Robot Updated at:13 Jan 2025 21:10:31 GMT

docs/awesome/awesome-agi-cocosci.md

@@ -194,7 +194,7 @@ Contributions are greatly welcomed! Please refer to [Contribution Guidelines](ht
 
 * [Theory-based Bayesian models of inductive learning and reasoning](https://www.cell.com/AJHG/fulltext/S1364-6613(06)00134-3) - ***Trends in Cognitive Sciences***, 2006. [[All Versions](https://scholar.google.com/scholar?cluster=6741344960992898446)]. [[Preprint](http://www.charleskemp.com/papers/TenenbaumGK06.pdf)]. Inductive inference allows humans to make powerful generalizations from sparse data when learning about word meanings, unobserved properties, causal relationships, and many other aspects of the world. Traditional accounts of induction emphasize either the power of statistical learning, or the importance of strong constraints from structured domain knowledge, intuitive theories or schemas. This paper argues that both components are necessary to explain the nature, use and acquisition of human knowledge, and the authors introduce a theory-based Bayesian framework for modeling inductive learning and reasoning as statistical inferences over structured knowledge representations. 
 
-* [Word learning as Bayesian inference](https://tallinzen.net/media/readings/xu_tenenbaum_2007.pdf) - ***Psychological Review***, 2007. [[All Versions](https://scholar.google.com/scholar?oi=bibs&hl=en&cluster=5476233692839102256)]. [[APA](https://psycnet.apa.org/doiLanding?doi=10.1037%2F0033-295X.114.2.245)]. Fei Xu's review on Bayesian word learning.
+* [Word learning as Bayesian inference](https://psycnet.apa.org/doiLanding?doi=10.1037%2F0033-295X.114.2.245) - ***Psychological Review***, 2007. [[All Versions](https://scholar.google.com/scholar?cluster=5476233692839102256)]. [[Preprint](https://tallinzen.net/media/readings/xu_tenenbaum_2007.pdf)]. Fei Xu's review on Bayesian word learning. The authors present a Bayesian framework for understanding how adults and children learn the meanings of words. The theory explains how learners can generalize meaningfully from just one or a few positive examples of a novel word's referents, by making rational inductive inferences that integrate prior knowledge about plausible word meanings with the statistical structure of the observed examples. The theory addresses shortcomings of the two best known approaches to modeling word learning, based on deductive hypothesis elimination and associative learning. Three experiments with adults and children test the Bayesian account's predictions in the context of learning words for object categories at multiple levels of a taxonomic hierarchy. Results provide strong support for the Bayesian account over competing accounts, in terms of both quantitative model fits and the ability to explain important qualitative phenomena. Several extensions of the basic theory are discussed, illustrating the broader potential for Bayesian models of word learning.
 
 * [How to Grow a Mind: Statistics, Structure, and Abstraction](https://cocosci.princeton.edu/tom/papers/growamind.pdf) - ***Science***, 2011. [[All Versions](https://scholar.google.com/scholar?cluster=2667398573353002097&hl=en&as_sdt=0,5)]. Josh Tenenbaum's review on Bayesian theory induction.
 

docs/awesome/awesome-angular.md

@@ -401,6 +401,7 @@ become an Angular expert.
 * [ngxfire](https://github.com/teve-no/ngxfire) - Zoneless AngularFire replacement.
 * [FusionAuth Angular SDK](https://fusionauth.io/docs/sdks/angular-sdk) - [FusionAuth](https://fusionauth.io/) SDK helps manage authentication state for your Angular app and provides functionality to login, register, and logout users. It also can be configured to automatically manage your refresh token.
 * [lbx-jwt](https://github.com/Service-Soft/lbx-jwt) - Provides JWT authentication for loopback applications. Includes storing roles inside tokens and handling refreshing. Built-in reuse detection.
+* [corbado](https://www.corbado.com/#signup-init) - [Integrate](https://docs.corbado.com/corbado-complete/frontend-integration/angular) Corbado with Angular to use passkeys for authentication.
 
 #### Builders
 
@@ -1108,6 +1109,7 @@ become an Angular expert.
 * [ngx-focus-entities](https://github.com/klee-contrib/ngx-focus-entities) - Library for generating reactive Angular forms from a Focus4 representation generated with [TopModel](https://github.com/klee-contrib/topmodel).
 * [@TanStack/form](https://github.com/TanStack/form) - Designed with first-class TypeScript support, headless UI components, and a framework-agnostic design, it streamlines form handling and ensures a seamless experience across various front-end frameworks.
 * [@luistabotelho/angular-signal-forms](https://github.com/luistabotelho/angular-signal-forms) - Simple Angular library to implement forms with signals.
+* [ngx-form-object](https://github.com/infinum/ngx-form-object) - ngx-form-object is an abstraction on top of Angular's reactive forms. It generates a form from a given model and automatically handles creation of nested forms (HasOne and HasMany model relationships).
 
 ##### Form Controls
 
@@ -1235,6 +1237,7 @@ to simplify usage and allow quick customization.
 * [ngx-retro-grid](https://github.com/omnedia/ngx-retro-grid) - This component creates a 3D perspective grid with customizable colors, rotation, and smooth animation, perfect for adding a nostalgic or futuristic visual effect to your application.
 * [ngx-bottom-sheet](https://github.com/ArslanAmeer/ngx-bottom-sheet) - A highly customizable and lightweight Angular service that provides a mobile-friendly bottom sheet component.
 * [@marxlnfcs/ngx-grid](https://github.com/marxlnfcs/ngx-grid) - Angular library to create a simple grid layout.
+* [ngx-flexbox](https://github.com/philipibovo/ngx-flexbox) - Designed as an alternative to [@angular/flexlayout](https://github.com/angular/flex-layout), ngx-flexbox provides Angular developers with component layout features using a custom layout API, media query observables, and injected DOM flexbox-2016 CSS stylings.
 
 #### Loaders
 

docs/awesome/awesome-annual-security-reports.md

@@ -97,7 +97,6 @@ Reports will be classified by a header that describes their primary content or e
 - [Nucleus](https://nucleussec.com/chapter-one-state-of-vulnerability-management-ebook/) - [State of Vulnerability Management](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Nucleus-State-of-Vuln-Management-2023.pdf) (2023) - Examines the current state of vulnerability management practices, highlighting challenges, trends, and best practices in identifying and addressing security vulnerabilities.
 - [Qualys](https://www.qualys.com/forms/tru-research-report/) - [TruRisk Threat Research Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Qualys-Trurisk-Threat-Research-Report-2023.pdf) (2023) - Provides an in-depth analysis of vulnerabilities and threats, offering insights into risk assessment and prioritization strategies.
 - [Synack](https://go.synack.com/state-of-vulnerabilities-2024) - [State of Vulnerabilities Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Synack-State-of-Vulnerabilities-Report-2024.pdf) (2024) This report looks at five industries (healthcare, financial services, U.S. federal government, technology and manufacturing) and their most common vulnerabilities to see how they stack up against each other. 
-- [Synopsys](https://www.synopsys.com/software-integrity/resources/analyst-reports/software-vulnerability-trends.html) - [Software Vulnerability Snapshot](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Synopsys-Software-Vulnerability-Snapshot-2023.pdf) (2023) - A snapshot of software vulnerability trends, highlighting common weaknesses, emerging threats, and strategies for improving software security.
 - [Trustwave](https://www.trustwave.com/en-us/resources/library/documents/2024-trustwave-risk-radar-report-financial-services-sector/) - [Financial Services Risk Radar Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Trustwave-Financial-Services-Risk-Radar-Report-2024.pdf) (2024) Highlights the unique threat landscape facing the financial services sector, focusing on notable trends and the growing risk of insider threats. This report provides key insights into the cybersecurity challenges specific to this industry.
 
 ## Ransomware
@@ -123,15 +122,15 @@ Reports will be classified by a header that describes their primary content or e
 ## Industry Trends
 - [Accenture](https://www.accenture.com/us-en/insights/security/invest-cyber-resilience) - [State of Cybersecurity Resilience](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Accenture-State-of-Cybersecurity-2023.pdf) (2023) - Provides insights into the state of cybersecurity resilience across various industries, highlighting key trends and challenges faced by organizations.
 - [Aon](https://www.aon.com/en/insights/reports/2024-intangible-versus-tangible-risks-comparison-report) - [Intangible vs. Tangible Risk Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Aon-Intangible-vs-Tangible-Risk-Report-2024.pdf) (2024) - Analyzes cyber and enterprise risk management trends from a survey of over 2,300 respondents across global regions, providing insights into the evolving landscape of tangible and intangible risks.
-- [Deloitte](https://www.deloitte.com/global/en/services/risk-advisory/content/future-of-cyber.html) - [Future of Cyber Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Deloitte-Future-of-Cyber-Survey-2023.pdf) (2023) -Explores the future of cybersecurity, providing insights into emerging trends, technologies, and strategies across different sectors.
+- [Deloitte](https://www.deloitte.com/global/en/services/risk-advisory/content/future-of-cyber.html) - [Future of Cyber Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Deloitte-Future-of-Cyber-Survey-2024.pdf) (2024) -Explores the future of cybersecurity, providing insights into emerging trends, technologies, and strategies across different sectors.
 - [FERMA](https://www.ferma.eu/publication/global-risk-manager-survey-report-2024/) - [Global Risk Manager Survey Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/FERMA-Global-Risk-Manager-Survey-Report-2024.pdf) (2024) - Analysis of global risk management practices across 77 countries and six regional associations.
 - [ISC2](https://www.isc2.org/landing/Cyberthreat-Defense-Report) - [Cyberthreat Defense Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/ISC2-Cyberthreat-Defense-Report-2024.pdf) (2024) - Examines the current state of cyberthreat defense, including emerging threats and defense strategies across various industries.
 - [KnowBe4](https://www.knowbe4.com/security-culture-research-report) - [Cybersecurity Culture Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/KnowBe4-Cybersecurity-Culture-Report-2024.pdf) (2024) - Explores the state of cybersecurity culture in organizations, highlighting trends and best practices across different sectors.
 - [Kong](https://konghq.com/resources/reports/api-security-ai-threats-it-leader-insights-2025) - [API Security Perspectives](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2025/Kong-API-Security-Perspectives-2025.pdf) (2025) Outlines the growing threat of AI-enhanced attacks on APIs and emphasizes the need for robust API security measures and the rising risks associated with these new types of threats.
 - [Norton](https://www.nortonlifelock.com/us/en/newsroom/press-kits/2022-norton-cyber-safety-insights-report-special-release-online-creeping/) - [Cyber Safety Insights Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/Norton-Cyber-Safety-Insights-Report-2023.pdf) (2023) - Provides insights into consumer cyber safety trends and challenges across various industries.
 - [Proofpoint](https://go.proofpoint.com/Voice-of-the-CISO-Report.html) - [Voice of the CISO Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Proofpoint-Voice-of-the-CISO-Report-2024.pdf) (2024) - Insights into the perspectives and challenges faced by Chief Information Security Officers across different sectors.
 - [PwC](https://www.pwc.com/us/en/services/consulting/cybersecurity-risk-regulatory/library/global-digital-trust-insights.html) - [Global Digital Trust Insights](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/PWC-Global-Digital-Trust-Insights-Report-2024.pdf) (2024) - Examines global trends in digital trust and cybersecurity across various industries.
-- [SANS](https://www.sans.org/white-papers/2023-cti-survey-keeping-up-changing-threat-landscape/) - [SANS Cyber Threat Intelligence Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/SANS-cyber-threat-intelligence-survey-2023.pdf) (2023) - Provides insights into the current state of cyber threat intelligence across different sectors.
+- [SANS](https://www.splunk.com/en_us/resources/sans-2024-threat-hunting-survey.html) - [SANS Cyber Threat Hunting Survey](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/SANS-Cyber-Threat-Hunting-Survey-2024.pdf) (2024) - Provides insights into the current state of cyber threat hunting across different sectors.
 - [Splunk](https://www.splunk.com/en_us/form/state-of-security.html) - [State of Security](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Splunk-State-of-Security-2024.pdf) (2024) - Provides an overview of the current state of security, including trends and challenges across different sectors.
 - [USTelecom](https://www.ustelecom.org/research/2023-cybersecurity-culture-report/) - [Cybersecurity Culture](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2023/USTelecom-Cybersecurity-Culture-2023.pdf) (2023) - Examines the state of cybersecurity culture in the telecommunications industry and related sectors.
 - [Vanta](https://www.vanta.com/state-of-trust) - [State of Trust Report](https://github.com/jacobdjwilson/awesome-annual-security-reports/blob/master/Annual%20Security%20Reports/2024/Vanta-State-of-Trust-Report-2024.pdf) (2024) - Explores the growing challenges in building and maintaining trust for organizations, focusing on security risks, compliance burdens, and the increasing third-party vendor risks.

docs/awesome/awesome-datascience.md

@@ -1066,6 +1066,8 @@ Some data mining competition platforms
 - [Top 100+ Machine Learning Interview Questions (Beginner to Advanced)](https://www.appliedaicourse.com/blog/machine-learning-interview-questions/)
 - [Data Science Projects](https://github.com/veb-101/Data-Science-Projects)
 - [Is Data Science a Good Career?](https://www.scaler.com/blog/is-data-science-a-good-career/)
+- [The Future of Data Science: Predictions and Trends](https://www.appliedaicourse.com/blog/future-of-data-science/)
+- [Data Science and Machine Learning: What’s The Difference?](https://www.appliedaicourse.com/blog/data-science-and-machine-learning-whats-the-difference/)
 
 
 

docs/awesome/awesome-electronics.md

@@ -143,7 +143,8 @@ This list is for websites, services, software, tools and more: everything that y
 - [Findchips](https://www.findchips.com/) - Part search from Supply Frame.
 - [Parts.io](https://parts.io/) - Another search engine from Supply Frame geared towards discovering new parts.
 - [Electronic Component Search Engine](https://componentsearchengine.com/) - Free access to schematic symbols, PCB footprints and 3D models.
-- [Yoo Need One - SMD Marking Database](https://smd.yooneed.one/) - Surface Mount Device (SMD) component marking database. 
+- [Yoo Need One - SMD Marking Database](https://smd.yooneed.one/) - Surface Mount Device (SMD) component marking database.
+- [JLCSearch](https://jlcsearch.tscircuit.com) - Find the most popular in-stock JLC components for different categories
 
 
 ## Project Sharing Platforms

docs/awesome/awesome-neovim.md

@@ -861,6 +861,7 @@ These colorschemes may not specialize in Tree-sitter directly but are written in
 - [ellisonleao/dotenv.nvim](https://github.com/ellisonleao/dotenv.nvim) - Minimalist .env support.
 - [dzfrias/arena.nvim](https://github.com/dzfrias/arena.nvim) - A smart (frecency-based) buffer switcher.
 - [MisanthropicBit/decipher.nvim](https://github.com/MisanthropicBit/decipher.nvim) - Encode and decode text using various codecs such as base64.
+- [philosofonusus/ecolog.nvim](https://github.com/philosofonusus/ecolog.nvim) - Sophisticated all-in-one toolkit to work with `.env` files and environment variables.
 
 ### CSV Files