[2].id),
+                            "metadata": {"terms": "a"},
+                        },
+                    ]
+                },
+                owner_auth_header,
+            ),
         )
 
         assert response.status_code == 422
diff --git a/extralit-server/tests/unit/conftest.py b/extralit-server/tests/unit/conftest.py
index 8d7c934c3..5bc473561 100644
--- a/extralit-server/tests/unit/conftest.py
+++ b/extralit-server/tests/unit/conftest.py
@@ -3,7 +3,7 @@
 
 import pytest
 import pytest_asyncio
-from httpx import AsyncClient
+from httpx import ASGITransport, AsyncClient
 from opensearchpy import OpenSearch
 from sqlalchemy.engine.interfaces import IsolationLevel
 
@@ -95,7 +95,7 @@ async def override_get_search_engine():
         }
     )
 
-    async with AsyncClient(app=app, base_url="http://testserver") as async_client:
+    async with AsyncClient(transport=ASGITransport(app=app), base_url="http://testserver") as async_client:
         yield async_client
 
     # Clear from `api_v1` — that is where the overrides above were registered. Clearing
diff --git a/extralit-server/tests/unit/contexts/ocr/test_docling_builder.py b/extralit-server/tests/unit/contexts/ocr/test_docling_builder.py
index 2de355d5c..f079411fd 100644
--- a/extralit-server/tests/unit/contexts/ocr/test_docling_builder.py
+++ b/extralit-server/tests/unit/contexts/ocr/test_docling_builder.py
@@ -1,7 +1,8 @@
 """Tests for the DoclingDocument builder seam shared by every layout parser."""
 
 import pytest
-from docling_core.types.doc import BoundingBox, CoordOrigin, DocItemLabel, Size, TableCell
+from docling_core.transforms.chunker import HierarchicalChunker
+from docling_core.types.doc import BoundingBox, ContentLayer, CoordOrigin, DocItemLabel, Size, TableCell
 
 from extralit_server.contexts.ocr.docling_builder import (
     LayoutBlock,
@@ -213,6 +214,80 @@ def test_captions_are_kept_even_when_they_touch_a_figure(self, doc, ctx):
 
         assert [t.text for t in doc.texts] == ["Figure 1."]
 
+    def test_a_caption_is_linked_to_the_figure_it_touches(self, doc, ctx):
+        blocks = [
+            LayoutBlock(label=DocItemLabel.PICTURE, bbox=bbox(t=100, b=300, left=0, right=500)),
+            LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=310, b=320), text="Figure 1."),
+        ]
+
+        append_blocks(doc, ctx, blocks)
+
+        assert doc.pictures[0].caption_text(doc) == "Figure 1."
+
+    def test_a_caption_above_its_table_binds_to_it(self, doc, ctx):
+        blocks = [
+            LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=90, b=99), text="Table 1."),
+            LayoutBlock(label=DocItemLabel.TABLE, bbox=bbox(t=100, b=300)),
+        ]
+
+        append_blocks(doc, ctx, blocks)
+
+        assert doc.tables[0].caption_text(doc) == "Table 1."
+
+    def test_the_nearer_neighbour_wins_when_a_caption_sits_between_two_figures(self, doc, ctx):
+        blocks = [
+            LayoutBlock(label=DocItemLabel.PICTURE, bbox=bbox(t=100, b=200)),
+            LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=210, b=220), text="Belongs to the first."),
+            LayoutBlock(label=DocItemLabel.TEXT, bbox=bbox(t=230, b=240), text="Prose."),
+            LayoutBlock(label=DocItemLabel.PICTURE, bbox=bbox(t=300, b=400)),
+        ]
+
+        append_blocks(doc, ctx, blocks)
+
+        assert doc.pictures[0].caption_text(doc) == "Belongs to the first."
+        assert doc.pictures[1].captions == []
+
+    def test_a_caption_reaches_past_one_line_of_prose(self, doc, ctx):
+        blocks = [
+            LayoutBlock(label=DocItemLabel.PICTURE, bbox=bbox(t=100, b=200)),
+            LayoutBlock(label=DocItemLabel.FOOTNOTE, bbox=bbox(t=205, b=208), text="a"),
+            LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=210, b=220), text="Figure 1."),
+        ]
+
+        append_blocks(doc, ctx, blocks)
+
+        assert doc.pictures[0].caption_text(doc) == "Figure 1."
+
+    def test_two_captions_on_one_figure_are_both_linked(self, doc, ctx):
+        blocks = [
+            LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=90, b=99), text="Figure 1."),
+            LayoutBlock(label=DocItemLabel.PICTURE, bbox=bbox(t=100, b=200)),
+            LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=210, b=220), text="A red square."),
+        ]
+
+        append_blocks(doc, ctx, blocks)
+
+        assert [ref.resolve(doc).text for ref in doc.pictures[0].captions] == ["Figure 1.", "A red square."]
+
+    def test_a_caption_never_binds_across_a_page(self, doc, ctx):
+        append_blocks(doc, ctx, [LayoutBlock(label=DocItemLabel.PICTURE, bbox=bbox(t=700, b=780))])
+        page_two = PageContext(page_no=2, size=ctx.size)
+
+        append_blocks(doc, page_two, [LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=10, b=20), text="Orphan.")])
+
+        assert doc.pictures[0].captions == []
+
+    def test_a_second_pass_over_a_page_links_nothing_twice(self, doc, ctx):
+        blocks = [
+            LayoutBlock(label=DocItemLabel.PICTURE, bbox=bbox(t=100, b=200)),
+            LayoutBlock(label=DocItemLabel.CAPTION, bbox=bbox(t=210, b=220), text="Figure 1."),
+        ]
+        append_blocks(doc, ctx, blocks)
+
+        append_blocks(doc, ctx, [LayoutBlock(label=DocItemLabel.TEXT, bbox=bbox(t=400, b=420), text="More.")])
+
+        assert len(doc.pictures[0].captions) == 1
+
     def test_every_item_carries_a_full_provenance_triple(self, doc, ctx):
         blocks = [
             LayoutBlock(label=DocItemLabel.TEXT, bbox=bbox(t=10, b=30), text="hello"),
@@ -244,6 +319,23 @@ def test_titles_become_title_items(self, doc, ctx):
 
         assert doc.texts[0].label == DocItemLabel.TITLE
 
+    def test_page_headers_and_footers_are_furniture(self, doc, ctx):
+        blocks = [
+            LayoutBlock(label=DocItemLabel.PAGE_HEADER, bbox=bbox(t=0, b=20), text="Running head"),
+            LayoutBlock(label=DocItemLabel.TEXT, bbox=bbox(t=40, b=60), text="body"),
+            LayoutBlock(label=DocItemLabel.PAGE_FOOTER, bbox=bbox(t=770, b=790), text="Page 1"),
+        ]
+
+        append_blocks(doc, ctx, blocks)
+
+        layers = {t.text: t.content_layer for t in doc.texts}
+        assert layers == {
+            "Running head": ContentLayer.FURNITURE,
+            "body": ContentLayer.BODY,
+            "Page 1": ContentLayer.FURNITURE,
+        }
+        assert [c.text for c in HierarchicalChunker().chunk(doc)] == ["body"]
+
     def test_empty_text_blocks_are_skipped(self, doc, ctx):
         blocks = [
             LayoutBlock(label=DocItemLabel.TEXT, bbox=bbox(t=10, b=30), text="   "),
diff --git a/extralit-server/uv.lock b/extralit-server/uv.lock
index c33ac8487..1247901ba 100644
--- a/extralit-server/uv.lock
+++ b/extralit-server/uv.lock
@@ -924,44 +924,58 @@ wheels = [
 
 [[package]]
 name = "duckdb"
-version = "1.5.4"
+version = "1.5.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/19/e57151753576373c6696a12022648546cca6038e8833fda2908ee2342d9b/duckdb-1.5.5.tar.gz", hash = "sha256:72f33ee57ca7595b23957671a2cc7f7fe2be0ecc2d68f63abedcfcaa3a5c1238", size = 18066741, upload-time = "2026-07-22T10:55:17.819Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/52/d4/298acf9331a80b3ce6ac64dd940e7e13f4058fb69d18914445f02e3c7bfe/duckdb-1.5.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3b805507f88171b428b21c966c30e9a3d54e30b24528918a44ed0032542bc26f", size = 32702934, upload-time = "2026-07-22T10:53:19.069Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/90/c489fb63d64b2e7ee109ce8460bdede003a0f256e5b41a03a2a1c4764058/duckdb-1.5.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b08e19cc856220d8a26fa62abc2264b349aff67255e9373c6a3f607addd56dc6", size = 17343604, upload-time = "2026-07-22T10:53:22.767Z" },
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