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These 12 Open Source Projects Will Leave You Amazed

This paper is available on arxiv under CC 4.0 license. Authors: (1) Ayei E. Ibor, Trustworthy Digital Infrastructure for Identity Systems, The Alan Turing Institute, United Kingdom; (2) Mark Hooper, Trustworthy Digital Infrastructure for Identity Systems, The Alan Turing Institute, United Kingdom; (3) Carsten Maple, Trustworthy Digital Infrastructure for Identity Systems, The Alan Turing Institute, United Kingdom; (4) Gregory Epiphaniou, WMG, University of Warwick, United Kingdom. Table of Links Abstract & Introduction Background Review of Literature Methodology Discussion of Findings Conclusion and Future Work & References 6. Conclusion and Future Work Trustworthy interoperability is a key enabler for identity management and widens the dimensions of e-government in developing countries. This research provided insights into the challenges, opportunities, and requirements of interoperability and highlighted the limitations of current interoperability solutions such as the Estonian X-Road and the eIDAS of the European Union. We found that each existing interoperability solution has its benefits and drawbacks, although both are targeted at a common goal. To achieve seamless communication of identification data, we proposed an approach for scoping requirements by first identifying the key processes to identity management in an interoperability context. Furthermore, we addressed the limitations of the current solutions using an architecture that considers the flexibility of identity verification and validation through an interoperable layer that is based on four interacting layers of data representation, semantics, binding, and security and privacy. For future work, an analysis of country-specific use cases for achieving interoperability in the African identity ecosystem will be performed. References African Union, 2020. The Digital Transformation Strategy for Africa (2020-30), Available at https://openresearch-repository.anu.edu.au/bitstream/1885/278587/1/GhaEcon_24.pdf, Accessed 20 May 2023. Alamillo, I., Mouille, S., Rock, A., Soumelidis, N., Tabor, M., Gorniak, S., 2023. Digital identity standards: Analysis of standardisation requirements in support of cybersecurity policy, Available at file:///C:/Users/aIbor/Downloads/Digital_Identity_Standards%20(1).pdf, Accessed 30 July 2023. Aldosary, M. and Alqahtani, N., 2021. A Survey on Federated Identity Management Systems Limitation and Solutions. International Journal of Network Security & Its Applications (IJNSA) Vol, 13. ANSSI, 2023. The EIDAS Regulation, Available at https://www.ssi.gouv.fr/en/regulation/digital-confidence/the-eidas-regulation/, Accessed 09 April 2023. Atick, J., 2016. Digital identity: the essential guide. In ID4Africa Identity Forum (Vol. 2016, pp. 1-3). Backhouse, J. and Halperin, R., 2009. Approaching interoperability for identity management systems. In The Future of Identity in the Information Society (pp. 245-268). Berlin, Heidelberg: Springer Berlin Heidelberg. Bakhtina, M., Matulevičius, R., Awad, A. and Kivimäki, P., 2022. Rebooting Trust Management in X-Road, Public Report. Nordic Institute for Interoperability Solutions (NIIS). Bhattarai, R., Pappel, I., Vainsalu, H., Yahia, S.B. and Draheim, D., 2019. The impact of the single digital gateway regulation from the citizens’ perspective. Procedia Computer Science, 164, pp.159-167. Bandura, R. and Ramanujam, S.R., 2021. Developing inclusive digital payment systems. Center for Strategic and International Studies, 21. Benaddi, H., Laaz, N., Bouhlal, A. and El Kettani, E., 2023. Data storage architecture for egovernment interoperability: Morocco case. Indonesian Journal of Electrical Engineering and Computer Science, 29(3), pp.1678-1686. Catuogno, L. and Galdi, C., 2014. Achieving interoperability between federated identity management systems: A case of study. Journal of High Speed Networks, 20(4), pp.209-221. Colbern, A. and Ramakrishnan, S.K., 2020. Citizenship reimagined: A new framework for state rights in the United States. Cambridge University Press. Cuijpers, C.M.K.C. and Schroers, J., 2014. eIDAS as guideline for the development of a pan European eID framework in FutureID. Domingo, E. and Teevan, C., 2022. Africa’s journey towards an integrated digital payments landscape and how the EU can support it. ECDPM brief, 23. European Commission, 2023a. X-Road Data Exchange Layer, Available at https://joinup.ec.europa.eu/collection/ict-security/solution/x-road-data-exchange-layer/about, Accessed 10 April 2023. European Commission, 2023b. 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Hummer, D. and Rebovich, D.J., 2023. Identity theft and financial loss. In Handbook on Crime and Technology (pp. 38-53). Edward Elgar Publishing. Irvin-Erickson, Y., 2023. How Does Immigration Status and Citizenship Affect Identity Theft Victimization Risk in the US? Insights from the 2018 National Crime Victimization Survey Identity Theft Supplement. Victims & Offenders, pp.1-24. Kaaniche, N., Laurent, M. and Belguith, S., 2020. Privacy enhancing technologies for solving the privacy-personalization paradox: Taxonomy and survey. Journal of Network and Computer Applications, 171, p.102807. Kanagwa, B., Nakatumba-Nabende, J., Mugwanya, R., Kigozi Kahiigi, E. and Ngabirano, S., 2018. Towards an interoperability e-government framework for Uganda. In e-Infrastructure and e-Services for Developing Countries: 9th International Conference, AFRICOMM 2017, Lagos, Nigeria, December 11-12, 2017, Proceedings 9 (pp. 16-28). Springer International Publishing. Kiourtis, A., Giannetsos, T., Menesidou, S.A., Mavrogiorgou, A., Symvoulidis, C., GRAZİANİ, A., KLEFTAKİS, S., MAVROGİORGOS, K., ZAFEİROPOULOS, N., GKOLİAS, C.A. and KYRİAZİS, D., 2023. Identity management standards: A literature review. Computers and Informatics, 3(1), pp.35-46. Krimmer, R., Dedovic, S., Schmidt, C. and Corici, A.A., 2021, August. Developing crossborder e-Governance: Exploring interoperability and cross-border integration. In International Conference on Electronic Participation (pp. 107-124). Cham: Springer International Publishing. Kotzé, P. and Alberts, R., 2017. Towards a Conceptual Model for an e-Government Interoperability Framework for South Africa. In ICEIS (3) (pp. 493-506). Lips, S., Bharosa, N. and Draheim, D., 2020. eIDAS implementation challenges: the case of Estonia and the Netherlands. In Electronic Governance and Open Society: Challenges in Eurasia: 7th International Conference, EGOSE 2020, St. Petersburg, Russia, November 18– 19, 2020, Proceedings 7 (pp. 75-89). Springer International Publishing. Luong, D.A. and Park, J.H., 2023. Privacy-Preserving Identity Management System on Blockchain Using Zk-SNARK. IEEE Access, 11, pp.1840-1853. Manda, M. I. and Backhouse, J., "Addressing trust, security and privacy concerns in egovernment integration, interoperability and information sharing through policy: a case of South Africa" (2016). CONF-IRM 2016 Proceedings. Paper 67. http://aisel.aisnet.org/confirm2016/6 Masiero, S., 2023. Digital identity as platform-mediated surveillance. Big Data & Society, 10(1), p.20539517221135176. McBride, K., Kütt, A., Ben Yahia, S. and Draheim, D., 2019, November. On positive feedback loops in digital government architecture. In Proceedings of the 11th International Conference on Management of Digital EcoSystems (pp. 174-180). Mocanu, S., Chiriac, A.M., Popa, C., Dobrescu, R. and Saru, D., 2019. Identification and trust techniques compatible with eIDAS regulation. In Security and Privacy in New Computing Environments: Second EAI International Conference, SPNCE 2019, Tianjin, China, April 13– 14, 2019, Proceedings 2 (pp. 656-665). Springer International Publishing. Pöhn, D. and Hommel, W., 2023. Towards an Improved Taxonomy of Attacks Related to Digital Identities and Identity Management Systems. Security and Communication Networks, 2023. Priisalu, J. and Ottis, R., 2017. Personal control of privacy and data: Estonian experience. Health and technology, 7(4), pp.441-451. Saputro, R., Pappel, I., Vainsalu, H., Lips, S. and Draheim, D., 2020, April. Prerequisites for the adoption of the X-Road interoperability and data exchange framework: a comparative study. In 2020 Seventh International Conference on eDemocracy & eGovernment (ICEDEG) (pp. 216-222). IEEE. Schmidt, C. and Krimmer, R., 2022. How to implement the European digital single market: identifying the catalyst for digital transformation. Journal of European Integration, 44(1), pp.59-80. Sedlmeir, J., Smethurst, R., Rieger, A. and Fridgen, G., 2021. Digital identities and verifiable credentials. Business & Information Systems Engineering, 63(5), pp.603-613. Sharif, A., Ranzi, M., Carbone, R., Sciarretta, G. and Ranise, S., 2022, August. SoK: A Survey on Technological Trends for (pre) Notified eIDAS Electronic Identity Schemes. In Proceedings of the 17th International Conference on Availability, Reliability and Security (pp. 1-10). Sharma, R. and Panigrahi, P.K., 2015. Developing a roadmap for planning and implementation of interoperability capability in e-government. Transforming Government: People, Process and Policy, 9(4), pp.426-447. Solvak, M., Unt, T., Rozgonjuk, D., Võrk, A., Veskimäe, M. and Vassil, K., 2019. Egovernance diffusion: Population level e-service adoption rates and usage patterns. Telematics and Informatics, 36, pp.39-54. Spiliotopoulos, T., Sheik, A.T., Gottardello, D. and Dover, R., 2023. Onboarding Citizens to Digital Identity Systems. arXiv preprint arXiv:2306.13511. Srinivas, J., Das, A.K. and Kumar, N., 2019. Government regulations in cyber security: Framework, standards and recommendations. Future generation computer systems, 92, pp.178-188. Tang, F., Ma, C. and Cheng, K., 2023. Privacy-preserving authentication scheme based on zero trust architecture. Digital Communications and Networks. The World Bank, 2023a. ID4D Global Dataset, Available at https://id4d.worldbank.org/global-dataset, Accessed: 17 July 2023. The World Bank, 2023b. Practitioner’s Guide: Interoperability, Available at https://id4d.worldbank.org/guide/interoperability, Accessed: 22 April 2023. Walters, R., 2023. Theft [Identity]. In Cybersecurity and Data Laws of the Commonwealth: International Trade, Investment and Arbitration (pp. 297-306). Singapore: Springer Nature Singapore. World Bank Group, 2016. ID4D Country Diagnostic: Nigeria, 2016, Available at https://documents1.worldbank.org/curated/en/136541489666581589/pdf/113567-REPLNigeria-ID4D-Diagnostics-Web.pdf, Accessed 20 May 2023. W3C Recommendation, 2022. Verifiable credentials data model v1.1, Available at https://www.w3.org/TR/vc-data-model/#dfn-credential, Accessed 04 April 2023. World Bank Group, 2018. Guidelines for ID4D Diagnostics, Available at https://documents1.worldbank.org/curated/en/370121518449921710/Guidelines-for-ID4DDiagnostics.pdf, Accessed: 22 April 2023. X-Road, 2020. X-Road: Message Transport Protocol, Available at https://www.xtee.ee/docs/live/xroad/pr-messtransp_x-road_message_transport_protocol.html, Accessed 12 April 2023. X-Road, 2023a. X-Road Security, Available at https://x-road.global/security, Accessed 03 April 2023. X-Road, 2023b. X-Road Technology Overview, Available at https://x-road.global/x-roadtechnology-overview, Accessed 10 March 2023. X-Road, 2023c. X-Road: Use Case Model for Member Communication, Available at https://docs.x-road.global/UseCases/uc-mess_x-road_member_communication_use_case_model.html#version-history, Accessed 12 April 2023. X-Road, 2023d. Technical Specification: X-Road Architecture, Available at https://docs.xroad.global/Architecture/arc-g_x-road_arhitecture.html#version-history, Accessed 12 April 2023. Yin, J., Xiao, Y., Pei, Q., Ju, Y., Liu, L., Xiao, M. and Wu, C., 2022. SmartDID: a novel privacy-preserving identity based on blockchain for IoT. IEEE Internet of Things Journal, 10(8), pp.6718-6732. This paper is available on under CC 4.0 license. Arxiv

Trustworthy Interoperability and Identity Management Systems: What Comes Next

As part of the series, this is my story. Tech Like Us I was born just outside of Mumbai, India. My family emigrated to the U.S. when I was 3 years old, and I grew up next to cornfields in a sleepy Ohio town. So while my ethnic background is Indian, I identify as an American from the Midwest. I refer to soda as “ ” and am prone to altitude sickness at the slightest sight of a hill. correctly pop I got interested in tech as a kid tinkering with all the electronic “toys” my dad would bring home like mobile phones the size of briefcases, hefty 10-pound camcorders, and computer towers that were as tall as me (and probably still are). I enjoyed ripping apart floppy disks to see what was inside and getting “under the hood” of our PCs to install some extra memory. And of course, I vividly remember the exciting early days of the Internet, including the anticipation of receiving a brightly colored in the mail. Once we were on the World Wide Web, creating webpages and learning how to code became my other favorite hobbies. AOL CD At the , I majored in Computer Engineering, which is an amalgam of Computer Science and Electrical Engineering. It blended software and hardware, along with theory and practice. I also minored in Mathematics to fully surrender to my nerdy tendencies. University of Michigan After undergrad, I stayed in the tech field but moved into a consulting role with . I visited clients all over the world, from Des Moines, IA to Anchorage, AK to Tokyo, Japan. At the end of my fourth year of consulting, I realized I wanted to equip my technical knowledge with a formal business education. Citrix Systems So I went to the University of Chicago’s where I concentrated in Finance and Entrepreneurship and worked in startups, both during and after. Business school was a fantastic experience for me. I had never even seen a balance sheet prior to grad school, but within those 2 years I pitched my own business plan to venture capitalists, took classes taught by Nobel Laureates, and met some of the most amazing over-achievers who are now some of my closest friends. Through that experience I also found my niche in tech startups and moved to the West Coast shortly after graduation. Booth School of Business Since moving out to the “Best Coast,” I’ve been working as a product manager at a broad range of tech companies. My first foray into the Silicon Valley scene was at a 7-person startup with Series A financing. Within a year, our company was acquired. After experiencing the ins and outs of an acquisition first-hand, I moved to a large company in , where I created a completely brand-new analytics-based product called . I am now in a lead product position at , where I’ve had opportunities to manage all of our product lines, develop strategies and goals across the business, build the product team, and see the company grow from 15 people to a team of 65 in the short time I’ve been here. Rackspace Cloud Intelligence PubNub I love the product manager role because it’s an exciting mix between the technical and business sides of product development. In this role, I’ve had opportunities to develop completely new tech products, drive conceptual ideas into real market offerings, create and influence company strategies, speak at industry events, and advise other startups and entrepreneurs. While I’m grateful for the enriching professional experiences I’ve had, looking back there were instances where being a woman in the field of tech made me feel like an outsider. For instance, it felt isolating to be one of only a handful of women in my major coursework in college and that trend persists in the professional realm. It was also frustrating when strangers spoke to me in a condescending manner or automatically assumed I was an assistant, instead of the conference speaker, product owner, or technical expert. But when you find yourself in those situations, stay confident and remember that you are an integral part to changing the makeup of the tech field! Your voice matters. Don’t shy away from having your opinions heard, don’t apologize for being awesome, and above all else — be yourself and let your contributions shine. I have also found such amazing people and camaraderie in the tech world, and know that you will too. I believe that those of us privileged enough to be a part of this field should tell our stories and mentor young women and men so that the future of our industry is more balanced. Finally, if I could go back in time to give my younger self some advice, I would tell her not to dwell on what other people may be thinking and not to sweat the small stuff. Instead, it’s more productive to take time to listen to yourself and recognize when you feel like trying something else, leaning in a new direction, or simply taking a break! Well, that’s my story… so far. I’m always learning every day, so all of this is (and will always be) a work in progress. I invite you to share this story along with yours! Write your own article. And to hear more stories about women and minorities working in tech, check out the documentary . Tech Like Us CODE: Debugging the Gender Gap

The New Normal — Engineer, Product Manager, Woman.

PALO ALTO, California, November 21st, 2024/Chainwire/--Aptos Foundation today announced the upcoming integration of Circle’s native USDC and Cross-Chain Transfer Protocol (CCTP) on the Aptos Network, as well as Stripe adding support for Aptos in its crypto products. These integrations make Aptos the home for interoperable DeFi and the fastest, cheapest, and most reliable enterprise-grade blockchain, further expanding its global financial ecosystem. The integration of Aptos into Stripe’s crypto onramp and payouts products, paired with native USDC, will provide reliable fiat on and off-ramps for the Aptos network, streamline merchant pay-ins and payouts, and offer a seamless connection between traditional finance and blockchain technology. Today, USDC is the largest regulated dollar-backed stablecoin with over $37B in circulation. With more than $160M in circulation on Aptos, bridged USDC is the most prevalent stablecoin available on the network. With this integration, native USDC will be issued through the regulated entities of Circle directly on the Aptos network and CCTP will enable developers to design cross-chain experiences by connecting their Aptos apps to the network of supported blockchains. Bridge providers such as Stargate, built on LayerZero, will provide a smooth transition from the existing bridged USDC on Aptos to native USDC over time. There are no immediate changes to the AptosBridge built on LayerZero, and it will continue to operate as normal. Additionally, ahead of the native launch of USDC, bridged USDC from the AptosBridge will be renamed to “lzUSDC” on block explorers. There will be outreach to ecosystem apps to encourage them to make the same change in their app UI and documentation. The launch of CCTP will bring new levels of interoperability to DeFi on Aptos, enabling secure and efficient native USDC transfers. With the addition of Aptos, CCTP will support nine blockchains - including Arbitrum, Base, Ethereum, and Solana —and 72 routes with 1:1 capital efficiency. This move will allow for seamless cross-chain onboarding, swaps, purchases, treasury rebalancing, and more – all while maintaining an accessible and intuitive user experience. With the addition of Aptos to Stripe’s crypto products, users will be able to seamlessly convert fiat currencies into USDC, directly through Aptos-enabled wallets. This integration will enable the use of USDC for Stripe's global network of businesses. The combination of Stripe's payment tools and Aptos’ scalable network unlocks new opportunities for global merchants and payment providers to process transactions faster, more securely, and at lower costs. “Adding support for the Aptos blockchain inside our crypto products broadens consumer and merchant access to more efficient global fund flows with stablecoins; whether it be a retailer accepting payments from around the world, or a platform paying creators no matter where they are,” said John Egan, Head of Crypto at Stripe. “This collaboration brings Stripe's global network together with the power of the Aptos blockchain, opening new avenues for both merchants and consumers to access efficient, stablecoin-based payments.” “The DeFi ecosystem on Aptos has grown to five times its original size in the past year alone, and it’s clear why,” said Nikhil Chandhok, Chief Product Officer at Circle. “Aptos has emerged as a highly efficient way to move money across the globe. The arrival of native USDC and CCTP will only enhance this, and further the vision we share with the Aptos Foundation team of a future where secure digital dollars create a more accessible economy for everyone.” “USDC and CCTP are the gold standards in DeFi, and Stripe is among the most trusted names in financial infrastructure,” said Bashar Lazaar, Head of Grants and Ecosystem at Aptos Foundation. “Circle and Stripe’s integration of Aptos moves the needle in creating a more accessible, secure, and decentralized future of finance. We’re all looking forward to this integration, and are eager to see what the incredible builders in the Aptos ecosystem make possible with this powerful new technology in their toolkit.” “Aptos makes the globally connected economy accessible to everyone by simplifying the movement of economic value,” said Mo Shaikh, CEO of Aptos Labs, which provided technical expertise for the integrations. “I’m looking forward to seeing Aptos becoming a unifying force in the global economy, providing infrastructure that enhances payment efficiency while bringing the peer-to-peer money movement to life for its ecosystem and builders.” For more information about Aptos Foundation and DeFi on Aptos, visit: https://aptosfoundation.org/ecosystem/projects/defi. About Aptos Foundation Aptos Foundation is dedicated to supporting the development of the Aptos protocol, decentralized network and ecosystem and driving engagement with the Aptos ecosystem. By unlocking a blockchain with seamless usability, Aptos Foundation aims to bring the benefits of decentralization to the masses. About Aptos Network Aptos is a next-generation Layer 1 blockchain. Aptos’ breakthrough technology and programming language, Move, are designed to evolve, improve performance and strengthen user safeguards. Please visit https://www.aptosfoundation.org for more information on the Aptos blockchain. About Circle Circle is a global financial technology firm that enables businesses of all sizes to harness the power of digital currencies and public blockchains for payments, commerce and financial applications worldwide. Through its regulated entities, Circle is the issuer of USDC and EURC - highly liquid, interoperable, and trusted money protocols on the internet. Circle’s open and programmable platform and APIs make it easy for organizations to run their internet-scale business, whether it is making international payments, building globally-accessible Web3 apps or managing their internal treasury. Users can learn more at https://circle.com. About Stripe Stripe is a financial infrastructure platform for businesses. Millions of companies—from the world’s largest enterprises to the most ambitious startups—use Stripe to accept payments, grow their revenue, and accelerate new business opportunities. Headquartered in San Francisco and Dublin, the company aims to increase the GDP of the internet. Contact Communications Lead Hannah Noyes Aptos Labs hannah@aptoslabs.com This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here PALO ALTO, California, November 21st, 2024/Chainwire/--Aptos Foundation today announced the upcoming integration of Circle’s native USDC and Cross-Chain Transfer Protocol (CCTP) on the Aptos Network, as well as Stripe adding support for Aptos in its crypto products. These integrations make Aptos the home for interoperable DeFi and the fastest, cheapest, and most reliable enterprise-grade blockchain, further expanding its global financial ecosystem. The integration of Aptos into Stripe’s crypto onramp and payouts products, paired with native USDC, will provide reliable fiat on and off-ramps for the Aptos network, streamline merchant pay-ins and payouts, and offer a seamless connection between traditional finance and blockchain technology. Today, USDC is the largest regulated dollar-backed stablecoin with over $37B in circulation. With more than $160M in circulation on Aptos, bridged USDC is the most prevalent stablecoin available on the network. With this integration, native USDC will be issued through the regulated entities of Circle directly on the Aptos network and CCTP will enable developers to design cross-chain experiences by connecting their Aptos apps to the network of supported blockchains. Bridge providers such as Stargate, built on LayerZero, will provide a smooth transition from the existing bridged USDC on Aptos to native USDC over time. There are no immediate changes to the AptosBridge built on LayerZero, and it will continue to operate as normal. Additionally, ahead of the native launch of USDC, bridged USDC from the AptosBridge will be renamed to “lzUSDC” on block explorers. There will be outreach to ecosystem apps to encourage them to make the same change in their app UI and documentation. The launch of CCTP will bring new levels of interoperability to DeFi on Aptos, enabling secure and efficient native USDC transfers. With the addition of Aptos, CCTP will support nine blockchains - including Arbitrum, Base, Ethereum, and Solana —and 72 routes with 1:1 capital efficiency. This move will allow for seamless cross-chain onboarding, swaps, purchases, treasury rebalancing, and more – all while maintaining an accessible and intuitive user experience. With the addition of Aptos to Stripe’s crypto products, users will be able to seamlessly convert fiat currencies into USDC, directly through Aptos-enabled wallets. This integration will enable the use of USDC for Stripe's global network of businesses. The combination of Stripe's payment tools and Aptos’ scalable network unlocks new opportunities for global merchants and payment providers to process transactions faster, more securely, and at lower costs. “Adding support for the Aptos blockchain inside our crypto products broadens consumer and merchant access to more efficient global fund flows with stablecoins; whether it be a retailer accepting payments from around the world, or a platform paying creators no matter where they are,” said John Egan, Head of Crypto at Stripe. “This collaboration brings Stripe's global network together with the power of the Aptos blockchain, opening new avenues for both merchants and consumers to access efficient, stablecoin-based payments.” “Adding support for the Aptos blockchain inside our crypto products broadens consumer and merchant access to more efficient global fund flows with stablecoins; whether it be a retailer accepting payments from around the world, or a platform paying creators no matter where they are,” said John Egan, Head of Crypto at Stripe. “This collaboration brings Stripe's global network together with the power of the Aptos blockchain, opening new avenues for both merchants and consumers to access efficient, stablecoin-based payments.” “The DeFi ecosystem on Aptos has grown to five times its original size in the past year alone, and it’s clear why,” said Nikhil Chandhok, Chief Product Officer at Circle. “Aptos has emerged as a highly efficient way to move money across the globe. The arrival of native USDC and CCTP will only enhance this, and further the vision we share with the Aptos Foundation team of a future where secure digital dollars create a more accessible economy for everyone.” “USDC and CCTP are the gold standards in DeFi, and Stripe is among the most trusted names in financial infrastructure,” said Bashar Lazaar, Head of Grants and Ecosystem at Aptos Foundation. “The DeFi ecosystem on Aptos has grown to five times its original size in the past year alone, and it’s clear why,” said Nikhil Chandhok, Chief Product Officer at Circle. “Aptos has emerged as a highly efficient way to move money across the globe. The arrival of native USDC and CCTP will only enhance this, and further the vision we share with the Aptos Foundation team of a future where secure digital dollars create a more accessible economy for everyone.” “USDC and CCTP are the gold standards in DeFi, and Stripe is among the most trusted names in financial infrastructure,” said Bashar Lazaar, Head of Grants and Ecosystem at Aptos Foundation. “Circle and Stripe’s integration of Aptos moves the needle in creating a more accessible, secure, and decentralized future of finance. We’re all looking forward to this integration, and are eager to see what the incredible builders in the Aptos ecosystem make possible with this powerful new technology in their toolkit.” “Aptos makes the globally connected economy accessible to everyone by simplifying the movement of economic value,” said Mo Shaikh, CEO of Aptos Labs, which provided technical expertise for the integrations. “I’m looking forward to seeing Aptos becoming a unifying force in the global economy, providing infrastructure that enhances payment efficiency while bringing the peer-to-peer money movement to life for its ecosystem and builders.” “Circle and Stripe’s integration of Aptos moves the needle in creating a more accessible, secure, and decentralized future of finance. We’re all looking forward to this integration, and are eager to see what the incredible builders in the Aptos ecosystem make possible with this powerful new technology in their toolkit.” “Aptos makes the globally connected economy accessible to everyone by simplifying the movement of economic value,” said Mo Shaikh, CEO of Aptos Labs, which provided technical expertise for the integrations. “I’m looking forward to seeing Aptos becoming a unifying force in the global economy, providing infrastructure that enhances payment efficiency while bringing the peer-to-peer money movement to life for its ecosystem and builders.” For more information about Aptos Foundation and DeFi on Aptos, visit: https://aptosfoundation.org/ecosystem/projects/defi . https://aptosfoundation.org/ecosystem/projects/defi https://aptosfoundation.org/ecosystem/projects/defi About Aptos Foundation Aptos Foundation is dedicated to supporting the development of the Aptos protocol, decentralized network and ecosystem and driving engagement with the Aptos ecosystem. By unlocking a blockchain with seamless usability, Aptos Foundation aims to bring the benefits of decentralization to the masses. Aptos Foundation Aptos Foundation About Aptos Network Aptos is a next-generation Layer 1 blockchain. Aptos’ breakthrough technology and programming language, Move, are designed to evolve, improve performance and strengthen user safeguards. Please visit https://www.aptosfoundation.org for more information on the Aptos blockchain. https://www.aptosfoundation.org https://www.aptosfoundation.org About Circle Circle is a global financial technology firm that enables businesses of all sizes to harness the power of digital currencies and public blockchains for payments, commerce and financial applications worldwide. Through its regulated entities, Circle is the issuer of USDC and EURC - highly liquid, interoperable, and trusted money protocols on the internet. Circle’s open and programmable platform and APIs make it easy for organizations to run their internet-scale business, whether it is making international payments, building globally-accessible Web3 apps or managing their internal treasury. Users can learn more at https://circle.com . Circle Circle https://circle.com https://circle.com About Stripe Stripe is a financial infrastructure platform for businesses. Millions of companies—from the world’s largest enterprises to the most ambitious startups—use Stripe to accept payments, grow their revenue, and accelerate new business opportunities. Headquartered in San Francisco and Dublin, the company aims to increase the GDP of the internet. Stripe Stripe Contact Communications Lead Hannah Noyes Aptos Labs hannah@aptoslabs.com This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here This story was distributed as a release by Chainwire under HackerNoon’s Business Blogging Program. Learn more about the program here here here

USDC And CCTP To Launch On Aptos, With Stripe Adding Aptos Support In Crypto Products

USDC እና CCTP በ Aptos ላይ እንዲጀምሩ በCrypto ምርቶች ውስጥ የአፕቶስ ድጋፍን በመጨመር

USDC и CCTP ще стартират на Aptos, като Stripe добавя поддръжка на Aptos в крипто продукти

USDC i CCTP per llançar-se a Aptos, amb Stripe que afegeix suport Aptos als productes criptogràfics

USDC y CCTP se lanzarán en Aptos y Stripe agregará soporte para Aptos en productos criptográficos

USDCとCCTPがAptosで開始、Stripeが暗号製品にAptosのサポートを追加

USDC និង CCTP ដើម្បីចាប់ផ្តើមនៅលើ Aptos ជាមួយនឹង Stripe បន្ថែមការគាំទ្រ Aptos នៅក្នុងផលិតផល Crypto

USDC жана CCTP Aptos'та ишке кирет, Stripe кошуу менен Crypto өнүмдөрүндө Aptos колдоосу менен

USDC ແລະ CCTP ເພື່ອເປີດຕົວໃນ Aptos, ດ້ວຍ Stripe ເພີ່ມການສະຫນັບສະຫນູນ Aptos ໃນຜະລິດຕະພັນ Crypto

USDC Y CCTP Aptos nisqapi qallarichinapaq, Stripe nisqawan Aptos Yanapakuywan Crypto Productos nisqapi yapaspa

USDC iyo CCTP si ay u bilaabaan Aptos, Iyadoo Stripe Ku darista Aptos Taageerada Alaabada Crypto

Ang USDC At CCTP ay Ilulunsad Sa Aptos, Sa Pagdaragdag ng Stripe ng Suporta sa Aptos Sa Mga Produktong Crypto

USDC va CCTP kripto-mahsulotlarda Stripe qo'shilgan Aptos yordami bilan Aptos-da ishga tushadi

The cryptocurrency sector is witnessing a shift toward automated investment solutions as Bitcoin market participants seek ways to manage risk and volatility. A recent partnership between technology provider Velar and investment platform DCA HQ highlights this trend, introducing automated Dollar-Cost Averaging (DCA) capabilities for Bitcoin and related assets. The development comes at a time when cryptocurrency markets continue to experience significant price fluctuations, prompting investors to seek systematic approaches to digital asset investment. DCA, a method long used in traditional financial markets, has gained traction in the cryptocurrency space as investors look for ways to mitigate market timing risks. The integration enables automated recurring purchases of Bitcoin, Stacks, and BRC20 tokens through non-custodial infrastructure. This approach allows investors to maintain direct control of their assets while automating their investment strategy, addressing key concerns about custody in cryptocurrency markets. Market analysts note that systematic investment approaches like DCA have become increasingly relevant as Bitcoin's market capitalization grows and institutional involvement increases. "The cryptocurrency market's maturation has created demand for more sophisticated investment tools," says Maya Richardson, cryptocurrency market analyst at Digital Asset Research. "We're seeing a transition from purely speculative trading to more structured investment approaches." Historical data supports the rationale behind systematic investment strategies in volatile markets. Analysis of Bitcoin's price history shows that investors using DCA strategies have frequently achieved more stable returns compared to those attempting to time market entries and exits. The technical implementation maintains Bitcoin's core principle of decentralization through non-custodial architecture, where users retain control of their private keys. This addresses persistent concerns about centralized points of failure in cryptocurrency infrastructure, particularly relevant following several high-profile exchange failures in recent years. The development also reflects broader trends in the Bitcoin ecosystem, where infrastructure providers are building tools to bridge the gap between traditional finance mechanisms and cryptocurrency markets. These tools aim to make cryptocurrency investment more accessible to mainstream investors while preserving the technology's fundamental characteristics. Industry observers suggest this evolution in investment infrastructure could influence Bitcoin's market dynamics. "Automated investment tools might help reduce market volatility by introducing more predictable buying patterns," notes Marcus Chen, director of cryptocurrency research at Global Markets Institute. The intersection of traditional investment strategies with cryptocurrency markets continues to evolve as the sector matures. Market participants are watching how these developments might influence Bitcoin's price dynamics and adoption patterns in coming months. Don’t forget to like and share the story! Vested Interest Disclosure: This author is an independent contributor publishing via our business blogging program. HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYOR The cryptocurrency sector is witnessing a shift toward automated investment solutions as Bitcoin market participants seek ways to manage risk and volatility. A recent partnership between technology provider Velar and investment platform DCA HQ highlights this trend, introducing automated Dollar-Cost Averaging (DCA) capabilities for Bitcoin and related assets. The development comes at a time when cryptocurrency markets continue to experience significant price fluctuations, prompting investors to seek systematic approaches to digital asset investment. DCA, a method long used in traditional financial markets, has gained traction in the cryptocurrency space as investors look for ways to mitigate market timing risks. The integration enables automated recurring purchases of Bitcoin, Stacks, and BRC20 tokens through non-custodial infrastructure. This approach allows investors to maintain direct control of their assets while automating their investment strategy, addressing key concerns about custody in cryptocurrency markets. Market analysts note that systematic investment approaches like DCA have become increasingly relevant as Bitcoin's market capitalization grows and institutional involvement increases. "The cryptocurrency market's maturation has created demand for more sophisticated investment tools," says Maya Richardson, cryptocurrency market analyst at Digital Asset Research. "We're seeing a transition from purely speculative trading to more structured investment approaches." Historical data supports the rationale behind systematic investment strategies in volatile markets. Analysis of Bitcoin's price history shows that investors using DCA strategies have frequently achieved more stable returns compared to those attempting to time market entries and exits. The technical implementation maintains Bitcoin's core principle of decentralization through non-custodial architecture, where users retain control of their private keys. This addresses persistent concerns about centralized points of failure in cryptocurrency infrastructure, particularly relevant following several high-profile exchange failures in recent years. The development also reflects broader trends in the Bitcoin ecosystem, where infrastructure providers are building tools to bridge the gap between traditional finance mechanisms and cryptocurrency markets. These tools aim to make cryptocurrency investment more accessible to mainstream investors while preserving the technology's fundamental characteristics. Industry observers suggest this evolution in investment infrastructure could influence Bitcoin's market dynamics. "Automated investment tools might help reduce market volatility by introducing more predictable buying patterns," notes Marcus Chen, director of cryptocurrency research at Global Markets Institute. The intersection of traditional investment strategies with cryptocurrency markets continues to evolve as the sector matures. Market participants are watching how these developments might influence Bitcoin's price dynamics and adoption patterns in coming months. Don’t forget to like and share the story! Vested Interest Disclosure: This author is an independent contributor publishing via our business blogging program. HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYOR Vested Interest Disclosure: This author is an independent contributor publishing via our business blogging program . HackerNoon has reviewed the report for quality, but the claims herein belong to the author. #DYOR Vested Interest Disclosure: business blogging program business blogging program

Velar Integration Brings Automated Trading to Bitcoin Markets

Hey Hackers, Atome Bakery has been nominated in HackerNoon's annual Startups of The Year awards in Vancouver, Canada. Please vote for us here: https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 Read more about us below to understand why we deserve your vote: Meet Atome Atome Bakery is an online artisan bakery delivering ready-to-bake sourdough bread and pastries across North America. Our products are crafted with organic Canadian flour, clean ingredients, and traditional slow fermentation methods, ensuring exceptional quality and taste. Unlike mass-produced bread, our bake-from-proof model allows customers to enjoy bakery-worthy freshness straight from their own ovens. We specialize in frozen, pre-proofed products, including sourdough loaves, baguettes, croissants, and pain au chocolat, designed for convenience without compromising quality. Our mission is to make healthier, artisan-quality baked goods accessible to households everywhere, particularly in regions where high-quality bread is hard to find. With a commitment to sustainability, we use recyclable packaging and minimize waste through small-batch production. Atome Bakery is redefining home baking, one delicious box at a time. How Atome Bakery achieved product-market fit Atome Bakery has achieved a solid product-market fit by addressing a clear gap in the market: the lack of convenient access to high-quality, artisan bread and pastries. Our bake-from-proof model solves the dilemma for customers who want bakery-quality bread but lack access to local bakeries or the time and skill to bake from scratch. Our growth metrics strongly validate this fit. We have shipped nearly 10,000 boxes since July 2023, with a 16% growth MoM
Additionally, repeat orders from remote and suburban households confirm that our products resonate with customers who value quality but face limited local options. The evolution of Atome Bakery Building Atome Bakery has been a journey of adaptation, learning, and iteration. When we started in 2022, our initial focus was a pick-up model for sourdough bread in Vancouver. However, feedback from early customers revealed a broader need: artisan-quality bread that could be delivered to suburban and remote areas where options were limited. This insight drove us to pivot to a direct-to-consumer frozen delivery model, which allowed us to expand our reach significantly.
Later, we added pastries like croissants and pain au chocolat to our offering, again prompted by customers’ requests. Each iteration has brought us closer to fulfilling our mission of making high-quality, artisan baked goods accessible to households across North America. Milestones and achievements We’ve won multiple awards, including the Entrepreneurs Abroad Award by the French Executive Circle and the DIVERSEcity Pitch competition, highlighting our diverse team. We were named a Top 3 finalist for the Small Business BC e-commerce experience award in 2024, and won Start up TNT’s Investor competition at Summit X.
We are growing! What started as a BC-only delivery service quickly grew to Alberta, State of Washington, Oregon, and now California! Lessons learned One of our biggest challenges has been scaling operations to meet increasing demand. As orders grew tenfold in 12 months, we faced capacity constraints in production, storage, and logistics. Initially, we underestimated the infrastructure needed to support this growth, which led to delays and operational strain in order to maintain our high standards of quality. Lesson learned: Anticipating growth and investing in scalable systems early is crucial for maintaining efficiency. What Startups of The Year means to us As a company redefining the artisan bakery experience through innovation and accessibility, we’re excited to participate in HackerNoon’s Startups of the Year to celebrate the progress of Atome Bakery and connect with a community of innovators and entrepreneurs. Our mission is to make high-quality, artisan baked goods accessible to more homes, and we see this initiative as an opportunity to amplify our story, showcase our unique approach, and inspire others with our journey. Through this recognition, we hope to gain increased visibility for Atome Bakery, attract potential collaborators, and engage with thought leaders who can offer valuable insights as we continue scaling. We’re also excited to contribute to the shared knowledge within the HackerNoon community by sharing the lessons and strategies that have shaped our growth. Ultimately, we view this initiative as a platform to build meaningful connections that will help propel Atome Bakery to the next level. Conclusion hank you for taking the time to learn about Atome Bakery and our mission to bring high-quality, artisan baked goods to more homes. We’re excited about the opportunities ahead as we continue to innovate, grow, and make an impact in communities across North America. We appreciate your interest and support, and we look forward to building lasting relationships that help us achieve our vision. Let’s bake the future together! Vote for us today! https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 Hey Hackers, Atome Bakery has been nominated in HackerNoon's annual Startups of The Year awards in Vancouver, Canada. Please vote for us here: Please vote for us here: https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 Read more about us below to understand why we deserve your vote: Read more about us below to understand why we deserve your vote: Meet Atome Atome Bakery is an online artisan bakery delivering ready-to-bake sourdough bread and pastries across North America. Our products are crafted with organic Canadian flour, clean ingredients, and traditional slow fermentation methods, ensuring exceptional quality and taste. Unlike mass-produced bread, our bake-from-proof model allows customers to enjoy bakery-worthy freshness straight from their own ovens. We specialize in frozen, pre-proofed products, including sourdough loaves, baguettes, croissants, and pain au chocolat, designed for convenience without compromising quality. Our mission is to make healthier, artisan-quality baked goods accessible to households everywhere, particularly in regions where high-quality bread is hard to find. With a commitment to sustainability, we use recyclable packaging and minimize waste through small-batch production. Atome Bakery is redefining home baking, one delicious box at a time. How Atome Bakery achieved product-market fit Atome Bakery has achieved a solid product-market fit by addressing a clear gap in the market: the lack of convenient access to high-quality, artisan bread and pastries. Our bake-from-proof model solves the dilemma for customers who want bakery-quality bread but lack access to local bakeries or the time and skill to bake from scratch. Our growth metrics strongly validate this fit. We have shipped nearly 10,000 boxes since July 2023, with a 16% growth MoM Additionally, repeat orders from remote and suburban households confirm that our products resonate with customers who value quality but face limited local options. Our growth metrics strongly validate this fit. We have shipped nearly 10,000 boxes since July 2023, with a 16% growth MoM Additionally, repeat orders from remote and suburban households confirm that our products resonate with customers who value quality but face limited local options. The evolution of Atome Bakery Building Atome Bakery has been a journey of adaptation, learning, and iteration. When we started in 2022, our initial focus was a pick-up model for sourdough bread in Vancouver. However, feedback from early customers revealed a broader need: artisan-quality bread that could be delivered to suburban and remote areas where options were limited. This insight drove us to pivot to a direct-to-consumer frozen delivery model, which allowed us to expand our reach significantly. Later, we added pastries like croissants and pain au chocolat to our offering, again prompted by customers’ requests. Each iteration has brought us closer to fulfilling our mission of making high-quality, artisan baked goods accessible to households across North America. Building Atome Bakery has been a journey of adaptation, learning, and iteration. When we started in 2022, our initial focus was a pick-up model for sourdough bread in Vancouver. However, feedback from early customers revealed a broader need: artisan-quality bread that could be delivered to suburban and remote areas where options were limited. This insight drove us to pivot to a direct-to-consumer frozen delivery model, which allowed us to expand our reach significantly. Later, we added pastries like croissants and pain au chocolat to our offering, again prompted by customers’ requests. Each iteration has brought us closer to fulfilling our mission of making high-quality, artisan baked goods accessible to households across North America. Milestones and achievements We’ve won multiple awards, including the Entrepreneurs Abroad Award by the French Executive Circle and the DIVERSEcity Pitch competition, highlighting our diverse team. We were named a Top 3 finalist for the Small Business BC e-commerce experience award in 2024, and won Start up TNT’s Investor competition at Summit X. We are growing! What started as a BC-only delivery service quickly grew to Alberta, State of Washington, Oregon, and now California! We’ve won multiple awards, including the Entrepreneurs Abroad Award by the French Executive Circle and the DIVERSEcity Pitch competition, highlighting our diverse team. We were named a Top 3 finalist for the Small Business BC e-commerce experience award in 2024, and won Start up TNT’s Investor competition at Summit X. We are growing! What started as a BC-only delivery service quickly grew to Alberta, State of Washington, Oregon, and now California! Lessons learned One of our biggest challenges has been scaling operations to meet increasing demand. As orders grew tenfold in 12 months, we faced capacity constraints in production, storage, and logistics. Initially, we underestimated the infrastructure needed to support this growth, which led to delays and operational strain in order to maintain our high standards of quality. Lesson learned : Anticipating growth and investing in scalable systems early is crucial for maintaining efficiency. Lesson learned What Startups of The Year means to us As a company redefining the artisan bakery experience through innovation and accessibility, we’re excited to participate in HackerNoon’s Startups of the Year to celebrate the progress of Atome Bakery and connect with a community of innovators and entrepreneurs. Our mission is to make high-quality, artisan baked goods accessible to more homes, and we see this initiative as an opportunity to amplify our story, showcase our unique approach, and inspire others with our journey. Through this recognition, we hope to gain increased visibility for Atome Bakery, attract potential collaborators, and engage with thought leaders who can offer valuable insights as we continue scaling. We’re also excited to contribute to the shared knowledge within the HackerNoon community by sharing the lessons and strategies that have shaped our growth. Ultimately, we view this initiative as a platform to build meaningful connections that will help propel Atome Bakery to the next level. Conclusion hank you for taking the time to learn about Atome Bakery and our mission to bring high-quality, artisan baked goods to more homes. We’re excited about the opportunities ahead as we continue to innovate, grow, and make an impact in communities across North America. We appreciate your interest and support, and we look forward to building lasting relationships that help us achieve our vision. Let’s bake the future together! Vote for us today! https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 Vote for us today! https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 Vote for us today! https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9 https://hackernoon.com/startups/north-america/north-america-vancouver-bc-canada?stup=66f324a46ea4677e23e222f9

Bringing Artisan Baking to Your Door Step: Interview with SOTY 2024 Nominee, Atome Bakery

Businesses are racing toward smarter operations through AI, automation, and digital transformation. The challenge doesn’t just lie in the adoption of new tech, however, but in doing so at scale. Mahesh Chayel, a Product Management Leader at Meta, has spent his career bridging complex technologies with tangible business outcomes. With over 12 years of experience leading AI-based products across global giants like TripAdvisor, Oracle, and NEC Asia Pacific, Mahesh’s philosophy on innovation and leadership is rooted in continuous learning, transparency, and mentorship. A Versatile Start in Product Leadership Mahesh’s start in product management wasn’t planned. He began his career as a software engineer at Oracle, where he explored diverse roles, including product marketing, analytics, and investment banking. His pivotal moment came through a mentor’s advice: find what you love, and success will follow. For Mahesh, product management proved to be the ideal fusion of creativity, impact, and strategic thinking—there was something special about creating something that he knows can easily impact people’s daily lives and make a real positive change. A top-ranked graduate from India’s Institute of Management (IIM) and MIT Sloan School of Management, Mahesh excelled in several disciplines. This broad foundation gave him the ability to work seamlessly across industries, a skill that would later prove invaluable in global roles spanning India, Singapore, Japan, and the United States. Innovation with AI at Meta and Beyond At Meta, Mahesh plays a key role in the adoption of generative AI and Machine Learning (ML) solutions. He spearheaded the integration of Gen AI into Ads and Monetization—an initiative designed to level the playing field for small enterprises by enabling them to compete with larger companies. These solutions offer small and medium-sized enterprises the same precision in ad targeting as major corporations. Mahesh’s leadership style centers around clarity and trust. “AI isn’t just about efficiency; it’s about making sure people feel in control of the technology they use,” he explains. During his tenure at TripAdvisor, Mahesh introduced ML-driven advertiser bidding, which empowered smaller businesses to optimize their ad spend and boost their return on investment. This fierce commitment to transparency remains a guiding principle in Mahesh’s work at Meta, where establishing trust in AI products is paramount. Challenges in Scaling and Leading in AI Solutions While AI offers transformative potential, scaling these technologies presents unique challenges. Businesses often struggle with aligning AI initiatives across business units, while smaller organizations need low-barrier solutions to unlock automation. Mahesh’s approach to scaling—what he calls a ‘1-to-100’ model—focuses on optimizing proven systems rather than experimenting from scratch. Mahesh emphasizes that AI must change behaviors, not just processes. “Many organizations try to bolt AI onto their workflows without realizing it requires a shift in mindset,” he notes. His experience implementing scalable automation has made him a sought-after speaker at conferences, including the Product Innovation Summit and the MIT India Summit. Mahesh has had to work harder than most to earn recognition in competitive environments. Growing up in a modest middle-class household in India, he initially struggled to find his calling. “People say you need to know what you want early on, but that wasn’t my journey,” he reflects. His experience of excelling across multiple fields—from engineering to marketing—shaped his ability to adapt quickly. These challenges honed his resilience and helped him approach new problems with confidence. This outlook helped Mahesh inspire others to embrace a mindset of growth through exploration. Mentorship in Community Engagement In addition to leading AI initiatives, Mahesh actively mentors aspiring product managers both within Meta and the broader tech community. Whether through LinkedIn or industry events, he imparts practical advice on identifying product-market fit, scaling solutions, and leading complex teams. “Mentorship is about giving sound advice, but it’s also about helping people discover their potential,” he shares. Mahesh has also spoken at prestigious events such as Product-Led Growth and the Singapore International Energy Symposium, covering topics like building scalable ML products and setting new industry standards for AI-enabled enterprises. For Mahesh, knowledge must be shared to drive collective growth. Recognitions and Notable Achievements Mahesh’s expertise has earned him numerous awards, including the Globee Gold Award for thought leadership and the Stevie Gold Award for contributions to product management and marketing. He has also received internal awards such as the ‘Get Shit Done’ award at TripAdvisor for driving significant business growth and the Oracle U-ROC award for his exceptional performance. His professional journey is also marked by academic achievements, including ranking among the top 1,000 of 300,000 candidates in India’s IIM entrance exam and earning a second-place university ranking during his undergraduate studies. Passion as the Driving Force Mahesh’s career is an excellent example of the importance of following one’s passion. His early experiences navigating multiple roles helped him discover what he truly enjoyed. “Once you love what you do, it stops being a job,” he reflects, a philosophy that has driven his professional success. This mindset is something Mahesh actively instills in the people he mentors. He encourages them to explore diverse career paths and pursue continuous learning. His belief that passion fuels excellence has become a cornerstone of his leadership style. A Future Shaped by AI and Automation Mahesh is focused on tackling some of the most complex challenges facing the business world. His vision involves not just deploying AI solutions but also creating scalable frameworks that redefine industry standards. “The future belongs to those who continue evolving,” he says. Mahesh’s ability to adapt and learn positions him at the forefront of the tech world as he shapes the future of AI and automation. He envisions a world where automation enables businesses to operate more efficiently while also enhancing human creativity. Through continuous learning and collaboration with experts, he plans to stay ahead of the curve and keep pushing boundaries. __Mahesh Chayel’__s work shows the transformative potential of AI and automation when applied thoughtfully and at scale. His approach, which is centered around mentorship, continuous learning, and trust, offers a roadmap for tech professionals navigating digital transformation. Businesses might continue to grapple with the complexities of AI adoption, but Mahesh is armed with expertise and insights to provide both inspiration and practical solutions. As he says himself, “Setting a new standard for innovation and leadership in tech—that’s the vision, and one worth working toward.” Businesses are racing toward smarter operations through AI, automation, and digital transformation. The challenge doesn’t just lie in the adoption of new tech, however, but in doing so at scale. Mahesh Chayel , a Product Management Leader at Meta, has spent his career bridging complex technologies with tangible business outcomes. With over 12 years of experience leading AI-based products across global giants like TripAdvisor, Oracle, and NEC Asia Pacific, Mahesh’s philosophy on innovation and leadership is rooted in continuous learning, transparency, and mentorship. Mahesh Chayel Mahesh Chayel A Versatile Start in Product Leadership A Versatile Start in Product Leadership Mahesh’s start in product management wasn’t planned. He began his career as a software engineer at Oracle , where he explored diverse roles, including product marketing, analytics, and investment banking. His pivotal moment came through a mentor’s advice: find what you love, and success will follow. For Mahesh, product management proved to be the ideal fusion of creativity, impact, and strategic thinking—there was something special about creating something that he knows can easily impact people’s daily lives and make a real positive change. Oracle Oracle A top-ranked graduate from India’s Institute of Management (IIM) and MIT Sloan School of Management, Mahesh excelled in several disciplines. This broad foundation gave him the ability to work seamlessly across industries, a skill that would later prove invaluable in global roles spanning India, Singapore, Japan, and the United States. Innovation with AI at Meta and Beyond Innovation with AI at Meta and Beyond At Meta, Mahesh plays a key role in the adoption of generative AI and Machine Learning (ML) solutions. He spearheaded the integration of Gen AI into Ads and Monetization—an initiative designed to level the playing field for small enterprises by enabling them to compete with larger companies. These solutions offer small and medium-sized enterprises the same precision in ad targeting as major corporations. Mahesh’s leadership style centers around clarity and trust. “AI isn’t just about efficiency; it’s about making sure people feel in control of the technology they use,” he explains. During his tenure at TripAdvisor, Mahesh introduced ML-driven advertiser bidding, which empowered smaller businesses to optimize their ad spend and boost their return on investment. This fierce commitment to transparency remains a guiding principle in Mahesh’s work at Meta, where establishing trust in AI products is paramount. Challenges in Scaling and Leading in AI Solutions Challenges in Scaling and Leading in AI Solutions While AI offers transformative potential, scaling these technologies presents unique challenges. Businesses often struggle with aligning AI initiatives across business units, while smaller organizations need low-barrier solutions to unlock automation. Mahesh’s approach to scaling—what he calls a ‘1-to-100’ model—focuses on optimizing proven systems rather than experimenting from scratch. Mahesh emphasizes that AI must change behaviors, not just processes. “Many organizations try to bolt AI onto their workflows without realizing it requires a shift in mindset,” he notes. His experience implementing scalable automation has made him a sought-after speaker at conferences, including the Product Innovation Summit and the MIT India Summit. Mahesh has had to work harder than most to earn recognition in competitive environments. Growing up in a modest middle-class household in India, he initially struggled to find his calling. “People say you need to know what you want early on, but that wasn’t my journey,” he reflects. His experience of excelling across multiple fields—from engineering to marketing—shaped his ability to adapt quickly. These challenges honed his resilience and helped him approach new problems with confidence. This outlook helped Mahesh inspire others to embrace a mindset of growth through exploration. Mentorship in Community Engagement Mentorship in Community Engagement In addition to leading AI initiatives, Mahesh actively mentors aspiring product managers both within Meta and the broader tech community. Whether through LinkedIn or industry events, he imparts practical advice on identifying product-market fit, scaling solutions, and leading complex teams. “Mentorship is about giving sound advice, but it’s also about helping people discover their potential,” he shares. Mahesh has also spoken at prestigious events such as Product-Led Growth and the Singapore International Energy Symposium, covering topics like building scalable ML products and setting new industry standards for AI-enabled enterprises. For Mahesh, knowledge must be shared to drive collective growth. Recognitions and Notable Achievements Recognitions and Notable Achievements Mahesh’s expertise has earned him numerous awards, including the Globee Gold Award for thought leadership and the Stevie Gold Award for contributions to product management and marketing. He has also received internal awards such as the ‘Get Shit Done’ award at TripAdvisor for driving significant business growth and the Oracle U-ROC award for his exceptional performance. Globee Gold Award Globee Gold Award Stevie Gold Award Stevie Gold Award His professional journey is also marked by academic achievements, including ranking among the top 1,000 of 300,000 candidates in India’s IIM entrance exam and earning a second-place university ranking during his undergraduate studies. Passion as the Driving Force Passion as the Driving Force Mahesh’s career is an excellent example of the importance of following one’s passion. His early experiences navigating multiple roles helped him discover what he truly enjoyed. “Once you love what you do, it stops being a job,” he reflects, a philosophy that has driven his professional success. This mindset is something Mahesh actively instills in the people he mentors. He encourages them to explore diverse career paths and pursue continuous learning. His belief that passion fuels excellence has become a cornerstone of his leadership style. A Future Shaped by AI and Automation A Future Shaped by AI and Automation Mahesh is focused on tackling some of the most complex challenges facing the business world. His vision involves not just deploying AI solutions but also creating scalable frameworks that redefine industry standards. “The future belongs to those who continue evolving,” he says. Mahesh’s ability to adapt and learn positions him at the forefront of the tech world as he shapes the future of AI and automation. He envisions a world where automation enables businesses to operate more efficiently while also enhancing human creativity. Through continuous learning and collaboration with experts, he plans to stay ahead of the curve and keep pushing boundaries. __ Mahesh Chayel’ __s work shows the transformative potential of AI and automation when applied thoughtfully and at scale. His approach, which is centered around mentorship, continuous learning, and trust, offers a roadmap for tech professionals navigating digital transformation. Mahesh Chayel’ Businesses might continue to grapple with the complexities of AI adoption, but Mahesh is armed with expertise and insights to provide both inspiration and practical solutions. As he says himself, “Setting a new standard for innovation and leadership in tech—that’s the vision, and one worth working toward.”

Scaling AI and Automation for the Enterprise: Insights from Mahesh Chayel

Škálování umělé inteligence a automatizace pro podniky: Postřehy od Maheshe Chayela

Escalabilidad de la IA y la automatización para la empresa: perspectivas de Mahesh Chayel

Méretezési mesterséges intelligencia és automatizálás a vállalatok számára: Mahesh Chayel betekintése

企業向け AI と自動化の拡張: Mahesh Chayel の洞察

Аж ахуйн нэгжийн хиймэл оюун ухаан ба автоматжуулалтыг өргөжүүлэх: Махеш Чайелаас авсан ойлголтууд

Scalarea inteligenței artificiale și automatizării pentru întreprindere: informații de la Mahesh Chayel

Škálovanie AI a automatizácia pre podnik: Štatistiky od Mahesha Chayela

Kuongeza AI na Uendeshaji Kiotomatiki kwa Biashara: Maarifa kutoka kwa Mahesh Chayel

การปรับขนาด AI และระบบอัตโนมัติสำหรับองค์กร: ข้อมูลเชิงลึกจาก Mahesh Chayel

ስኬሊንግ ኤኣይን ኣውቶማቲክን ንኢንተርፕራይዝ፡ ርድኢታት ካብ ማሄሽ ቻይል

Ölçeg AI we kärhana üçin awtomatlaşdyryş: Maheş Çaýeliň düşündirişleri

Ku ringanisa AI na Otomatiki ya Bindzu: Vutivi ku suka eka Mahesh Chayel

In August 2024, I was working with Manchester Metropolitan University students on my software startup vinr. The project focused on finding cost-effective and efficient ways of marketing a bootstrapped startup in an internet crowded by tech giants. One of the proposals was to trigger a drip campaign after a user signed up for my product. Essentially, this is an automated way to reach your users with welcome emails, offers, recommendations, etc. The emails are scheduled at a frequency that is not too annoying but nurturing. I could have used one of the existing CRM solutions to do this. However, I have had really bad experiences integrating with CRMs such as Marketo and Salesforce when I worked for startups before. I was pretty sure that most CRM tools would feel like using a lathe to fix a small screw, especially considering my simple use case of just drip campaigns. Since I was building a B2B software that businesses use for their operations, I thought, why not include a CRM in it? This way, I could sign up for my own product and "eat my own dog food." So, game on. I started programming an API for creating and deleting contacts remotely. This allowed anyone using the product to call these APIs and manage their contacts (name and email). API keys could be obtained from the UI. Next, I created a collection called campaigns, which could be populated from the UI of my product. {
  "_id": "01JCQHXJDZWEN4E6JKC0752YH9",
  "name": "vinr AI Welcome mail English",
  "contactFilter": "language=en",
  "active": "on",
  "preferredSendTime": "10:00",
  "createdTime": "2024-11-08T00:27:53.034Z",
  "updatedTime": "2024-11-15T09:15:02.700Z",
  "messages": [
    {
      "subject": "Welcome to vinr AI 🚀",
      "sendDay": 0,
      "htmlTemplate": "<html lang=\"en\"></html>"
    }
  ],
  "contacts": [
    {
      "name": "John doe",
      "emailAddress": "john.doe@example.com",
      "hash": "5257447467882cc3514722abb9af36450f465ed47a365b4b578d574172cab08c",
      "createdTime": "2024-11-08T10:00:03.538Z"
    }
  ],
  "activities": []
} You might notice that the contacts field is populated with contacts that are eligible based on the contactFilter criteria. This is done by a CRON which I will explain later. One important step was handling the unsubscribe link. You might have noticed the hash in each email; this hash represents the contact 1:1. I appended an unsubscribe link with this hash. When a user clicks the unsubscribe link at the bottom of the email, a confirmation screen appears, and the contact is removed from both the campaign and the contacts collection, saving us from the fury of the customer. The final step was a CRON job that runs at scheduled intervals, checking for active campaigns with the current preferred send time. The CRON collects eligible contacts based on the filter criteria and inserts them into the campaign. Finally, the campaign triggers the email API. Cool! So, I had everything needed to send an email except the actual method to send it. All that was pending was contacting the AWS folks to get my CRM approved for SES to send bulk emails. After following the process outlined in the SES documentation to move to production, I was able to join the final piece of the puzzle. An API for contacts, a campaign with a mail template and contact filter criteria, a CRON job, and SES integration—tada! This lightweight CRM has automated my previously painful manual efforts. In August 2024, I was working with Manchester Metropolitan University students on my software startup vinr . The project focused on finding cost-effective and efficient ways of marketing a bootstrapped startup in an internet crowded by tech giants. One of the proposals was to trigger a drip campaign after a user signed up for my product. Essentially, this is an automated way to reach your users with welcome emails, offers, recommendations, etc. The emails are scheduled at a frequency that is not too annoying but nurturing. vinr I could have used one of the existing CRM solutions to do this. However, I have had really bad experiences integrating with CRMs such as Marketo and Salesforce when I worked for startups before. I was pretty sure that most CRM tools would feel like using a lathe to fix a small screw, especially considering my simple use case of just drip campaigns. Since I was building a B2B software that businesses use for their operations, I thought, why not include a CRM in it? This way, I could sign up for my own product and "eat my own dog food." So, game on. I started programming an API for creating and deleting contacts remotely. This allowed anyone using the product to call these APIs and manage their contacts (name and email). API keys could be obtained from the UI. Next, I created a collection called campaigns , which could be populated from the UI of my product. campaigns {
  "_id": "01JCQHXJDZWEN4E6JKC0752YH9",
  "name": "vinr AI Welcome mail English",
  "contactFilter": "language=en",
  "active": "on",
  "preferredSendTime": "10:00",
  "createdTime": "2024-11-08T00:27:53.034Z",
  "updatedTime": "2024-11-15T09:15:02.700Z",
  "messages": [
    {
      "subject": "Welcome to vinr AI 🚀",
      "sendDay": 0,
      "htmlTemplate": "<html lang=\"en\"></html>"
    }
  ],
  "contacts": [
    {
      "name": "John doe",
      "emailAddress": "john.doe@example.com",
      "hash": "5257447467882cc3514722abb9af36450f465ed47a365b4b578d574172cab08c",
      "createdTime": "2024-11-08T10:00:03.538Z"
    }
  ],
  "activities": []
} {
  "_id": "01JCQHXJDZWEN4E6JKC0752YH9",
  "name": "vinr AI Welcome mail English",
  "contactFilter": "language=en",
  "active": "on",
  "preferredSendTime": "10:00",
  "createdTime": "2024-11-08T00:27:53.034Z",
  "updatedTime": "2024-11-15T09:15:02.700Z",
  "messages": [
    {
      "subject": "Welcome to vinr AI 🚀",
      "sendDay": 0,
      "htmlTemplate": "<html lang=\"en\"></html>"
    }
  ],
  "contacts": [
    {
      "name": "John doe",
      "emailAddress": "john.doe@example.com",
      "hash": "5257447467882cc3514722abb9af36450f465ed47a365b4b578d574172cab08c",
      "createdTime": "2024-11-08T10:00:03.538Z"
    }
  ],
  "activities": []
} You might notice that the contacts field is populated with contacts that are eligible based on the contactFilter criteria. This is done by a CRON which I will explain later. contacts contactFilter One important step was handling the unsubscribe link. You might have noticed the hash in each email; this hash represents the contact 1:1. I appended an unsubscribe link with this hash. When a user clicks the unsubscribe link at the bottom of the email, a confirmation screen appears, and the contact is removed from both the campaign and the contacts collection, saving us from the fury of the customer. contacts The final step was a CRON job that runs at scheduled intervals, checking for active campaigns with the current preferred send time. The CRON collects eligible contacts based on the filter criteria and inserts them into the campaign. Finally, the campaign triggers the email API. Cool! So, I had everything needed to send an email except the actual method to send it. All that was pending was contacting the AWS folks to get my CRM approved for SES to send bulk emails. After following the process outlined in the SES documentation to move to production, I was able to join the final piece of the puzzle. An API for contacts, a campaign with a mail template and contact filter criteria, a CRON job, and SES integration—tada! This lightweight CRM has automated my previously painful manual efforts.

How I Built a Lightweight CRM to Automate Drip Campaigns for My Startup

Don't spend your time doing work a well-trained monkey could do | From automate the boring stuff with python book Automation is not a replacement for our workforce; it presents an opportunity to embrace agility in a constantly evolving digital society. Considering network engineers' numerous tedious tasks each week, automation becomes a crucial ingredient for success. Beyond the hype and rankings, Python has emerged as the de facto language for automation. Its elegant syntax and versatility have led to the creation of amazing tools. What is Cisco PyATS pyATS, which stands for Python Automated Test System, was developed by Cisco Systems to automate testing and validate networks. It is often called a "Swiss Army knife" due to its ability to perform a wide range of tasks beyond conventional expectations. In addition to automated testing, pyATS supports network configuration testing and updates,... Language: Python, it is oriented for DevOps and NetDevOps


Typical usage: Network configuration tests, anomaly detection, connectivity validation…


Objective: Automating network tests and validation by providing a modular and extensible environment.
Main modules


PyATS: the main framework for automated tests.


Genie: Collection of automation libraries for configuring, analyzing, and verifying network data. PyATS is a big ecosystem of innovations where we can do amazing and it goes beyond Cisco environments! How to install pyATS quickly on Windows Subsystem for Linux ( Ubuntu 24.04 LTS) The best way to install pyATS is to create a Python virtual environment and this is the quickest way to do it by observing the capture below installing pyATS To install Genie the process is the same! Checking the installation PyATS and Genie are installed with their packages. Verifying PyATS versions pyats version check After running the command we see the version,pyATS is properly installed and we can achieve amazing things we want. Key concepts to know about pyATS What makes pyATS unique is its abstraction, and to understand it better, you need to engage with these abstractions! Testbed: This is the representation of network environments. A YAML file describes devices, their roles, and IP addresses, and here is how it looks when the file is written.
# Step 0: list of devices
devices:
  iosxr1:
    # Step 1: OS and Type
    type: iosxr-Prod
    os: iosxr
    # Step 2: credentials
    credentials:
      default:
        username: admin
        password: Hacker@204k
    # Step 3: connection parameters
    connections:
      vty:
        protocol: ssh
        ip: test-mgmt.talesoftechnology.com
        port: 8080 Test scripts: python scripts that contain all instructions for every test.
Parsers: with an impressive library and over 1500 parsers, Genie expertly converts raw text into structured text.
Triggers: they enable specific automated actions, in response to events, in other words, they are similar to webhooks. Main features and use cases States comparison: network comparison state before and after a change or update.
Report and journaling: it generates test reports and detailed logs for every
Multi-environment execution: it is compatible with physical and virtual environments. Practical use cases State validation: Compare the configuration status of a device before and after a change to ensure there is no configuration drift.
Anomaly detection: Automate the identification of anomalies in device configurations or states.
Connectivity Test: Use ping or traceroute commands to check connectivity between devices Conclusion Now you know how to install pyATS using the Windows Subsystem for Linux, and you don’t need a lengthy guide! You understand the basic concepts; even though pyATS can seem abstract, the best way to grasp it is through interaction with various abstractions. Automation is essential for agility today, you don’t have to reinvent the wheel with tedious tasks. With pyATS, you can save time and   reduce stress compared to handling  everything manually. In the next article, you will learn how to create a testbed, and we will demystify pyATS, it’s not as hard as you think! Don't spend your time doing work a well-trained monkey could do | From automate the boring stuff with python book Don't spend your time doing work a well-trained monkey could do | From automate the boring stuff with python book Automation is not a replacement for our workforce; it presents an opportunity to embrace agility in a constantly evolving digital society. Considering network engineers' numerous tedious tasks each week, automation becomes a crucial ingredient for success. Beyond the hype and rankings, Python has emerged as the de facto language for automation. Its elegant syntax and versatility have led to the creation of amazing tools. Python Python What is Cisco PyATS pyATS , which stands for Python Automated Test System, was developed by Cisco Systems to automate testing and validate networks. It is often called a "Swiss Army knife" due to its ability to perform a wide range of tasks beyond conventional expectations. In addition to automated testing, pyATS supports network configuration testing and updates,... pyATS pyATS Language: Python, it is oriented for DevOps and NetDevOps Typical usage: Network configuration tests, anomaly detection, connectivity validation… Objective: Automating network tests and validation by providing a modular and extensible environment.
Main modules PyATS: the main framework for automated tests. Genie: Collection of automation libraries for configuring, analyzing, and verifying network data. Language: Python, it is oriented for DevOps and NetDevOps Language : Python, it is oriented for DevOps and NetDevOps Language Typical usage: Network configuration tests, anomaly detection, connectivity validation… Typical usage : Network configuration tests, anomaly detection, connectivity validation… Typical usage Objective: Automating network tests and validation by providing a modular and extensible environment. Main modules Objective : Automating network tests and validation by providing a modular and extensible environment. Objective Main modules PyATS: the main framework for automated tests. PyATS : the main framework for automated tests. PyATS Genie: Collection of automation libraries for configuring, analyzing, and verifying network data. Genie : Collection of automation libraries for configuring, analyzing, and verifying network data. Genie PyATS is a big ecosystem of innovations where we can do amazing and it goes beyond Cisco environments! PyATS is a big ecosystem of innovations where we can do amazing and it goes beyond Cisco environments! PyATS is a big ecosystem of innovations where we can do amazing and it goes beyond Cisco environments! How to install pyATS quickly on Windows Subsystem for Linux ( Ubuntu 24.04 LTS) The best way to install pyATS is to create a Python virtual environment and this is the quickest way to do it by observing the capture below installing pyATS To install Genie the process is the same! Genie Genie Checking the installation PyATS and Genie are installed with their packages. Verifying PyATS versions pyats version check pyats version check After running the command we see the version,pyATS is properly installed and we can achieve amazing things we want. Key concepts to know about pyATS What makes pyATS unique is its abstraction, and to understand it better, you need to engage with these abstractions! Testbed: This is the representation of network environments. A YAML file describes devices, their roles, and IP addresses, and here is how it looks when the file is written.
# Step 0: list of devices
devices:
  iosxr1:
    # Step 1: OS and Type
    type: iosxr-Prod
    os: iosxr
    # Step 2: credentials
    credentials:
      default:
        username: admin
        password: Hacker@204k
    # Step 3: connection parameters
    connections:
      vty:
        protocol: ssh
        ip: test-mgmt.talesoftechnology.com
        port: 8080 Testbed: This is the representation of network environments. A YAML file describes devices, their roles, and IP addresses, and here is how it looks when the file is written. # Step 0: list of devices
devices:
  iosxr1:
    # Step 1: OS and Type
    type: iosxr-Prod
    os: iosxr
    # Step 2: credentials
    credentials:
      default:
        username: admin
        password: Hacker@204k
    # Step 3: connection parameters
    connections:
      vty:
        protocol: ssh
        ip: test-mgmt.talesoftechnology.com
        port: 8080 Testbed : This is the representation of network environments. A YAML file describes devices, their roles, and IP addresses, and here is how it looks when the file is written. Testbed # Step 0: list of devices
devices:
  iosxr1:
    # Step 1: OS and Type
    type: iosxr-Prod
    os: iosxr
    # Step 2: credentials
    credentials:
      default:
        username: admin
        password: Hacker@204k
    # Step 3: connection parameters
    connections:
      vty:
        protocol: ssh
        ip: test-mgmt.talesoftechnology.com
        port: 8080 # Step 0: list of devices
devices:
  iosxr1:
    # Step 1: OS and Type
    type: iosxr-Prod
    os: iosxr
    # Step 2: credentials
    credentials:
      default:
        username: admin
        password: Hacker@204k
    # Step 3: connection parameters
    connections:
      vty:
        protocol: ssh
        ip: test-mgmt.talesoftechnology.com
        port: 8080 Test scripts: python scripts that contain all instructions for every test. Parsers: with an impressive library and over 1500 parsers, Genie expertly converts raw text into structured text. Triggers: they enable specific automated actions, in response to events, in other words, they are similar to webhooks. Test scripts : python scripts that contain all instructions for every test. Test scripts Parsers: with an impressive library and over 1500 parsers, Genie expertly converts raw text into structured text. Parsers: Triggers : they enable specific automated actions, in response to events, in other words, they are similar to webhooks. Triggers Main features and use cases States comparison: network comparison state before and after a change or update. Report and journaling: it generates test reports and detailed logs for every Multi-environment execution: it is compatible with physical and virtual environments. States comparison : network comparison state before and after a change or update. States comparison Report and journaling : it generates test reports and detailed logs for every Report and journaling Multi-environment execution : it is compatible with physical and virtual environments. Multi-environment execution Practical use cases State validation: Compare the configuration status of a device before and after a change to ensure there is no configuration drift. Anomaly detection: Automate the identification of anomalies in device configurations or states. Connectivity Test: Use ping or traceroute commands to check connectivity between devices State validation : Compare the configuration status of a device before and after a change to ensure there is no configuration drift. State validation Anomaly detection : Automate the identification of anomalies in device configurations or states. Anomaly detection Connectivity Test : Use ping or traceroute commands to check connectivity between devices Connectivity Test Conclusion Now you know how to install pyATS using the Windows Subsystem for Linux, and you don’t need a lengthy guide! You understand the basic concepts; even though pyATS can seem abstract, the best way to grasp it is through interaction with various abstractions. Automation is essential for agility today, you don’t have to reinvent the wheel with tedious tasks. With pyATS, you can save time and   reduce stress compared to handling  everything manually. In the next article, you will learn how to create a testbed, and we will demystify pyATS, it’s not as hard as you think!

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