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+## Q1 2025 (January - March) Updates
+
+### Tools
+
+- Redis Insight [v2.66 release notes]({{< relref "/develop/tools/insight/release-notes/v.2.66.0.md" >}})
+- Updated CLI output samples for [`bigkeys`, `memkeys`, `keystats`]({{< relref "/develop/tools/cli.md" >}})
+
+---
+
+### Redis AI & Vectors
+
+- Expanded vector examples:
+  - [Python]({{< relref "/develop/clients/redis-py/vecsearch.md" >}})
+  - [Node.js]({{< relref "/develop/clients/nodejs/vecsearch.md" >}})
+  - [Java (Jedis)]({{< relref "/develop/clients/jedis/vecsearch.md" >}})
+  - [Go]({{< relref "/develop/clients/go/vecsearch.md" >}})
+  - [.NET]({{< relref "/develop/clients/dotnet/vecsearch.md" >}})
+- Updated AI integrations:
+  - [AI overview]({{< relref "/develop/ai/index.md" >}})
+  - [RAG intro]({{< relref "/develop/get-started/rag.md" >}})
+  - [Redis in AI]({{< relref "/develop/get-started/redis-in-ai.md" >}})
+
+---
+
+### Data Types
+
+- TimeSeries:
+  - [`COMPACTION_POLICY`]({{< relref "/develop/data-types/timeseries/configuration.md" >}})
+  - [Client-side caching update]({{< relref "/develop/clients/client-side-caching.md" >}})
+- JSON:
+  - [Active memory defragmentation]({{< relref "/operate/oss_and_stack/stack-with-enterprise/json/commands.md" >}})
+- Probabilistic:
+  - [Bloom filter]({{< relref "/develop/data-types/probabilistic/bloom-filter.md" >}})
+  - [Count-min sketch]({{< relref "/develop/data-types/probabilistic/count-min-sketch.md" >}})
+  - [Top-K]({{< relref "/develop/data-types/probabilistic/top-k.md" >}})
+  - [Cuckoo filter]({{< relref "/develop/data-types/probabilistic/cuckoo-filter.md" >}})
+
+---
+
+### Commands & API Docs
+
+- Pages updated for format and accuracy:
+  - [ACL SETUSER]({{< relref "/commands/acl-setuser/index.md" >}})
+  - [JSON.GET]({{< relref "/commands/json.get/index.md" >}})
+  - [TS.ADD]({{< relref "/commands/ts.add/index.md" >}})
+  - [SCAN]({{< relref "/commands/scan/index.md" >}})
+  - [SORT]({{< relref "/commands/sort/index.md" >}})
+- RESP3 reply types documented in [Hiredis command page]({{< relref "/develop/clients/hiredis/issue-commands.md" >}})
+- [CSC behavior clarified]({{< relref "/develop/clients/client-side-caching.md" >}})
+
+---
+
+### Search & Query
+
+- Best practices:
+  - [Dev-to-prod guide]({{< relref "/develop/interact/search-and-query/best-practices/dev-to-prod-best-practices.md" >}})
+  - [Scalable queries]({{< relref "/develop/interact/search-and-query/best-practices/scalable-query-best-practices.md" >}})
+  - [Index lifecycle]({{< relref "/develop/interact/search-and-query/best-practices/index-mgmt-best-practices.md" >}})
+- New/updated topics:
+  - [Autocomplete]({{< relref "/develop/interact/search-and-query/advanced-concepts/autocomplete.md" >}})
+  - [Escaping & tokenization]({{< relref "/develop/interact/search-and-query/advanced-concepts/escaping.md" >}})
+  - [Geo indexing]({{< relref "/develop/interact/search-and-query/indexing/geoindex.md" >}})
+  - [Sorting, scoring, stemming]({{< relref "/develop/interact/search-and-query/advanced-concepts/sorting.md" >}})
+
+---
+
+### Client Libraries
+
+#### Go
+- [Trans/pipe examples]({{< relref "/develop/clients/go/transpipe.md" >}})
+- [JSON queries]({{< relref "/develop/clients/go/queryjson.md" >}})
+
+#### .NET
+- [Vector search]({{< relref "/develop/clients/dotnet/vecsearch.md" >}})
+- [Trans/pipe usage]({{< relref "/develop/clients/dotnet/transpipe.md" >}})
+- [JSON queries]({{< relref "/develop/clients/dotnet/queryjson.md" >}})
+
+#### Java (Jedis)
+- [Vector search]({{< relref "/develop/clients/jedis/vecsearch.md" >}})
+- [Trans/pipe usage]({{< relref "/develop/clients/jedis/transpipe.md" >}})
+
+#### Node.js
+- [Vector queries]({{< relref "/develop/clients/nodejs/vecsearch.md" >}})
+- [Trans/pipe examples]({{< relref "/develop/clients/nodejs/transpipe.md" >}})
+- [JSON queries]({{< relref "/develop/clients/nodejs/queryjson.md" >}})
+
+#### Redis-py
+- [ScanIter usage]({{< relref "/develop/clients/redis-py/scaniter.md" >}})
+- [Vector search]({{< relref "/develop/clients/redis-py/vecsearch.md" >}})
+- [Trans/pipe usage]({{< relref "/develop/clients/redis-py/transpipe.md" >}})
+- [JSON queries]({{< relref "/develop/clients/redis-py/queryjson.md" >}})
+
+#### Lettuce
+- [Cluster connection]({{< relref "/develop/clients/lettuce/connect.md" >}})
+- [Production usage]({{< relref "/develop/clients/lettuce/produsage.md" >}})
+
+#### Hiredis
+- Full client guide:
+  - [Overview]({{< relref "/develop/clients/hiredis/_index.md" >}})
+  - [Connect]({{< relref "/develop/clients/hiredis/connect.md" >}})
+  - [Issue commands]({{< relref "/develop/clients/hiredis/issue-commands.md" >}})
+  - [Handle replies]({{< relref "/develop/clients/hiredis/handle-replies.md" >}})
+  - [Transactions and pipelines]({{< relref "/develop/clients/hiredis/transpipe.md" >}})
+
+
+
 ## Q4 2024 (October - December) Updates
 
 * Updated the RESP3 specification document to include the [attribute type]({{< relref "/develop/reference/protocol-spec#attributes" >}}).