diff --git a/techniques/anubis/technical_anubis.md b/techniques/anubis/technical_anubis.md
index 717b728..01bd951 100644
--- a/techniques/anubis/technical_anubis.md
+++ b/techniques/anubis/technical_anubis.md
@@ -10,18 +10,18 @@ Anubis directly addresses the economic asymmetry described in the primary disser
 
 ## Key Features for Individuals
 
-- **Hardened policy mode** — Optimized for maximum bot deterrence with minimal human impact.
-- **robots.txt awareness** — Can serve a compliant `robots.txt` on behalf of the origin.
-- **UA and IP reputation integration** — Works seamlessly with the aggressive-bot list maintained in `known-aggressive-bot-user-agents.md`.
-- **Docker and binary deployment** — Runs on a single VPS or behind Cloudflare with zero ongoing maintenance.
-- **Open source (MIT)** — Full transparency and community support.
+- **Hardened policy mode** - Optimized for maximum bot deterrence with minimal human impact.
+- **robots.txt awareness** - Can serve a compliant `robots.txt` on behalf of the origin.
+- **UA and IP reputation integration** - Works seamlessly with the aggressive-bot list maintained in `known-aggressive-bot-user-agents.md`.
+- **Docker and binary deployment** - Runs on a single VPS or behind Cloudflare with zero ongoing maintenance.
+- **Open source (MIT)** - Full transparency and community support.
 
 ## How It Fits the Defense Stack
 
-1. **Anubis** (this document) — First filter (PoW challenge).
-2. **Tarpits** (`howto-tarpit-deployment.md`) — Second filter for violators who bypass or ignore the challenge.
-3. **Active techniques** (decompression bombs, malformed content, slowloris) — Third layer for persistent offenders.
-4. **UA reference list** (`known-aggressive-bot-user-agents.md`) — Shared intelligence used by all layers.
+1. **Anubis** (this document) - First filter (PoW challenge).
+2. **Tarpits** (`howto-tarpit-deployment.md`) - Second filter for violators who bypass or ignore the challenge.
+3. **Active techniques** (decompression bombs, malformed content, slowloris) - Third layer for persistent offenders.
+4. **UA reference list** (`known-aggressive-bot-user-agents.md`) - Shared intelligence used by all layers.
 
 ## Official Resources
 
@@ -33,6 +33,4 @@ Anubis directly addresses the economic asymmetry described in the primary disser
 
 Deploy Anubis in front of your origin today. It is the single highest-impact, lowest-effort action an individual creator can take to begin reclaiming control of their content.
 
----
-
 *Anubis is the cornerstone of the passive defense layer. All other techniques in this repository are designed to complement it.*
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