diff --git a/content/project/code/index.md b/content/project/code/index.md
index 85f2d80ec42..276878e9bdb 100644
--- a/content/project/code/index.md
+++ b/content/project/code/index.md
@@ -69,7 +69,7 @@ detailed information on installation can be found
[here](https://rimseval.readthedocs.io/en/latest/gui/install.html).
-## iniabu
+## The solar system initial abundances in python: `iniabu`
`iniabu` is a package for python that you can use
to easily calculate the inital abundances of the solar system
@@ -103,7 +103,7 @@ if you find a bug in the software,
would like some specific feature included,
or need help.
-## InstrumentKit
+## InstrumentKit -- Drive your laboratory equipment with `python`
The freely available InstrumentKit
has been used to interact with hardware for the LION instrument
@@ -115,9 +115,9 @@ might motivate you to continue down the Python path,
and contribute your own instruments one day.
-## Mahon Fitting
+## Linear regression with `CEREsFit`
-In order to fit a linear regression to measurements with uncertainties in both axes, the routine by Mahon (1996), also known as the “New York” regression, should be used. Along with the Trappitsch et al. (2018) publication we published a tool to easily apply the Mahon fitting routine to any dataset. The tool, including a detailed README file, can be found on the respective GitHub site.
+In [Stephan and Trappitsch (2023)](/publication/stephan-23-unc) we presented the methods to calculate linear regressions for measurements that have uncertainties in both dimensions. For this work, we also implemented a python tool `CEREsFit`, which is freely available on `pypi` and GitHub. In the repository, example Jupyter notebooks on how to use the module and how to plot the regressions lines with rotated error bars for correlated uncertainties are also shown.
## Resonance Ionization Scheme Drawer
diff --git a/content/project/hardware/featured.jpg b/content/project/hardware/featured.jpg
new file mode 100644
index 00000000000..6fc6eaada5f
Binary files /dev/null and b/content/project/hardware/featured.jpg differ
diff --git a/content/project/hardware/index.md b/content/project/hardware/index.md
new file mode 100644
index 00000000000..e974d6177af
--- /dev/null
+++ b/content/project/hardware/index.md
@@ -0,0 +1,63 @@
+---
+# Documentation: https://sourcethemes.com/academic/docs/managing-content/
+
+title: "Hardware Development"
+summary: "For cutting edge research applications, the perfect hardware must sometimes be built by yourself."
+authors: []
+profile: false
+tags: []
+categories: []
+date: 2024-02-06
+weight: 80
+
+# Optional external URL for project (replaces project detail page).
+external_link: ""
+
+# Featured image
+# To use, add an image named `featured.jpg/png` to your page's folder.
+# Focal points: Smart, Center, TopLeft, Top, TopRight, Left, Right, BottomLeft, Bottom, BottomRight.
+image:
+ caption: ""
+ focal_point: ""
+ preview_only: false
+
+# Custom links (optional).
+# Uncomment and edit lines below to show custom links.
+# links:
+# - name: Follow
+# url: https://twitter.com
+# icon_pack: fab
+# icon: twitter
+
+url_code: ""
+url_pdf: ""
+url_slides: ""
+url_video: ""
+
+# Slides (optional).
+# Associate this project with Markdown slides.
+# Simply enter your slide deck's filename without extension.
+# E.g. `slides = "example-slides"` references `content/slides/example-slides.md`.
+# Otherwise, set `slides = ""`.
+slides: ""
+---
+
+We develop our own hardware, mainly for [RIMS](/project/RIMS) applications. However, some of these might be useful for other laser- and mass spectrometry laboratories! Have a look. All of our hardware is released open-source with well documented building instructions, firmware, and python interfaces.
+
+## Digital Outputs: `DigOutBox`
+
+We developped a digital output box (called `DigOutBox`). Our intended use was to control laser shutters with a remote control (while working on the laser), but also from the computer. The box simply applies low (0 V) or high (5 V) voltage to the outputs, which can be fed into the TTL input channel of a laser shutter or any other device.
+
+Since the project was developed for lasers, several safety features are built into the hardware:
+
+- **Software lockout**: The remote control can be configured such that the user can easily lock-out any interaction from the computer
+- **Interlock**: Optionally, an interlock line can be connected, which, when triggered, will close all shutters and keep them closed until untriggered.
+
+The first version of the box can be seen here:
+
+![Image of the DigOutBox with remote control](/img/projects/hwdev/gfl002_setup.jpg)
+
+The box also comes with a python module to communicate from your own program, and with a GUI for computer control - assuming the software lockout is not triggered!
+
+If you are interested, have a look at the GitHub repository and our detailed documentation of the project.
+
diff --git a/content/publication/shulaker-23/index.md b/content/publication/shulaker-23/index.md
index 29372aae71c..df91a914be4 100644
--- a/content/publication/shulaker-23/index.md
+++ b/content/publication/shulaker-23/index.md
@@ -5,7 +5,7 @@ publishDate: 2023-02-08
authors: ["D. Z. Shulaker", "R. Trappitsch", "M. R. Savina", "B. H. Isselhardt"]
publication_types: ["2"]
abstract: "In order to measure tungsten isotopic composition in presolar stardust grains that contain a limited number of atoms, we developed a new three-photon three-color resonance ionization scheme using titanium–sapphire lasers and the Laser Ionization of Neutrals (LION) instrument at Lawrence Livermore National Laboratory. The first two transitions can be easily saturated, while approximately 84% of available atoms can be ionized in the third transition with our current laser irradiance. When ionizing from the ground state, measurements demonstrate a W useful yield of 14.4% ± 1.6%. Experiments that intentionally cover a range of laser power and wavelength to simulate potential variations during analysis show that laser-induced W isotopic fractionation, if it occurs, is within measurement error. Overall, this new W resonance ionization scheme can be employed in future studies of atom limited samples to obtain W isotopic measurements."
-featured: true
+featured: false
publication: "*Journal of Analytical Atomic Spectrometry*"
doi: "https://doi.org/10.1039/D2JA00320A"
---
diff --git a/content/publication/stephan-24-pgd/cite.bib b/content/publication/stephan-24-pgd/cite.bib
new file mode 100644
index 00000000000..a35642aac27
--- /dev/null
+++ b/content/publication/stephan-24-pgd/cite.bib
@@ -0,0 +1,10 @@
+@article{stephanPresolarGrainDatabase2024,
+ title = {The Presolar Grain Database: {{I}}. {{Silicon}} Carbide},
+ author = {Stephan, T. and Trappitsch, R. and Hoppe, P. and Davis, A. M. and Bose, M. and Boujibar, A. and Gyngard, F. and Hynes, K. M. and Liu, N. and Nittler, L. R. and Ogliore, R. C.},
+ year = {2024},
+ journal = {The Astrophysical Journal Supplement Series},
+ volume = {270},
+ pages = {27},
+ doi = {10.3847/1538-4365/ad1102},
+}
+
diff --git a/content/publication/stephan-24-pgd/index.md b/content/publication/stephan-24-pgd/index.md
new file mode 100644
index 00000000000..4a0bdf5baf0
--- /dev/null
+++ b/content/publication/stephan-24-pgd/index.md
@@ -0,0 +1,12 @@
+---
+title: "The presolar grain database: I. Silicon carbide"
+date: 2024-01-29
+publishDate: 2024-01-29
+authors: ["Thomas Stephan", "Reto Trappitsch", "Peter Hoppe", "Andrew M. Davis", "Maitrayee Bose", "Asmaa Boujibar", "Frank Gygnard", "K. Mairin Hynes", "Nan Liu", "Larry R. Nittler"]
+publication_types: ["2"]
+abstract: "The Presolar Grain Database (PGD) contains the vast majority of isotope data (published and unpublished) on presolar grains and was first released as a collection of spreadsheets in 2009. It has been a helpful tool used by many researchers in cosmochemistry and astrophysics. However, over the years, accumulated errors compromised major parts of the PGD. Here, we provide a fresh start, with the PGD for silicon carbide (SiC) grains rebuilt from the ground up. We also provide updated rules for SiC grain type classification to unify previous efforts, taking into account newly discovered grain types. We also define a new grain type D, which includes some grains previously classified as ungrouped. Future work will focus on rebuilding the PGD for other kinds of presolar grains: graphite, oxides, silicates, and rarer phases."
+featured: true
+publication: "*The Astrophysical Journal Supplement Series*"
+doi: "10.3847/1538-4365/ad1102"
+---
+
diff --git a/content/publication/trappitsch-22-zr/index.md b/content/publication/trappitsch-22-zr/index.md
index dbb85cb8580..a008bed2695 100644
--- a/content/publication/trappitsch-22-zr/index.md
+++ b/content/publication/trappitsch-22-zr/index.md
@@ -5,7 +5,7 @@ publishDate: 2022-10-13T00:00:01Z
authors: ["R. Trappitsch", "D. Z. Shulaker", "W.-J. Ong", "M. R. Savina", "B. H. Isselhardt"]
publication_types: ["2"]
abstract: "Measuring the isotopic composition of trace Zr in presolar stardust grains allows us to study the environment of slow neutron-capture nucleosynthesis in asymptotic giant branch stars. Here, we present a newly characterized Zr resonance ionization scheme that can be saturated with state-of-the-art titanium-sapphire lasers and yields a useful yield of (5.4 ± 0.4)%. Resonance ionization is achieved in two steps: after first being excited with a photon at 319.215nm, neutral Zr atoms are then ionized with a photon at 388.988nm, where both wavelengths are reported as in vacuum."
-featured: true
+featured: false
publication: "*Journal of Radioanalytical and Nuclear Chemistry*"
doi: "https://doi.org/10.1007/s10967-022-08581-x"
---
diff --git a/static/img/projects/hwdev/gfl002_setup.jpg b/static/img/projects/hwdev/gfl002_setup.jpg
new file mode 100644
index 00000000000..17dd64d0da7
Binary files /dev/null and b/static/img/projects/hwdev/gfl002_setup.jpg differ