lancedb · tsmithv11 · Jul 11, 2026 · Jul 11, 2026 · Jul 11, 2026
diff --git a/docs/api-reference/rest/index.mdx b/docs/api-reference/rest/index.mdx
@@ -5,7 +5,7 @@ description: "API reference for LanceDB"
 
 ---
 
-[Lance REST Namespace](https://lance.org/format/namespace/rest/catalog-spec/?h=rest) spec
+[Lance REST Namespace](https://lance.org/format/namespace/) spec
 is an OpenAPI protocol that enables reading, writing and managing Lance tables by connecting
 those metadata services or building a custom metadata server in a standardized way.
 

diff --git a/docs/datasets/ade20k.mdx b/docs/datasets/ade20k.mdx
@@ -272,7 +272,7 @@ The resulting `./ade20k-indoor-subset` is a first-class LanceDB database. Every
 
 ## Source & license
 
-Converted from [`1aurent/ADE20K`](https://huggingface.co/datasets/1aurent/ADE20K). ADE20K is released under the [BSD 3-Clause license](https://github.com/CSAILVision/ADE20K/blob/main/LICENSE) by the MIT CSAIL Computer Vision group.
+Converted from [`1aurent/ADE20K`](https://huggingface.co/datasets/1aurent/ADE20K). ADE20K is released under the [BSD 3-Clause license](https://ade20k.csail.mit.edu/terms/) by the MIT CSAIL Computer Vision group.
 
 ## Citation
 

diff --git a/docs/docs.json b/docs/docs.json
@@ -122,6 +122,7 @@
                   "search/vector-search",
                   "search/multivector-search",
                   "search/full-text-search",
+                  "search/fts-examples",
                   "search/hybrid-search",
                   "search/filtering",
                   "search/optimize-queries",
@@ -185,6 +186,7 @@
               {
                 "group": "Running Jobs",
                 "pages": [
+                  "geneva/jobs/index",
                   "geneva/jobs/backfilling",
                   "geneva/jobs/bulk-load-columns",
                   "geneva/jobs/materialized-views",

diff --git a/docs/geneva/index.mdx b/docs/geneva/index.mdx
@@ -60,7 +60,7 @@ Visit the following pages to learn more about featuring engineering in LanceDB E
 
 - **Get started**: [Getting Started](/geneva/getting-started) · [What is Feature Engineering?](/geneva/overview/) · [End-to-end example](/geneva/end-to-end)
 - **UDFs**: [Using UDFs](/geneva/udfs/udfs) · [Blob helpers](/geneva/udfs/blobs/) · [Error handling](/geneva/udfs/error_handling) · [Advanced configuration](/geneva/udfs/advanced-configuration) 
-- **Jobs**: [Backfilling](/geneva/jobs/backfilling/) · [Materialized views](/geneva/jobs/materialized-views/) · [Startup optimizations](/geneva/jobs/startup/) · [Advanced job configuration](/geneva/jobs/advanced-job-configuration/) · [Advanced execution contexts](/geneva/jobs/contexts/) · [Geneva console](/geneva/jobs/console) · [Performance](/geneva/jobs/performance/)
+- **Jobs**: [Job execution overview](/geneva/jobs/) · [Backfilling](/geneva/jobs/backfilling/) · [Materialized views](/geneva/jobs/materialized-views/) · [Startup optimizations](/geneva/jobs/startup/) · [Advanced job configuration](/geneva/jobs/advanced-job-configuration/) · [Advanced execution contexts](/geneva/jobs/contexts/) · [Geneva console](/geneva/jobs/console) · [Performance](/geneva/jobs/performance/)
 - **Deployment**: [Deployment overview](/geneva/deployment/) · [Helm deployment](/geneva/deployment/helm/) · [Troubleshooting](/geneva/deployment/troubleshooting/)
 
 ## API Reference

diff --git a/docs/geneva/udfs/blobs.mdx b/docs/geneva/udfs/blobs.mdx
@@ -5,7 +5,7 @@ description: Learn how to work with Lance Blobs in Geneva UDFs for handling larg
 icon: splotch
 ---
 
-Geneva supports UDFs that take [Lance Blobs](https://lancedb.github.io/lance/guide/blob/) (large binary objects) as input and has the ability to write out columns with binaries encoded as Lance Blobs.  Lance blobs are an optimization intended for large objects (1's MBs -> 100MB's) and provide a file-like object that lazily reads large binary objects.
+Geneva supports UDFs that take [Lance Blobs](https://docs.lancedb.com/tables/multimodal) (large binary objects) as input and has the ability to write out columns with binaries encoded as Lance Blobs.  Lance blobs are an optimization intended for large objects (1's MBs -> 100MB's) and provide a file-like object that lazily reads large binary objects.
 
 ## Reading Blobs
 

diff --git a/docs/integrations/ai/llamaIndex.mdx b/docs/integrations/ai/llamaIndex.mdx
@@ -37,7 +37,7 @@ For metadata filtering, you can use a Lance SQL-like string filter as demonstrat
 </CodeBlock>
 
 ### Hybrid Search
-For complete documentation, refer [here](https://lancedb.github.io/lancedb/hybrid_search/hybrid_search/). This example uses the `colbert` reranker. Make sure to install necessary dependencies for the reranker you choose.
+For complete documentation, refer [here](https://docs.lancedb.com/search/hybrid-search). This example uses the `colbert` reranker. Make sure to install necessary dependencies for the reranker you choose.
 <CodeBlock filename="Python" language="Python" icon="python">
   {PyFrameworksLlamaindexHybridSearch}
 </CodeBlock>