From 4958e4e5e3d1222adff3d28c426f3c9f0fc99e64 Mon Sep 17 00:00:00 2001
From: "tembo[bot]" <208362400+tembo-io[bot]@users.noreply.github.com>
Date: Thu, 6 Nov 2025 04:26:13 +0000
Subject: [PATCH] docs: Add arXiv ref for reasoning capabilities

---
 axon-overview.mdx | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/axon-overview.mdx b/axon-overview.mdx
index ef155c9..f20099b 100644
--- a/axon-overview.mdx
+++ b/axon-overview.mdx
@@ -45,6 +45,10 @@ This architecture enables engineering teams to build more scalable and efficient
 
 Our State-of-the-Art Deep Reasoner generates a detailed reasoning process for your requests, detects what needs to be done and how to do it, ensuring all the context is considered and the best possible solution is provided.
 
+<Note>
+  The reasoning capabilities are derived from research presented in [Deep Reasoning with Large Language Models](https://arxiv.org/abs/2505.19640).
+</Note>
+
 - **Multi-sources causal graph traversal** for inferencing across heterogeneous data sources, enabling root-cause analysis and counterfactual reasoning.
 - **Dynamic symbolic grounding** via contextual ontologies to map abstract concepts into actionable knowledge representations in real time.
 - **Probabilistic logic synthesis** with uncertainty quantification to evaluate solution optimality under incomplete or ambiguous input conditions.