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diff --git a/docs/awesome/amas.md b/docs/awesome/amas.md
@@ -192,6 +192,7 @@
 - [Ansible Taiwan](https://github.com/ansible-tw/ama) - Helping Ansible users in Taiwan with any questions.
 - [IIIT Vadodara](https://github.com/iiitv/aua) - Open-source organization maintained by college students.
 - [Nikita Voloboev](https://github.com/nikitavoloboev/ama) - Loves making and sharing things. Building Learn Anything, Enpicom and tools.
+- [S Fox Jones](https://github.com/tj-commits/ama) - Full stack developer, independent author, and JavaScript lover.
 
 ---
 

diff --git a/docs/awesome/awesome-agi-cocosci.md b/docs/awesome/awesome-agi-cocosci.md
@@ -50,7 +50,7 @@ Contributions are greatly welcomed! Please refer to [Contribution Guidelines](ht
 
 * [Abductive Cognition: The Epistemological and Eco-Cognitive Dimensions of Hypothetical Reasoning](https://link.springer.com/book/10.1007%2F978-3-642-03631-6) - ***Springer***, 2009. [[All Versions](https://scholar.google.com/scholar?cluster=8707351442527595188)]. Most philosophers of science in the twentieth century have concluded that no logic of creative processes exists and, moreover, that a rational model of discovery is impossible. In short, scientific creative inferences are irrational and there is no “reasoning” to hypotheses. On the other hand, some research in the area of artificial intelligence has shown that methods for discovery could be found that are computationally adequate for rediscovering – or discovering for the first time – empirical or theoretical laws and theorems.
 
-* [Explanation and Abductive Inference](https://cognition.princeton.edu/sites/default/files/cognition/files/explanation_abductive_inference.pdf) - ***The Oxford Handbook of Thinking and Reasoning***, 2012. [[All Versions](https://scholar.google.com/scholar?cluster=16126850654692681562&hl=en&as_sdt=0,5)]. A handbook on the formulations of Abduction.
+* [Explanation and Abductive Inference](https://cognition.princeton.edu/sites/default/files/cognition/files/explanation_abductive_inference.pdf) - ***The Oxford Handbook of Thinking and Reasoning***, 2012. [[All Versions](https://scholar.google.com/scholar?cluster=16126850654692681562)]. This chapter reviews evidence from cognitive psychology and cognitive development concerning the structure and function of explanations, with a focus on the role of explanations in learning and inference. The findings highlight the value of understanding explanation and abductive inference both as phenomena in their own right and for the insights they provide concerning foundational aspects of human cognition, such as representation, learning, and inference.
 
 * [Probabilistic models of cognition: Conceptual foundations](https://www.cs.jhu.edu/~ayuille/JHUcourses/ProbabilisticModelsOfVisualCognition2020/Lec7/chater2006probabilistica.pdf) - ***Trends in Cognitive Sciences***, 2006. [[All Versions](https://scholar.google.com/scholar?oi=bibs&hl=en&cluster=12857321660837478492)]. A Bayesian account of Abduction.
 

diff --git a/docs/awesome/awesome-angular.md b/docs/awesome/awesome-angular.md
@@ -1101,6 +1101,7 @@ Angular 7+ Validator, a library handle validation messages easy and automatic.
 * [angular-async-local-storage](https://github.com/cyrilletuzi/angular-async-local-storage) - Efficient client-side storage for Angular: simple API + performance + Observables + validation.
 * [ng-web-apis/storage](https://github.com/taiga-family/ng-web-apis/blob/main/libs/storage/README.md) - This is a library to use Web Storage API with Angular.
 * [ngx-odm](https://github.com/voznik/ngx-odm) - Angular 14+ wrapper for RxDB.
+* [signaldb](https://github.com/maxnowack/signaldb) - A local JavaScript database with a MongoDB-like interface and TypeScript support, enabling optimistic UI with signal-based reactivity. It integrates easily with Angular, Solid.js, Preact, and Vue, simplifying data management with schema-less design, in-memory storage, and fast queries.
 
 #### Tooltips
 
@@ -1188,6 +1189,7 @@ for the creation of web applications developed with Angular.
 * [David UI Angular](https://github.com/david-ui-org/david-ui-angular) - Components library for enterprise-level projects based on Tailwind CSS and Angular.
 * [Tailkit UI](https://tailkit.com/) - Carefully crafted, easy to customize, fully responsive Tailwind CSS Components, Templates and Tools for your Tailwind CSS based projects.
 * [Preline UI](https://preline.co/docs/frameworks-angular.html#docs-on-this-page-sidebar) - [Preline](https://github.com/htmlstreamofficial/preline) is an open-source set of prebuilt UI components based on the utility-first Tailwind CSS framework.
+* [ngxtw](https://github.com/William-Mba/ngxtw) - Tailwind CSS components for Angular Enterprise Applications. Super easy to use and customize.
 
 ##### Node Based
 

diff --git a/docs/awesome/awesome-db-tools.md b/docs/awesome/awesome-db-tools.md
@@ -52,6 +52,7 @@ For updates on `awesome-db-tools` and thoughts/news about databases/tools/SQL fo
 - [Another Redis Desktop Manager](https://github.com/qishibo/AnotherRedisDesktopManager) - Free Open Source Redis Manager. Available on Mac, Linux, Windows, Homebrew, Snap, winget, and more.
 - [Azure Data Studio](https://github.com/microsoft/azuredatastudio) - A data management tool that enables working with SQL Server, PostgreSQL, Azure SQL DB and SQL DW from Windows, macOS and Linux.
 - [Beekeeper Studio](https://github.com/beekeeper-studio/beekeeper-studio) - Open Source SQL Editor and Database Manager with a privacy commitment in their mission statement.
+- [Clidey WhoDB](https://github.com/clidey/whodb) - A lightweight database explorer with next-gen UX for all SQL, NoSQL, Caches, and Queues.
 - [DbGate](https://github.com/dbgate/dbgate) - Database manager for MySQL, PostgreSQL, SQL Server, MongoDB, SQLite and others. Runs under Windows, Linux, Mac or as web application.
 - [DB Lens](https://github.com/dblens/app) - Open Source Postgres GUI - Automatic ER diagrams, Internal DB Insights, Disk Utilisation, Performance Metrics, Index Usage, Sequential scan counts and more.
 - [DbVisualizer](https://www.dbvis.com) - Universal database tool for developers, DBAs and analysts.

diff --git a/docs/awesome/awesome-detection-engineering.md b/docs/awesome/awesome-detection-engineering.md
@@ -21,6 +21,7 @@ All contributions are welcome, please carefully review the [contributing guideli
 - [Blue-team-as-Code - the Spiral of Joy | Den Iuzvyk, Oleg Kolesnikov](https://sansorg.egnyte.com/dl/KTc16ldiqv) - Blue-Team-as-Code: Lessons From Real-world Red Team Detection Automation Using Logs.
 - [Detection Development Lifecycle | Haider Dost et al.](https://medium.com/snowflake/detection-development-lifecycle-af166fffb3bc) - Snowflake’s implementation of the Detection Development Lifecycle.
 - [Threat Detection Maturity Framework | Haider Dost of Snowflake](https://medium.com/snowflake/threat-detection-maturity-framework-23bbb74db2bc) - A maturity matrix to measure the success of your threat detection program.
+- [Elastic's Detection Engineering Behavior Maturity Model](https://www.elastic.co/security-labs/elastic-releases-debmm) - Elastic's qualitative and quantitative approach to measuring threat detection program maturity.
 
 
 - [MITRE Cyber Analytics Repository (CAR)](https://car.mitre.org) - MITRE's well-maintained repository of detection content.

diff --git a/docs/awesome/awesome-gnome.md b/docs/awesome/awesome-gnome.md
@@ -34,6 +34,7 @@
 - [Fractal](https://flathub.org/apps/org.gnome.Fractal) - Matrix client.
 - [Dino](https://dino.im) - XMPP Client.
 - [Dissent](https://flathub.org/apps/so.libdb.dissent) - Third-party Discord client prioritasing speed over feature completeness (with user theming through CSS).
+- [Tuba](https://apps.gnome.org/Tuba) - Client for federated social networks (Mastodon, GoToSocial, Akkoma). ![GNOME Circle][GNOME Circle]
 
 ### Office
 

diff --git a/docs/awesome/awesome-icons.md b/docs/awesome/awesome-icons.md
@@ -41,6 +41,7 @@ General purpose icons used everywhere.
 - [VSCode Icons](https://github.com/microsoft/vscode-icons#readme) - Dark and light versions of the icons used in Visual Studio Code.
 - [Weather icons](https://github.com/erikflowers/weather-icons#readme) - Weather Themed Icons and CSS.
 - Zondicons - A set of free premium SVG icons for you to use on your digital products. ([Website](http://www.zondicons.com))
+- Iconbuddy - A search engine to browse open source svg icons. ([Website](http://iconbuddy.com))
 
 ## Logos