diff --git a/tech_docs/Jinja2_guide.md b/tech_docs/Jinja2_guide.md
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--- a/tech_docs/Jinja2_guide.md
+++ b/tech_docs/Jinja2_guide.md
@@ -211,4 +211,192 @@ network-automation/
 └── outputs/         # Rendered configs
 ```
 
-**Key Takeaway:** Jinja2 turns network configs from **manual CLI work** into **version-controlled code**. The more you template now, the more time you save later.
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+**Key Takeaway:** Jinja2 turns network configs from **manual CLI work** into **version-controlled code**. The more you template now, the more time you save later.
+
+---
+
+Great pivot! **Rego** (Open Policy Agent’s policy language) and **Jinja2** serve different but complementary roles in infrastructure automation. Let’s break down how they compare, overlap, and where you’d use each—with gritty examples tailored to infrastructure/security use cases.
+
+---
+
+### **1. Quick Comparison: Jinja2 vs. Rego**
+| Feature | Jinja2 | Rego |
+|---------|--------|------|
+| **Primary Use** | Templating (generate configs/docs) | Policy enforcement (validate inputs) |
+| **Input** | YAML/JSON/CSV | JSON/YAML (often from APIs) |
+| **Output** | Rendered text (configs, CLI commands) | Policy decisions (allow/deny + detailed reasons) |
+| **Context** | "Generate this network config" | "Is this network config compliant?" |
+| **Key Strength** | Flexibility in text generation | Logic-based evaluation with auditing |
+
+---
+
+### **2. Where Jinja2 and Rego Overlap**
+Both operate on structured data (YAML/JSON), but solve different problems in the pipeline:
+
+#### **Example Workflow: Network Change Automation**
+1. **Jinja2**: Generates a candidate BGP config from YAML variables.
+   ```jinja
+   router bgp {{ bgp.asn }}
+     neighbor {{ neighbor.ip }} remote-as {{ neighbor.asn }}
+   ```
+2. **Rego**: Validates the generated config *before* deployment.
+   ```rego
+   # Prevent BGP peers in untrusted ASNs
+   deny[msg] {
+     input.kind == "bgp_config"
+     not input.neighbor.asn in trusted_asns
+     msg := sprintf("BGP peer ASN %v is not trusted", [input.neighbor.asn])
+   }
+   ```
+
+---
+
+### **3. Rego Use Cases (Where It Shines Over Jinja2)**
+#### **A. Pre-Deployment Validation**
+**Problem**: Ensure Jinja2-generated configs meet security/compliance rules.  
+**Rego Policy** (`policies/networking.rego`):
+```rego
+package networking
+
+# Deny firewall rules that allow SSH from the internet
+deny[msg] {
+    input.kind == "firewall_rule"
+    input.action == "allow"
+    input.port == 22
+    input.source == "0.0.0.0/0"
+    msg := "SSH must not be open to the internet!"
+}
+
+# Require VLAN descriptions for auditability
+deny[msg] {
+    input.kind == "vlan_config"
+    not input.description
+    msg := "VLANs must have a description"
+}
+```
+
+**How to Use**:
+```bash
+# Validate a Jinja2-rendered config against Rego
+opa eval --data policies/networking.rego --input rendered_config.json "data.networking.deny"
+```
+
+---
+
+#### **B. Multi-Cloud Policy Enforcement**
+**Problem**: Enforce tagging standards across AWS/Azure/GCP.  
+**Rego Policy** (`policies/cloud.rego`):
+```rego
+package cloud
+
+# Require 'CostCenter' tag on all resources
+deny[msg] {
+    input.resource.tags["CostCenter"] == ""
+    msg := "All resources must have a CostCenter tag"
+}
+
+# Block public S3 buckets
+deny[msg] {
+    input.kind == "aws_s3_bucket"
+    input.acl == "public-read"
+    msg := "Public S3 buckets are prohibited"
+}
+```
+
+**Input (JSON from Terraform/Cloud API)**:
+```json
+{
+  "kind": "aws_s3_bucket",
+  "acl": "public-read",
+  "tags": { "CostCenter": "" }
+}
+```
+
+**Output**:
+```json
+{
+  "deny": [
+    "All resources must have a CostCenter tag",
+    "Public S3 buckets are prohibited"
+  ]
+}
+```
+
+---
+
+#### **C. Network Topology Auditing**
+**Problem**: Validate that Jinja2-generated network designs follow best practices.  
+**Rego Policy** (`policies/topology.rego`):
+```rego
+package topology
+
+# Core switches must have redundant links
+deny[msg] {
+    input.device.role == "core"
+    count(input.device.links) < 2
+    msg := "Core devices must have redundant links"
+}
+
+# VLAN 1 should not be used (security best practice)
+deny[msg] {
+    input.vlan.id == 1
+    msg := "VLAN 1 is prohibited for security reasons"
+}
+```
+
+---
+
+### **4. When to Use Jinja2 vs. Rego**
+| Scenario | Tool | Why |
+|----------|------|-----|
+| Generating Cisco/Juniper configs | Jinja2 | Best at text templating. |
+| Validating configs pre-deploy | Rego | Logic-based policy checks. |
+| Creating API payloads | Jinja2 | Structure dynamic JSON/YAML. |
+| Auditing existing infra | Rego | Query live state for violations. |
+| Documenting network designs | Jinja2 | Render Markdown/HTML. |
+| Enforcing security rules | Rego | Evaluate against compliance rules. |
+
+---
+
+### **5. Pro Tips for Rego in Infrastructure**
+1. **Test Policies Early**: Use `opa test` to unit test your Rego rules.
+   ```bash
+   opa test policies/ -v
+   ```
+2. **Integrate with CI/CD**:
+   ```yaml
+   # GitLab CI example
+   validate_policy:
+     image: openpolicyagent/opa
+     script:
+       - opa eval --data policies/ --input $CHANGES "data.deny"
+   ```
+3. **Debug with `trace`**:
+   ```rego
+   # Add to your policy to see evaluation steps
+   trace(sprintf("Input: %v", [input]))
+   ```
+
+---
+
+### **6. Example End-to-End Flow**
+1. **Jinja2 Generates Config**:
+   ```bash
+   jinja2 bgp_template.j2 vars.yml > bgp_config.json
+   ```
+2. **Rego Validates It**:
+   ```bash
+   opa eval --data policies/ --input bgp_config.json "data.networking.deny"
+   ```
+3. **Only deploy if Rego returns no denials**.
+
+---
+
+### **7. Key Takeaway**
+- **Jinja2**: Your "build" tool (creates configs/scripts/docs).  
+- **Rego**: Your "guardrail" tool (ensures compliance/safety).  
+
+Together, they form a **powerful pipeline**:  
+`Jinja2 (generate) → Rego (validate) → Ansible/Terraform (deploy)`
+
+Want a deep dive on a specific Rego use case (e.g., network security policies or cloud governance)? I can break it down with real code.
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