diff --git a/tech_docs/Jinja2_guide.md b/tech_docs/Jinja2_guide.md
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@@ -1,3 +1,172 @@
+Below is a “cheat-sheet” style upgrade to the playbook you already have.  
+It is organized by *pain points* I see teams hit once they move past the first 5–10 devices.  
+Everything is copy-paste ready (CLI one-liners, tiny Python/Go helpers, Ansible snippets).  
+If you only have 15 min right now, jump to the “Tonight” section at the end.
+
+────────────────────────────────────────────────────────
+1. YAML → Jinja2 → Device in <10 s
+────────────────────────────────────────────────────────
+Problem: you still open an editor to change a variable file.  
+Fix: keep YAML inside Git and treat it as the *single source of truth*.
+
+A. Git-based variable loader (avoids “where did I save that file?”)
+```bash
+# vars live in ./inventory/host_vars/$hostname.yml
+git ls-files -z '*.yml' | xargs -0 yamllint   # fast lint
+```
+B. One-shot render + diff
+```bash
+#!/usr/bin/env bash
+host=$1
+jinja2 templates/ios_base.j2 \
+       inventory/host_vars/${host}.yml \
+       --format yaml \
+       -o /tmp/${host}.cfg
+colordiff -u <(ssh $host show run) /tmp/${host}.cfg | less -R
+```
+C. Atomic push with Ansible “deploy_if_changed”
+```yaml
+- name: Deploy only if rendered differs
+  ios_config:
+    src: "/tmp/{{ inventory_hostname }}.cfg"
+  vars:
+    ansible_check_mode: false
+  when: >
+    lookup('pipe', 'diff -q /tmp/{{ inventory_hostname }}.cfg
+                     <(ssh {{ inventory_hostname }} show run)')
+    is not search('identical')
+```
+────────────────────────────────────────────────────────
+2. Multi-vendor, one variable set
+────────────────────────────────────────────────────────
+Trick: store *capability* flags instead of vendor syntax.
+
+vars/host_vars/leaf01.yml
+```yaml
+interfaces:
+  - name: Ethernet1/1
+    port_type: access
+    vlan: 200
+    poe: true
+    mtu: 9214
+```
+
+templates/shared/interface_capabilities.j2
+```jinja2
+{# Works on IOS-XE, Junos, EOS #}
+{% set vendor = hostvars[inventory_hostname].vendor %}
+{% for i in interfaces %}
+interface {{ i.name | re_replace('^Eth','') if vendor=='arista' else
+             i.name | re_replace('^Eth','ge-') if vendor=='juniper' else
+             i.name }}
+{% if i.port_type == 'access' %}
+ switchport mode access
+ switchport access vlan {{ i.vlan }}
+{% endif %}
+{% if i.poe and (vendor == 'cisco' or vendor == 'arista') %}
+ power inline never
+{% endif %}
+ mtu {{ i.mtu }}
+!
+{% endfor %}
+```
+
+────────────────────────────────────────────────────────
+3. NetBox as a live inventory
+────────────────────────────────────────────────────────
+Inventory plugin (ships with Ansible ≥2.10) in `ansible.cfg`:
+```
+[inventory]
+enable_plugins = netbox.netbox.nb_inventory
+```
+Group by site + role:
+```yaml
+# group_vars/netbox_site_edge.yml
+ntp_servers: ["10.0.0.10", "10.0.0.11"]
+```
+Now zero extra YAML for new sites.
+
+────────────────────────────────────────────────────────
+4. Rego in CI to block bad configs
+────────────────────────────────────────────────────────
+`.gitlab-ci.yml` (runs in <5 s):
+```yaml
+validate:
+  image: openpolicyagent/opa:0.59
+  script:
+    - opa test policies/
+    - >
+      find . -name "*.cfg" -print0 |
+      xargs -0 -I{} opa eval --fail-defined --format pretty
+      --data policies/network.rego --input {} "data.network.deny[_]"
+```
+
+Example policy (`policies/network.rego`):
+```rego
+package network
+deny[msg] {
+  input.kind == "interface"
+  input.mtu > 9216
+  msg := sprintf("MTU %d too high on %s", [input.mtu, input.name])
+}
+```
+
+────────────────────────────────────────────────────────
+5. Secrets without Ansible Vault pain
+────────────────────────────────────────────────────────
+Use `sops` + age (age is easier than GPG).
+
+```bash
+# encrypt vars/secrets.yml
+sops --age $(cat ~/.age/key.txt | grep public | cut -d' ' -f4) \
+     --encrypt vars/secrets.yml > vars/secrets.enc.yml
+```
+Ansible automatically decrypts when `ansible_sops_enabled=true`.
+
+────────────────────────────────────────────────────────
+6. Tonight → Next week → Go Pro (15 min each)
+────────────────────────────────────────────────────────
+Tonight (literally 15 min):
+```bash
+pipx install jinja2-cli yq
+git init network-auto && cd network-auto
+mkdir templates vars
+cat > vars/lab.yml <<EOF
+vlans:
+  - id: 100
+    name: STAFF
+EOF
+cat > templates/ios_vlan.j2 <<'EOF'
+{% for v in vlans %}
+vlan {{ v.id }}
+ name {{ v.name }}
+{% endfor %}
+EOF
+jinja2 templates/ios_vlan.j2 vars/lab.yml
+```
+You now have version-controlled VLANs.
+
+Next week:
+- Replace static `vars/lab.yml` with NetBox inventory plugin.  
+- Add a single playbook that runs against “site:lab” and pushes the VLANs.
+
+Go Pro:
+- Add Rego policy to reject VLAN 1 or duplicate names.  
+- GitLab CI job auto-pushes when MR merges (use Ansible’s `ios_config` with `backup: yes` so you can rollback).
+
+────────────────────────────────────────────────────────
+Quick reference card
+────────────────────────────────────────────────────────
+Render:   jinja2 tpl.j2 vars.yml --format yaml  
+Lint:     yamllint vars/  
+Test:     opa test policies/  
+Encrypt:  sops -e vars/secrets.yml  
+Diff:     colordiff -u live.cfg new.cfg  
+
+Copy the snippets above into your repo and you’re already ahead of most teams.
+
+---
+
 This is **exactly** the kind of tactical, network-focused Jinja2 guide I wish I had when I started automating configs. Let’s sharpen it further with battle-tested patterns and CLI-ready examples. Here’s your playbook:
 
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