diff --git a/04-brain-models.md b/04-brain-models.md
index 9cfb3a4..126a4fa 100644
--- a/04-brain-models.md
+++ b/04-brain-models.md
@@ -61,7 +61,7 @@ Resting state brain connectivity signature of pain sensitivity
:header: #### RPN signature subscores
:footer: 
Anxiety positive and anxiety-neutral subscores of the RPN-signature
-*WIP*
+(*WIP*)
```{image} figures/model-rpn.*
:alt: photo
:width: 300px
@@ -69,5 +69,17 @@ Anxiety positive and anxiety-neutral subscores of the RPN-signature
```
:::
+:::{grid-item-card}
+:link: https://github.com/pni-lab/RLBF
+:header: #### Reinforcement Learning via Brain Feedback
+:footer: 
+Towards generative AI-based fMRI paradigms: reinforcement learning via real-time brain feedback
+(*WIP*)
+```{image} figures/model-rlbf.*
+:alt: photo
+:width: 300px
+:align: center
+```
+:::
::::
diff --git a/05-software.md b/05-software.md
index e1d1403..8228090 100644
--- a/05-software.md
+++ b/05-software.md
@@ -53,17 +53,27 @@ PUMI
:::
:::{grid-item-card}
-:link:
-:header: #### adaptivesplit
-:footer:  
-adaptivesplit
+:link: https://github.com/pni-lab/adaptivesplit
+:header: #### AdaptiveSplit
+:footer:  
+External validation of machine learning models with adaptive sample splitting
+```{image} https://github.com/pni-lab/adaptivesplit/blob/main/docs/figures/concept.png
+:alt: photo
+:width: 300px
+:align: center
+```
:::
:::{grid-item-card}
-:link:
+:link: https://bids.neuroimaging.io/bep035
:header: #### BIDS-MEGA
-:footer: 
-BIDS-MEGA
+:footer: 
+BIDS Extension Proposal - BEP035 (BIDS-MEGA)
+```{image} figures/bids_logo.*
+:alt: photo
+:width: 300px
+:align: center
+```
:::
:::{grid-item-card}
@@ -79,10 +89,15 @@ Functional connectome-based Hopfield Neural Networks
:::
:::{grid-item-card}
-:link:
+:link: https://github.com/pni-lab/nifeatures
:header: #### nifeatures
-:footer:  
-nifeatures
+:footer:  
+Features engineering for neuroimaging data.
+```{image} figures/sw-nifeatures.*
+:alt: photo
+:width: 300px
+:align: center
+```
:::
:::{grid-item-card}
@@ -96,5 +111,4 @@ nifeatures
```
:::
-
::::
diff --git a/figures/bids_logo.png b/figures/bids_logo.png
new file mode 100644
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diff --git a/figures/model-rlbf.png b/figures/model-rlbf.png
new file mode 100644
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diff --git a/figures/sw-nifeatures.png b/figures/sw-nifeatures.png
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diff --git a/people/giuseppe-gallitto.md b/people/giuseppe-gallitto.md
index f1c4c53..076cbfc 100644
--- a/people/giuseppe-gallitto.md
+++ b/people/giuseppe-gallitto.md
@@ -1 +1,101 @@
-# Giuseppe Gallitto
\ No newline at end of file
+# Giuseppe Gallitto
+
+::::{grid} 2
+
+:::{image} ../figures/giuseppe-gallitto.*
+:alt: Beautiful Sunset
+:width: 400px
+:align: left
+:::
+
+::: {card} Hi there 馃憢 I'm Giuseppe a PhD student @ Predictive Neuroscience Lab
+Medical scientist at Clinic for Neurology of the University Hospital Essen (Germany).
+My research is about Human-Computer Interaction, Neuroimaging and Artificial Intelligence.
+
+email: giuseppe.gallitto@uk.essen.de
+:::
+
+::::
+
+
+::: {card}
+- 馃敪 I鈥檓 currently working on Artificial Intelligence for Brain Imaging data
+- 馃尡 I鈥檓 always learning about Machine Learning and Software Development
+- 馃懐 I鈥檓 looking to collaborate on Open Science / Open Data
+- 馃摣 How to reach me: [Mastodon](https://techhub.social/@gallg),
+ [Bluesky](https://bsky.app/profile/ggallitto.bsky.social),
+ [LinkedIn](https://www.linkedin.com/in/giuseppe-gallitto-618846111/),
+ [X](https://twitter.com/g_gallitto)
+:::
+
+
+:::{dropdown} Experience
+:close:
+1. **Medical Scientist**
+University Hospital Essen
+Jan 2021 - Present
+Essen, North Rhine-Westphalia, Germany
+Implementation and application of Machine Learning models for the CRC Treatment Expectation | TRR 289 project.
+
+
+2. **Research Fellow**
+University of Trento
+Mar 2020 - Dec 2020
+Rovereto, Trentino-Alto Adige, Italy
+Implementation of methods and visual interfaces to support end-users in successfully managing IoT smart environments.
+
+
+3. **Research Collaborator**
+University of Trento
+Dec 2018 - Dec 2019
+Rovereto, Trentino-Alto Adige, Italy
+Implementation of setups for the acquisition and analysis of EEG/fMRI, oculomotor and polysomnographic data from participants with typical development and Autism Spectrum Disorders (ASD).
+:::
+
+
+:::{dropdown} Education
+:close:
+1. **University of Duisburg-Essen**
+Doctor of Philosophy - PhD
+Artificial Intelligence for Brain Imaging Research
+2021 - Present
+
+
+2. **University of Trento**
+Master's degree in Cognitive Neuroscience
+2014 - 2016
+
+
+3. **University of Enna "Kore"**
+Bachelor's degree in Psychology
+2010 - 2013
+:::
+
+
+:::{dropdown} Publications
+:close:
+*External validation of machine learning models-registered models and adaptive sample splitting*.
+bioRxiv 路 Dec 1, 2023 路 [Open Publication](https://www.biorxiv.org/content/biorxiv/early/2023/12/04/2023.12.01.569626.full.pdf)
+
+*Connectome-Based Attractor Dynamics Guide Brain Activity in Rest, Task, and Disease*.
+bioRxiv 路 Nov 5, 2023 路 [Open Publication](https://www.biorxiv.org/content/10.1101/2023.11.03.565516v2.full.pdf)
+
+*The past, present, and future of the brain imaging data structure (BIDS)*.
+arXiv 路 Sep 11, 2023 路 [Open Publication](https://arxiv.org/pdf/2309.05768.pdf)
+
+*Improving Mental Models in IoT End-User Development*.
+Human-centric Computing and Information Sciences 路 Oct 19, 2022 路
+[Open Publication](https://www.researchgate.net/publication/364366926_Improving_Mental_Models_in_IoT_End-User_Development)
+
+*Increased Entropic Brain Dynamics during DeepDream-Induced Altered Perceptual Phenomenology*.
+Entropy 路 Jun 29, 2021 路 [Open Publication](https://www.mdpi.com/1099-4300/23/7/839)
+
+*If when is better than if (and while might help): on the importance of influencing mental models in EUD (a pilot study)*.
+CEUR-WS.org 路 Sep 29, 2020 路 [Open Publication](https://ceur-ws.org/Vol-2702/EMPATHY_2020_paper_2.pdf)
+
+*A Joint Modelling Approach to Analyze Risky Decisions by Means of Diffusion Tensor Imaging and Behavioural Data*.
+Brain Sciences 路 Mar 1, 2020 路 [Open Publication](https://www.mdpi.com/2076-3425/10/3/138)
+
+*Brain鈥揗achine Interface Induced Morpho-Functional Remodeling of the Neural Motor System in Severe Chronic Stroke*.
+Neurotherapeutics 路 Dec 4, 2019 路 [Open Publication](https://www.researchgate.net/publication/337750390_Brain-Machine_Interface_Induced_Morpho-Functional_Remodeling_of_the_Neural_Motor_System_in_Severe_Chronic_Stroke)
+:::