diff --git a/README.md b/README.md
index 6815f82d..336915e8 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@
**GUN** is an _ecosystem_ of tools that let you build tomorrow's dApps, today.
-Decentralized alternatives to [Reddit](https://notabug.io/), [YouTube](https://d.tube/), [Wikipedia](https://news.ycombinator.com/item?id=17685682), etc. are already pushing terabytes of daily P2P traffic on GUN. We are a [friendly community](https://gitter.im/amark/gun) creating a free fun future for freedom:
+Decentralized alternatives to [Reddit](https://notabug.io/t/whatever/comments/36588a16b9008da4e3f15663c2225e949eca4a15/gpu-bot-test), [YouTube](https://d.tube/), [Wikipedia](https://news.ycombinator.com/item?id=17685682), etc. are already pushing terabytes of daily P2P traffic on GUN. We are a [friendly community](https://gitter.im/amark/gun) creating a free fun future for freedom:
@@ -30,7 +30,7 @@ For now, it is best to start with GUN and _just use it_ to learn the basics, sin
## Quickstart
- - Try the [interactive tutorial](https://gun.eco/think.html) in the browser (**5min** ~ average developer).
+ - Try the [interactive tutorial](https://gun.eco/docs/Todo-Dapp) in the browser (**5min** ~ average developer).
- Or `npm install gun` and run the examples with `cd node_modules/gun && npm start` (**5min** ~ average developer).
> **Note:** If you don't have [node](http://nodejs.org/) or [npm](https://www.npmjs.com/), read [this](https://github.com/amark/gun/blob/master/examples/install.sh) first.
@@ -100,12 +100,15 @@ On that note, let's get some official shout outs covered first:
Thanks to:
+Robert Heessels,
Lorenzo Mangani,
+NLnet Foundation,
Sam Liu,
Daniel Dombrowsky,
Vincent Woo,
AJ ONeal,
Bill Ottman,
+Mike Lange,
Sean Matheson,
Alan Mimms,
Dário Freire,
@@ -129,14 +132,14 @@ The goal was to build a P2P database that could survive living inside **any** br
-Technically, **GUN is a graph synchronization protocol** with a *lightweight embedded engine*, capable of doing *[20M+ API ops/sec](https://gun.eco/docs/100000-ops-sec-in-IE6-on-2GB-Atom-CPU)* in **just ~9KB gzipped size**.
+Technically, **GUN is a graph synchronization protocol** with a *lightweight embedded engine*, capable of doing *[20M+ API ops/sec](https://gun.eco/docs/Performance)* in **just ~9KB gzipped size**.
## Documentation