diff --git a/README.md b/README.md
index 8d6842d9..5d0608ba 100644
--- a/README.md
+++ b/README.md
@@ -39,8 +39,8 @@
   - [OAuth Integration](#github-and-google-oauth-integration)
   - [Docker Image Configuration](#docker-image-configuration)
 - [Development](#development)
-  - [Pentesting Prompt Methodology](#pentesting-prompt-methodology)
 - [Testing LLM Agents](#testing-llm-agents)
+  - [Pentesting Prompt Methodology](#pentesting-prompt-methodology)
 - [Embedding Configuration and Testing](#embedding-configuration-and-testing)
 - [Function Testing with ftester](#function-testing-with-ftester)
 - [Building](#building)
diff --git a/backend/docs/prompt_engineering_pentagi.md b/backend/docs/prompt_engineering_pentagi.md
index 1ef1005e..fbe62a26 100644
--- a/backend/docs/prompt_engineering_pentagi.md
+++ b/backend/docs/prompt_engineering_pentagi.md
@@ -379,7 +379,7 @@ A comprehensive framework for designing high-performance prompts within the Pent
 #### Recommended Reference Material
 - Use public methodology resources such as [HackTricks](https://book.hacktricks.wiki/en/index.html) and [Pentest Book](https://pentestbook.six2dez.com/) as inspiration for attack-surface coverage and testing depth.
 - Translate those references into concise phases, priorities, and verification rules for the agent instead of copying long checklists into the system prompt verbatim.
-- Keep prompt examples aligned with live PentAGI assets such as `backend/pkg/templates/prompts/pentester.tmpl` and `../../examples/prompts/base_web_pentest.md`.
+- Keep prompt examples aligned with live PentAGI assets such as [`backend/pkg/templates/prompts/pentester.tmpl`](../pkg/templates/prompts/pentester.tmpl) and [`examples/prompts/base_web_pentest.md`](../../examples/prompts/base_web_pentest.md).
 
 ### Searcher Agent
 - **Focus**: Highly efficient information retrieval (internal memory & external sources), source evaluation and prioritization, synthesis of findings.