diff --git a/src/content/grant/2018_QCGPU.md b/src/content/grant/2018_QCGPU.md
index e11d0984..fe9da43b 100644
--- a/src/content/grant/2018_QCGPU.md
+++ b/src/content/grant/2018_QCGPU.md
@@ -4,8 +4,9 @@ year: 2018
 month: 5
 day: 2
 tags:
-  - GPU
+  - gpu
   - python
   - simulator
 ---
- To [Adam Kelly](https://adamisntdead.com/) to extend his work on the open source [QCGPU](https://qcgpu.github.io/) high performance quantum circuit simulator [github](https://github.com/QCGPU/qcgpu), [libraries](https://github.com/libtangle), [website](https://libtangle.com/).
+
+To [Adam Kelly](https://adamisntdead.com/) to extend his work on the open source [QCGPU](https://qcgpu.github.io/) high performance quantum circuit simulator [github](https://github.com/QCGPU/qcgpu), [libraries](https://github.com/libtangle), [website](https://libtangle.com/).
diff --git a/src/content/grant/2019_Qrack.md b/src/content/grant/2019_Qrack.md
index a20f7925..7a955fcf 100644
--- a/src/content/grant/2019_Qrack.md
+++ b/src/content/grant/2019_Qrack.md
@@ -6,7 +6,8 @@ day: 29
 country: US
 tags:
   - simulator
-  - C++
-  - GPU
+  - c/c++
+  - gpu
 ---
+
 To [Qrack](https://github.com/vm6502q/qrack) an open source, comprehensive, GPU-accelerated framework for simulating universal quantum processors. (Qrack has also passed the proof-of-concept stage for distributed simulation.) [Docs](https://qrack.readthedocs.io/en/latest/index.html), [Benchmarks](https://qrack.readthedocs.io/en/latest/performance.html)
diff --git a/src/content/grant/2019_zxQentiana.md b/src/content/grant/2019_zxQentiana.md
index eafcd4fe..4dca2f17 100644
--- a/src/content/grant/2019_zxQentiana.md
+++ b/src/content/grant/2019_zxQentiana.md
@@ -5,10 +5,11 @@ month: 6
 day: 4
 country: AT, CH
 tags:
-  - Javascript
+  - javascript
   - error correction
   - resource estimation
   - visualization
   - pyzx
 ---
+
 To [Alexandru Paler](https://scholar.google.com/citations?user=WmghO7UAAAAJ) and [Daniel Herr](https://scholar.google.com/citations?user=80srjkkAAAAJ&hl=en) to develop zxQentiana an open source, resource estimator for time and space tradeoffs for the surface code that uses pyZX compilation. [github](https://github.com/quantumresource/zxQentiana)
diff --git a/src/content/grant/2020_Building_Quantum_RAM_in_Qsharp.md b/src/content/grant/2020_Building_Quantum_RAM_in_Qsharp.md
index 0f68de01..1837173a 100644
--- a/src/content/grant/2020_Building_Quantum_RAM_in_Qsharp.md
+++ b/src/content/grant/2020_Building_Quantum_RAM_in_Qsharp.md
@@ -5,7 +5,8 @@ month: 6
 day: 23
 country: US, CA
 tags:
-  - Q#
+  - q#
   - programming language
 ---
+
 To [Olivia De Matteo](http://glassnotes.github.io/) and [Sarah Kaiser](https://www.sckaiser.com/) to build and optimize an open source Q# library for quantum RAM. [github](https://github.com/qsharp-community/qram)
diff --git a/src/content/grant/2020_PyMatching.md b/src/content/grant/2020_PyMatching.md
index 6931517d..7587a35a 100644
--- a/src/content/grant/2020_PyMatching.md
+++ b/src/content/grant/2020_PyMatching.md
@@ -5,8 +5,9 @@ month: 1
 day: 5
 country: GB
 tags:
-  - QEC
+  - qec
   - python
-  - C++
+  - c/c++
 ---
+
 To **Oscar Higgott**, to continue developing and maintaining [PyMatching](https://github.com/oscarhiggott/PyMatching), a Python package for decoding quantum error correcting codes with minimum-weight perfect matching (MWPM). [arXiv](https://arxiv.org/abs/2105.13082)
diff --git a/src/content/grant/2020_QAOA_Library.md b/src/content/grant/2020_QAOA_Library.md
index 7da663dc..39338214 100644
--- a/src/content/grant/2020_QAOA_Library.md
+++ b/src/content/grant/2020_QAOA_Library.md
@@ -6,7 +6,8 @@ day: 24
 country: PL
 tags:
   - quantum algorithms
-  - Q#
+  - q#
   - qaoa
 ---
+
 To [Dariusz Lasecki](https://dlasecki.github.io/) to build an open source QAOA library and examples using Q#.
diff --git a/src/content/grant/2021_Improving_VQA_performance.md b/src/content/grant/2021_Improving_VQA_performance.md
index 67b9e697..d412846a 100644
--- a/src/content/grant/2021_Improving_VQA_performance.md
+++ b/src/content/grant/2021_Improving_VQA_performance.md
@@ -5,7 +5,8 @@ month: 7
 day: 14
 country: US
 tags:
-  - VQA
+  - vqa
   - error mitigation
 ---
+
 To [Danny Samuel](https://www.linkedin.com/in/danny-samuel-9a8a621ba/) to improve and extend the performance of variational quantum algorithms with error mitigation, benchmarking them with mirror circuits.
diff --git a/src/content/grant/2021_VeriFodo.md b/src/content/grant/2021_VeriFodo.md
index 41d111fc..0d0ecdb6 100644
--- a/src/content/grant/2021_VeriFodo.md
+++ b/src/content/grant/2021_VeriFodo.md
@@ -5,7 +5,8 @@ month: 3
 day: 10
 country: CA
 tags:
-  -  c
-  -  cryptography
+  - c/c++
+  - cryptography
 ---
+
 To [Goutam Tamvada](https://github.com/xvzcf) and [Douglas Stebila](https://www.douglas.stebila.ca/) to develop VeriFrodo, an open-source package implementing a lattice-based quantum-resistant cryptographic algorithms in Jasmin within the [Open Quantum Safe](https://github.com/open-quantum-safe) project.
diff --git a/src/content/grant/2021_debug_in_Qsharp.md b/src/content/grant/2021_debug_in_Qsharp.md
index 36c38279..e52ecf90 100644
--- a/src/content/grant/2021_debug_in_Qsharp.md
+++ b/src/content/grant/2021_debug_in_Qsharp.md
@@ -1,12 +1,13 @@
 ---
-name: "%debug in Q#"
+name: '%debug in Q#'
 year: 2021
 month: 3
 day: 22
 country: US
 tags:
-  - Q#
+  - q#
   - visualization
   - debugger
 ---
+
 To **Reem Larabi** to add more visualization improvements to the %debug tool in Q# by expanding its current set of controls.
diff --git a/src/content/grant/2022_Numerical_Study_of_Quantum_Codes.md b/src/content/grant/2022_Numerical_Study_of_Quantum_Codes.md
index e142be7c..02000313 100644
--- a/src/content/grant/2022_Numerical_Study_of_Quantum_Codes.md
+++ b/src/content/grant/2022_Numerical_Study_of_Quantum_Codes.md
@@ -6,6 +6,7 @@ day: 28
 country: US
 tags:
   - rust
-  - QEC
+  - qec
 ---
+
 To **[Lev Stambler](https://github.com/Lev-Stambler)** to write a highly performant decoder in Rust for quantum error correction.
diff --git a/src/content/grant/2024_MQT_Qudits.md b/src/content/grant/2024_MQT_Qudits.md
index d4fa329c..b55d2e75 100644
--- a/src/content/grant/2024_MQT_Qudits.md
+++ b/src/content/grant/2024_MQT_Qudits.md
@@ -6,8 +6,9 @@ day: 03
 country: DE
 tags:
   - python
-  - GPU
+  - gpu
   - simulator
   - hpc
 ---
+
 To **[Kevin Mato](https://www.linkedin.com/in/kevin-mato-quantum/)** to further develop **[MQT Qudits](https://github.com/cda-tum/mqt-qudits)**, a quantum open-source software framework for mixed-dimensional quantum computing.