diff --git a/README.md b/README.md
index f72a5b2b5e..35f4e9eea2 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@
-# ๐ OmniRoute โ The Free AI Gateway
+## ๐ OmniRoute โ The Free AI Gateway
@@ -13,7 +13,7 @@
-# ๐ Works the second you install it โ no keys, no config
+## ๐ Works the second you install it โ no keys, no config
@@ -170,7 +170,7 @@ curl http://localhost:20128/v1/chat/completions \
-# ๐ค Supported by our Open Source Friends
+## ๐ค Supported by our Open Source Friends
@@ -235,7 +235,7 @@ curl http://localhost:20128/v1/chat/completions \
-# ๐ค Compatible CLIs & Coding Agents
+## ๐ค Compatible CLIs & Coding Agents
> One config โ `http://localhost:20128/v1` โ and **every** AI IDE or CLI runs on free & low-cost models.
@@ -400,7 +400,7 @@ OmniRoute is free and open source, built and maintained in the open. If it saves
-# ๐ 290 AI Providers โ 90+ Free
+## ๐ 290 AI Providers โ 90+ Free
@@ -469,7 +469,7 @@ OmniRoute is free and open source, built and maintained in the open. If it saves
-# ๐ฅ๏ธ Where OmniRoute Runs โ Anywhere
+## ๐ฅ๏ธ Where OmniRoute Runs โ Anywhere
@@ -492,7 +492,7 @@ OmniRoute is free and open source, built and maintained in the open. If it saves
-# ๐ Private & Local-First
+## ๐ Private & Local-First
@@ -504,7 +504,7 @@ OmniRoute is free and open source, built and maintained in the open. If it saves
-# ๐ Full CLI + A2A & MCP
+## ๐ Full CLI + A2A & MCP
@@ -566,10 +566,24 @@ claude mcp add-server omniroute --type http --url http://localhost:20128/api/mcp
-# ๐๏ธ Save 15โ95% Tokens โ Automatically
+## ๐๏ธ Save 15โ95% Tokens โ Automatically
+### ๐ How it works โ pipeline, architecture & savings math
+
+

+
+Default stacked combo runs `RTK โ Caveman`. When both act on the same tool/context payload, savings compound:
+
+```txt
+combined = 1 โ (1 โ RTK) ร (1 โ Caveman_input)
+average = 1 โ (1 โ 0.80) ร (1 โ 0.46) = 89.2%
+range = 78.4 โ 94.6%
+```
+
+Code blocks, URLs, JSON and structured data are **always protected** by the preservation engine.
+
> **Why use many tokens when few tokens do the trick?** Every request passes through OmniRoute's compression pipeline **transparently** โ no client changes. It's now a **stack of 12 composable engines** that run in order and mix & match per routing combo โ building on ideas from [RTK](https://github.com/rtk-ai/rtk), [Caveman](https://github.com/JuliusBrussee/caveman) (โญ 90K+), [LLMLingua-2](https://github.com/microsoft/LLMLingua), and [Troglodita](https://github.com/leninejunior/troglodita) (PT-BR).
### ๐งฑ The 12-engine stack
@@ -620,20 +634,6 @@ Code blocks, URLs and structured data are **always preserved** byte-perfect. **O
-### ๐ How it works โ pipeline, architecture & savings math
-
-

-
-Default stacked combo runs `RTK โ Caveman`. When both act on the same tool/context payload, savings compound:
-
-```txt
-combined = 1 โ (1 โ RTK) ร (1 โ Caveman_input)
-average = 1 โ (1 โ 0.80) ร (1 โ 0.46) = 89.2%
-range = 78.4 โ 94.6%
-```
-
-Code blocks, URLs, JSON and structured data are **always protected** by the preservation engine.
-
### ๐๏ธ Beyond the engines โ output styles, the adaptive dial & per-request control
The 12 engines above shrink what goes **in**. Three more layers shape **how**, **when**, and what comes **out**: