diff --git a/config.toml b/config.toml
index 0dbd890..d85719d 100644
--- a/config.toml
+++ b/config.toml
@@ -49,15 +49,11 @@ themeColor = "#494f5c"
     name = "About"
     url = "about/"
     weight = 16
-  [[menu.main]]
-    name = "Posts"
-    url = "posts/"
-    weight = 16
   [[menu.main]]
     name = "Projects"
     url = "projects/"
     weight = 16
   [[menu.main]]
-    name = "Links"
-    url = "links/"
+    name = "Posts"
+    url = "posts/"
     weight = 16
diff --git a/content/about.md b/content/about.md
index c049392..f5c9df9 100644
--- a/content/about.md
+++ b/content/about.md
@@ -2,18 +2,21 @@
 title: "Hello friend 🐱‍👤"
 date: 2021-08-23T17:52:07+02:00
 draft: false
+tags:
+  - about
+  - config
 ---
 
 ## About This Site
 
-This site shares a bit of informal documentation and more blog-based recod
+This site shares a bit of informal documentation and more blog-based record
 keeping. Providing commentary on design decisions should be just as useful as
 some of the technical documentation however included in my repositories.
 
 ## My Setup
 
 I mainly use RHEL flavours of linux having both CentOS and Fedora machines. Most
-hosted services run on CentOS 8 at the moment abiet they are approaching
+hosted services run on CentOS 8 at the moment albeit they are approaching
 end-of-life. Overall the package repository for CentOS 7/8 is just right. I
 rarely need to compile anything from source and packages are very stable.
 I will eventually migrate to Fedora completely which is where I operate my
@@ -21,7 +24,7 @@ development environment.
 
 This is a list of my most used self-hosted services:
  - Gitea: Git server with web interface for repository mirrors and personal repos
- - Plex: mutlti-media hosting service for streaming movies and tv-shows
+ - Plex: multi-media hosting service for streaming movies and tv-shows
  - NextCloud: Cloud storage for synchronizing and sharing files
  - Cockpit: Web base administration portal managing linux boxes
  - RoundCube: Web based email client
@@ -31,20 +34,12 @@ This is a list of my most used self-hosted services:
 
 There are several others that I have tried but these really have been the things
 I relied on the most in the past 5 years or so. I think the only thing that is
-possibly missing from this list is possibly the equivilent of a centralized LDAP
+possibly missing from this list is possibly the equivalent of a centralized LDAP
 service but I simply haven't had to manage more than handful of users.
 
-Currently I develop quite a bit of python utilities for scraping, labeling, and
+Currently I develop quite a bit of python utilities for scraping, labelling, and
 managing media in an automated fashion. In part I am preparing data for one of
 my long term projects which is related to image classification based on
 structural decomposition rather than textural features. The main idea here is
 to analyse and extract structure in an image before performing in-depth analysis
 such that said analysis is most specific to its context.
-
-This is some of the hardware that I use:
- - W10 Laptop: Intel i5-7200U CPU with 8 GB of memory
- - W10 Desktop: Intel i5-7200U CPU with 8 GB of memory
-
-## About Me
-
-I do mixed signal circuit design and a bit of software development as a hobby.
diff --git a/content/links.md b/content/links.md
index 479f910..f02b51a 100644
--- a/content/links.md
+++ b/content/links.md
@@ -1,7 +1,7 @@
 ---
 title: "Links"
 date: 2021-08-29T12:35:51+02:00
-draft: false
+draft: true
 ---
 
 ## Not Fun
diff --git a/content/posts/building-svg.md b/content/posts/building-svg.md
index bd85df7..3b149eb 100644
--- a/content/posts/building-svg.md
+++ b/content/posts/building-svg.md
@@ -16,7 +16,7 @@ SVG is generally the image container of choice having used it for illustrations,
 chip or device specifications, and visual outputs generated by code. SVG is
 plain xml that is structured with some top level object/properties followed by
 standardized objects that draw lines and shapes.
-The hope here is that we can call a predefined go proceedure that parses
+The hope here is that we can call a predefined go procedure that parses
 some section of markdown source code and instantiates the corresponding svg file
 under our static folder that is then referenced.
 
@@ -33,7 +33,7 @@ statements.
 ### Build Instructions
 
 Building `libfms` and `kgt` from source was not too much of a hassle although
-the build / dependancy documentation could be better. This was build with my
+the build / dependency documentation could be better. This was build with my
 WLS-Ubuntu environment.
 
 ``` bash
diff --git a/content/posts/calibre.md b/content/posts/calibre.md
new file mode 100644
index 0000000..8ccb4c4
--- /dev/null
+++ b/content/posts/calibre.md
@@ -0,0 +1,168 @@
+---
+title: "Calibre Physical Verification Hacks"
+date: 2021-09-14T11:30:11+02:00
+draft: true
+tags:
+  - calibre
+  - config
+  - verification
+---
+
+This is a list of 'modifications' to the standard Calibre verification flow I
+have used in the past to either modify the checks performed by Calibre or input
+data bases.
+
+# DRC
+
+## Extended Device Checks
+
+```tvf
+NVA0.VAR_OVLP { @ Varactors / Tiles should not overlap
+    VARi AND > 1
+}
+```
+
+```tvf
+NVA1.Cu_PPI.TEAR { @  Shape of Cu_PP I pad (under PM2 area): tear shape required
+  X0 = EXT Cu_PPIi <1 ABUT <125 INTERSECTING ONLY REGION
+  X1 = EXT Cu_PPIi <1 ABUT <180 INTERSECTING ONLY REGION
+  X2 = INT Cu_PPIi <1 ABUT <180 INTERSECTING ONLY REGION
+  X3 = EXPAND EDGE (X1 NOT TOUCH INSIDE EDGE X0) BY 1 EXTEND BY 50
+  X4 = EXPAND EDGE (X2 NOT TOUCH INSIDE EDGE X0) BY 1 EXTEND BY 50
+  (X3 AND X0) OR (X4 AND X0)
+}
+```
+
+
+## Layer / Device Aliasing
+
+```tvf
+LAYER MAP 107 DATATYPE 0 746
+```
+
+# LVS
+
+## Adding New Device Primitives
+
+```tvf
+LAYER RESLYR          450
+LAYER MAP 215 DATATYPE 21 450 //  layer to form memresistor
+XTERM = RESLYR AND M4
+XCDTR = RESLYR NOT M4
+CONNECT metal4 MEMRESLYRT
+DEVICE XDEVICE XCDTR XTERM(PORT1) XTERM(PORT2) netlist model xdevice
+```
+
+```spice
+.SUBCKT xdevice PORT1 PORT2
+.ENDS
+```
+
+```lisp
+(xdevice
+  (DEVICE_LIB DEVICE_CELL DEVICE_VIEW)
+  (
+    (PORT1 PIN1)
+    (PORT2 PIN2)
+  )
+  (
+    (nil multi 1)
+    (nil m 1)
+  )
+)
+```
+
+## Extending Connectivity Layers
+
+```tvf
+LAYER PM1i 5001
+LAYER MAP 5 DATATYPE 1 5001
+LAYER Cu_PPIi 7410
+LAYER MAP 74 DATATYPE 10 7410
+LAYER UBM 170
+LAYER MAP 170 DATATYPE 0 170
+LAYER PM2i 5002
+LAYER MAP 5 DATATYPE 2 5002
+VIA8 = COPY CB2
+metal9 = COPY Cu_PPIi
+VIA9 = COPY PM2i
+metal10 = COPY UBM
+CONNECT metal9 metal8 BY VIA8
+CONNECT metal10 metal9 BY VIA9
+TEXT LAYER 140 ATTACH 140 metal9
+PORT LAYER TEXT 140
+TEXT LAYER 141 ATTACH 141 metal10
+PORT LAYER TEXT 141
+TEXT LAYER 125 ATTACH 125 metal10
+PORT LAYER TEXT 125
+```
+
+## Hot fixing LVS comparison
+
+```tvf
+LVS SPICE CULL PRIMITIVE SUBCIRCUITS YES
+VIRTUAL CONNECT NAME "POWER"
+TEXT "POWER" LOCX LOCY DATATYPE
+LAYOUT RENAME TEXT "/DATA\\[(.*)\\]/DATA<-1>/M-"
+```
+
+
+
+# SPICE
+
+## Port Order Reshuffling
+
+```bash
+function getSortedOrder() {
+  local SOURCE=""
+  local SORTED=""
+  read -a SOURCE <<< "$1"
+  SORTED="${SOURCE[@]}"
+  if [ -z "${SORTED//*\[*}" ] ; then
+    SORTED=($(echo "${SOURCE[@]:2}" | tr " " "\n" | sed -r "s/\[([0-9]+)\]/ \1 /g" \
+            | sort -k 1,1 -k2,2nr | sed -r "s/ ([0-9]+) /\[\1\]/g" ))
+  else
+    SORTED=($(echo "${SOURCE[@]:2}" | tr " " "\n" | sed -r "s/<([0-9]+)>/ \1 /g" \
+            | sort -k 1,1 -k2,2nr | sed -r "s/ ([0-9]+) /<\1>/g" ))
+  fi
+  echo "${SOURCE[@]:0:2} ${SORTED[@]}"
+}
+function updatePortOrder() {
+  local TARGET="$1"
+  local CDL_FILE="$2"
+  local PORTORDER="$(awk -v target="subckt ${TARGET} " -f "catch.awk" "$CDL_FILE")"
+  local PORTREF=$(getSortedOrder "$PORTORDER")
+  local SWPDELIMITER=""
+  echo $TARGET
+  if [ -z "${PORTREF//*\[*}" ] ; then SWPDELIMITER="TRUE" ; fi
+  awk -v target="subckt ${TARGET} " -v release="$PORTREF" -v swpdelim="$SWPDELIMITER" \
+      -f "release.awk" "$CDL_FILE" > "${TARGET}.cdl"
+  [ ! -z "$(grep -m 1 "\[" "${TARGET}.cdl")" ] && [ ! -z "$(grep -m 1 "<" "${TARGET}.cdl")" ] \
+      && echo "Error $CDL_FILE uses mixed delimiters"
+}
+```
+
+```awk
+BEGIN{ hold = ""; IGNORECASE = 1 }
+NF {
+    if( $1 == "+" && hold != "")
+      { for(i=2;i<=NF;i++) hold=hold " " $i }
+    else if( hold != "") { print hold; hold=""; exit }
+  };
+$0 ~ target { hold = $0 };
+```
+
+```awk
+BEGIN{output="";hold="";IGNORECASE=1};
+NF{if($1!="+")hold=""}
+$0~target{
+  hold=$0
+  n=split(release,ports," ")
+  for(i=n;i>0;i--){
+    if(swpdelim!=""){
+      gsub("<","[",ports[i])
+      gsub(">","]",ports[i])}
+    output=ports[i]" "output}
+  print output}
+NF{if(hold=="")print $0}
+```
diff --git a/content/posts/mile-stones.md b/content/posts/mile-stones.md
index 812476b..350efd0 100644
--- a/content/posts/mile-stones.md
+++ b/content/posts/mile-stones.md
@@ -1,11 +1,10 @@
 ---
-title: "Mile Stones"
+title: "Mile Stones 📚"
 date: 2021-08-28T16:13:52+02:00
 draft: false
 tags:
-  - website
+  - content
   - plan
-  - ideas
 ---
 
 This is a list of topics that I may include at some point in time:
@@ -17,7 +16,7 @@ This is a list of topics that I may include at some point in time:
 
 I also want to share some of the IC design work building up a technical profile:
 1. Chip gallery
-2. Acedemic topics
+2. Academic topics
 3. ADC stuff
 4. Time domain processing
 5. Skill and Cadence utilities
diff --git a/content/posts/pyside.md b/content/posts/pyside.md
new file mode 100644
index 0000000..050ed73
--- /dev/null
+++ b/content/posts/pyside.md
@@ -0,0 +1,82 @@
+---
+title: "Binding QML with Python: PyViewer"
+date: 2021-08-29T12:53:19+02:00
+draft: false
+tags:
+  - python
+  - qml
+  - gui
+  - code
+---
+
+[PyViewer](https://git.leene.dev/lieuwe/pyviewer) is a example project which
+implements a simple image browser / viewer in a scrollable grid array. This main
+objective here was using QML to define a graphical layout and bind it to a
+python code-base. Note that this code base is compatible with both Pyside2 and
+Pyside6. This is because while Pyside6 is preferred it is not readily available
+on all platforms. Running Pyside6 instead only recommend the qml library version
+requirements to omitted.
+
+Please take a look at the git repository for exact implementation details. A
+brief summary of this interaction is presented below.
+
+## Emitting QML Calls
+
+Creating a `QObject` and adding `PySide2.QtCore.Slot` decorators to its methods
+will allow a python object to be added to the qml context as a referenceable
+object. For example here we add "viewer" to the qml context which is a
+"PyViewer" python object.
+
+```Python
+pyviewer = PyViewer()
+engine.rootContext().setContextProperty("viewer", pyviewer)
+```
+
+This way we can call the object's python procedure "update_tag_filter" from
+within the QML script as follows:
+
+```QML
+viewer.update_tag_filter(false);
+```
+
+Further using the `PySide2.QtCore.Property` decorator further allows us to call
+states in our python object and manipulate them as it were a qml object.
+
+```QML
+viewer.path.split("::")
+```
+
+## Emitting Python Calls
+
+Once this context is working we can create a `PySide2.QtCore.Signal` object to
+call QML methods from within the python context. A python procedure could then
+"emit" this signal and thereby prompt any connected qml methods.
+
+```python
+self.path_changed.emit()
+```
+
+In the qml contect we can connect the signals from the python "viewer" object
+to a qml function call "swipe.update_paths" for example.
+
+```qml
+viewer.path_changed.connect(swipe.update_paths)
+```
+
+## Downside
+
+Debugging and designing QML in this environment is limited since the pyside
+python library does not support all available QML/QT6 functionality. In most
+cases you are looking at C++ Qt documentation for how the pyside data-types
+and methods are supposed to behave without good hinting.
+
+Also the variety in data types that can be passed from one context to the other
+is constrained although in this case I was able to manage with strings and byte
+objects.
+
+## Other Notes: TODO
+
+```python
+ImageCms.profileToProfile(img, 'USWebCoatedSWOP.icc',
+    'sRGB Color Space Profile.icm', renderingIntent=0, outputMode='RGB')
+```
diff --git a/content/posts/site-setup.md b/content/posts/site-setup.md
index 49556af..e3a5a5a 100644
--- a/content/posts/site-setup.md
+++ b/content/posts/site-setup.md
@@ -1,19 +1,19 @@
 ---
-title: "Setting up a new site."
+title: "Setting Up a New Site 🌃"
 date: 2021-08-24T10:24:27+02:00
 draft: false
 toc: true
 tags:
   - website
-  - setup
+  - config
   - hugo
-  - git-filter
+  - git
 ---
 
-Previously I tried using grav with the intention to serve a simple website as
+Previously I tried using Grav with the intention to serve a simple website as
 it is quite easy to setup and the interface seemed quite nice. However the
 editing environment didn't feel good and after googling around a bit hugo
-already seemed alot more appealing. It renders from markdown with some html/css
+already seemed a lot more appealing. It renders from markdown with some html/css
 config files and can serve content statically or dynamically without superfluous
 features.
 
@@ -33,14 +33,14 @@ cd hugo
 go install
 ```
 I started off with the hermit theme and initialized a repository for this site
-and the theme to track changes separately. I will probably adjust the color and
+and the theme to track changes separately. I will probably adjust the colour and
 type-setting to some extent. Then eventually adjusting the actual layouts and
 templates as we go.
 
 ## Git filter
 
 Currently I setup two branches: `master` which is deployed statically on
-leene.dev, and `dev` which is just for local development as I try out different
+`leene.dev`, and `dev` which is just for local development as I try out different
 things. I setup a clean-smudge git filter to manage deployment on a site-basis:
 
 ``` toml
diff --git a/content/projects/pyside.md b/content/projects/pyside.md
deleted file mode 100644
index 8456125..0000000
--- a/content/projects/pyside.md
+++ /dev/null
@@ -1,8 +0,0 @@
----
-title: "Pyside"
-date: 2021-08-29T12:53:19+02:00
-draft: false
----
-
-
-Notes on using pyside to bind python with qml.
diff --git a/content/projects/super_resolution.md b/content/projects/super_resolution.md
new file mode 100644
index 0000000..a41f140
--- /dev/null
+++ b/content/projects/super_resolution.md
@@ -0,0 +1,13 @@
+---
+title: "Super Resolution 🧙‍♂️"
+date: 2021-09-19T13:30:00+02:00
+draft: true
+tags:
+  - upscaling
+  - image-processing
+  - anime
+  - python
+---
+
+WIP: this is an on going effort for super-resolving images given learned context
+and Super-Resolution Using a Generative Adversarial Network (SRGAN).