diff --git a/docs/reference/models/supported_models_and_architectures.md b/docs/reference/models/supported_models_and_architectures.md
index d6d3d32159..f329c9ba2b 100644
--- a/docs/reference/models/supported_models_and_architectures.md
+++ b/docs/reference/models/supported_models_and_architectures.md
@@ -44,8 +44,8 @@ MaxText is an open-source, high-performance LLM framework written in Python/JAX.
 
 ### Qwen3
 
-- **Variants**: Dense (0.6B–32B); MoE (30B-A3B, 235B-A22B, 480B Coder)
-- **Notes**: **QK-Norm**, GQA, SwiGLU, RMSNorm, RoPE.
+- **Variants**: Dense (0.6B–32B); MoE (30B-A3B, 235B-A22B, 480B Coder), MoE w/ Hybrid Attention (Next-80B-a3b)
+- **Notes**: **QK-Norm**, GQA, SwiGLU, RMSNorm, RoPE, GatedDeltaNet.
 
 ### GPT-OSS
 
@@ -80,12 +80,12 @@ The following summarizes observed runtime efficiency and scaling behaviors of Ma
 
 - **Model Implementation Guides & Source Code:**
 
-  - **Llama**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/llama2/run_llama2.md) | [Llama2 and Llama3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/llama2.py) | [Llama4 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/llama4.py)
-  - **Gemma**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gemma/Run_Gemma.md) | [Gemma Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gemma.py) | [Gemma2 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gemma2.py) | [Gemma3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gemma3.py)
-  - **Mixtral**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/mixtral/Run_Mixtral.md) | [Mixtral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/mixtral.py) | [Mistral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/mistral.py)
-  - **DeepSeek**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/deepseek/Run_DeepSeek.md) | [DeepSeek Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/deepseek.py)
-  - **Qwen3**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/qwen/moe/run_qwen_moe.md) | [Qwen3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/qwen3.py)
-  - **GPT-OSS**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gpt_oss/run_gpt_oss.md) | [GPT-OSS Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gpt_oss.py)
+  - **Llama**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/llama2/run_llama2.md) | [Llama2 and Llama3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/llama2.py) | [Llama4 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/llama4.py)
+  - **Gemma**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gemma/Run_Gemma.md) | [Gemma Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gemma.py) | [Gemma2 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gemma2.py) | [Gemma3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gemma3.py)
+  - **Mixtral**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/mixtral/Run_Mixtral.md) | [Mixtral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/mixtral.py) | [Mistral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/mistral.py)
+  - **DeepSeek**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/deepseek/Run_DeepSeek.md) | [DeepSeek Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/deepseek.py)
+  - **Qwen3**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/qwen/moe/run_qwen_moe.md) | [Qwen3-Next Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/qwen/next/run_qwen3_next.md) | [Qwen3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/qwen3.py) | [Qwen3-Next Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/qwen3.py)
+  - **GPT-OSS**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gpt_oss/run_gpt_oss.md) | [GPT-OSS Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gpt_oss.py)
 
 - **Technical Explanations:**