# mentoring Published articles for mentoring. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Reconnecting with the heart of open source: Highlights from our 2026 GSoC India tour DevFeed: [Reconnecting with the heart of open source: Highlights from our 2026 GSoC India tour]() Original publisher: [Read original article]() Author: Google Open Source (noreply@blogger.com) Published: 2026-09-17T18:30:00Z Content type: article Language: en Sources: [Google Open Source Blog]() Topics: [Open Source](), [Developer Events](), [Maintainers](), [Learning](), [pull-requests](), [systems]() Tags: [community](), [developer](), [developer-events](), [developers](), [events](), [google-summer-of-code](), [gsoc](), [maintainers](), [mentor](), [mentoring](), [mentorship](), [open-source]() ### AI overview Google's 2026 GSoC India tour brought together contributors, mentors, and open source maintainers in Bengaluru and Delhi. The article highlights how mentorship helps developers tackle difficult codebases, grow into community leaders, and build local open source ecosystems, while discussing the continuing importance of human context and maintainer attention in an AI-assisted world. ### Source excerpt by Mary Radomile, Stephanie Taylor & amanda casari, OSPO For over twenty years, Google Summer of Code (GSoC) has welcomed new developers into open source by pairing them with experienced mentors on real projects. This spirit is especially vibrant in India, which is home to more than 55% of all global GSoC participants over the last decade. This July, our team traveled across Bengaluru and Delhi to host a series of developer events and debut our first-ever GSoC Alumni CAMP, bringing together members of India's vibrant GSoC alumni community. We engaged directly with current and former GSoC Contributors, Mentors, and project maintainers, experiencing firsthand the passion and energy of the Indian developer ecosystem. Community stories: Learning to think and lead as an engineer In both Bengaluru and Delhi, a highlight of the trip was hearing directly how open source and GSoC have fundamentally changed how developers think and work. For many attendees, having a dedicated open source mentor through GSoC took the fear out of tackling new and intimidating codebases. One former participant told us they almost walked away from a distributed storage project because it felt too overwhelming: "Storage systems felt impossible. But great mentors taught me how to think, not just how to code." Another echoed that shift in perspective: "Why am I spending so much time thinking rather than coding? Then I realized that building products is actually about thinking more than coding. GSoC taught me to think like an engineer." That shift in mindset turns first-time contributors into long-term open source community leaders. We met one developer who submitted their very first pull request in 2023, started mentoring in 2024, and is now a lead maintainer for a major open source Android app. We also saw how new contributors to global projects can spark entire local ecosystems--like the Indian compiler community, which started with a few GSoC alumni and has rapidly grown into a 3,500+ member netwo ## What running a Senior Software Engineer Cohort Taught Me DevFeed: [What running a Senior Software Engineer Cohort Taught Me]() Original publisher: [Read original article]() Author: Hemant Pandey Published: 2026-08-23T13:40:11Z Content type: opinion Language: en Sources: [The Hustling Engineer]() Topics: [Software](), [coding]() Tags: [learnings](), [mentoring](), [software](), [software-engineer]() ### AI overview An account of lessons learned from mentoring more than 60 software engineers. ### Source excerpt My learnings after mentoring 60+ Software Engineers ## Hacking Workshop for September 2026 DevFeed: [Hacking Workshop for September 2026]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2026-07-31T15:09:42Z Content type: news Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Code]() Tags: [2026](), [announce](), [code](), [examples](), [mentoring](), [postgresql](), [september-2026](), [sessions](), [sign-up](), [talk](), [workshop]() ### AI overview This announcement invites readers to a September 2026 Hacking Workshop featuring David Rowley discussing hot-path code optimization and tuple deformation. Participants are asked to watch the talk beforehand and join a session with questions. ### Source excerpt I'm pleased to announce that David Rowley will be joining us in September to discuss his talk Optimizing code in the hot path; with examples from tuple deformation. If you're interesting in joining us, please sign up using this form and I will send you an invite to one of the sessions. As always, thanks to David for agreeing to join the sessions. Read more " ## From Campus to Community Part 4: How Academia Plugs In DevFeed: [From Campus to Community Part 4: How Academia Plugs In]() Original publisher: [Read original article]() Author: Nithya Ruff Published: 2026-07-28T13:37:36Z Content type: article Language: en Sources: [Linux Foundation - Blog]() Topics: [Open Source](), [linux foundation](), [Linux](), [Kernel](), [Maintainers]() Tags: [linux](), [linux-foundation](), [maintainers](), [mentoring](), [open-source]() ### AI overview This fourth and final article in a Linux Foundation series explains how students can enter the open-source ecosystem through programs including LFX Mentorship, Linux Kernel Mentorship, and Google Summer of Code. It highlights practical contributions, mentorship, and preparation before applications open. ### Source excerpt This is a series from Linux Foundation Board Chair, Nithya Ruff. Read Part One, Part Two and Part Three. ## BeSA Cohort 10 | Everything you need to know DevFeed: [BeSA Cohort 10 | Everything you need to know]() Original publisher: [Read original article]() Author: Prasad Rao Published: 2026-07-23T18:55:57Z Content type: article Language: en Sources: [Big Tech Careers]() Topics: [Amazon Web Services](), [Artificial Intelligence](), [AI Agent](), [Cloud](), [Tech Careers](), [Serverless]() Tags: [agentic-ai](), [ai-agent](), [aws](), [free](), [mentoring](), [production](), [workshops]() ### AI overview This article explains BeSA Cohort 10, a free six-week mentoring program for people pursuing cloud and AI careers. The cohort focuses on taking agentic AI systems from proof of concept to production on AWS, covering production readiness, security, observability, governance, customer discussions, and weekly hands-on AWS Workshops. ### Source excerpt Free. Six weeks. Agentic AI from POC to production on AWS ## 5 lessons I learned from Trillion Dollar Coach DevFeed: [5 lessons I learned from Trillion Dollar Coach]() Original publisher: [Read original article]() Author: Dr Milan Milanović Published: 2026-07-16T15:01:13Z Content type: opinion Language: en Sources: [Tech World With Milan Newsletter]() Topics: [trust](), [Google]() Tags: [book](), [coaching](), [engineering](), [manager](), [mentoring](), [story](), [team](), [trust]() ### AI overview The author reflects on lessons from "Trillion Dollar Coach," focusing on trust before task execution, quick decision-making, and prioritizing people's well-being. The article connects these ideas to coaching and engineering teams. ### Source excerpt No matter how successful you are, coaching can add value ## Hacking Workshop for June/July 2026 DevFeed: [Hacking Workshop for June/July 2026]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2026-06-02T18:36:18Z Content type: news Language: en Sources: [Robert Haas]() Topics: [Hacking](), [PostgreSQL](), [IO](), [observability]() Tags: [2026](), [announce](), [hacking](), [io](), [mentoring](), [observability](), [postgresql](), [sessions](), [sign-up]() ### AI overview The June/July 2026 PostgreSQL Hacking Workshop will feature Melanie Plageman discussing her talk "Additional IO Observability in Postgres with pg_stat_io." Interested participants can sign up to receive an invitation. ### Source excerpt I was hoping to usual resume the monthly cadence of hacking workshops in June, but it didn't quite happen, largely due to being a little exhausted after pgconf.dev. But, I'm pleased to announce that Melanie Plageman will be joining us to discuss her talk Additional IO Observability in Postgres with pg_stat_io. If you're interesting in joining us, please sign up using this form and I will send you an invite to one of the sessions. As always, thanks to Melanie for joining us.Read more " ## The Journey Begins: Meet the 2026 GSoC Contributors! DevFeed: [The Journey Begins: Meet the 2026 GSoC Contributors!]() Original publisher: [Read original article]() Author: Google Open Source (noreply@blogger.com) Published: 2026-04-30T18:30:00Z Content type: news Language: en Sources: [Google Open Source Blog]() Topics: [Google](), [Open Source](), [Development]() Tags: [2026](), [community](), [contributors](), [google-summer-of-code](), [gsoc](), [mentoring](), [open-source](), [program](), [student-programs]() ### AI overview Google Summer of Code welcomes its 1,141 contributors for 2026. The article reports 15,245 applicants from 131 countries, 23,371 proposals, 184 mentoring organizations, and more than 2,000 mentors and organization administrators. It also describes the 3.5-week Community Bonding period before coding begins on May 25. ### Source excerpt by Stephanie Taylor, Mary Radomile & Lucila Ortíz, Google Summer of Code A warm welcome to the 1,141 Contributors of Google Summer of Code (GSoC) 2026! We are excited to start this new edition alongside our 184 mentoring orgs. Organizations reviewed a record-breaking 23,371 proposals to find the best matches for their communities. 2026 Application Statistics: 15,245 applicants from 131 countries submitting a total of 23,371 proposals Over 2,000 mentors and org admins What's Next? Before the first line of code is written, there is Community Bonding. This 3.5-week GSoC tradition is about more than just tool configuration; it's about immersion. It's a dedicated space for Contributors to master the codebase, align with community standards, and understand the 'why' behind their projects. By the time the coding period begins, every Contributor is ready to turn project fundamentals into real-world impact. The official coding period begins on May 25. For our contributors, this period represents a deep dive into collaborative development, offering the chance to learn new tools and contribute to the heartbeat of open source projects. Thank you, Mentors! Finally, we want to express our deepest gratitude to our phenomenal Mentors and Org Admins. As AI profoundly shifts the landscape of open source communities, GSoC is no exception. Your patience, grit, and tireless volunteer efforts are the heartbeat of this program, ensuring its continued success as we welcome a new generation of contributors into the open source ecosystem. ## Hacking Workshop for April/May 2026 DevFeed: [Hacking Workshop for April/May 2026]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2026-03-18T19:47:00Z Content type: opinion Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Hacking]() Tags: [2026](), [conference](), [event](), [hacking](), [mentoring](), [postgresql](), [workshop]() ### AI overview The author plans a combined April and May hacking workshop covering Masahiko Sawada's PGCon 2022 talk, "Breaking away from FREEZE and Wraparound." Interested participants can sign up to receive an invitation. The post also mentions PGConf.dev 2026, scheduled for May 19-22 at Simon Fraser University in Vancouver, Canada. ### Source excerpt I'm planning to hold a single hacking workshop for April and May combined, covering Masahiko Sawada's talk, Breaking away from FREEZE and Wraparound, given at PGCon 2022. If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Thanks to Sawada-san for agreeing to join us. Read more " ## Hacking Workshop for March 2026 DevFeed: [Hacking Workshop for March 2026]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2026-02-19T02:43:00Z Content type: article Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Development]() Tags: [2026](), [development](), [event](), [mentoring](), [postgresql](), [workshop]() ### AI overview An announcement for a March 2026 hacking workshop featuring two or three discussions of Tomas Vondra's talk "Performance Archaeology," with sessions intended for people interested in PostgreSQL development and existing PostgreSQL hackers. ### Source excerpt For next month's hacking workshop, I'm scheduling 2 or 3 discussions of Tomas Vondra's talk, Performance Archaeology, given at 2024.PGConf.EU. If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Thanks as always to Tomas for agreeing to attend the sessions. Read more " ## Two Engineers, One Mentoring Story: Why Both Sides Win DevFeed: [Two Engineers, One Mentoring Story: Why Both Sides Win]() Original publisher: [Read original article]() Author: Mila Kirova Published: 2026-01-27T14:05:40Z Content type: opinion Language: en Sources: [FreeAgent]() Topics: [Learning](), [Rails](), [Ruby]() Tags: [blog](), [career-progression](), [careers](), [culture](), [development](), [experience](), [insights](), [mentoring](), [rails](), [ruby]() ### AI overview FreeAgent engineers Carme and Mila discuss their three-year mentoring relationship, including how Carme strengthened her Ruby and Rails knowledge through guided study, practical exercises, and increasingly self-directed learning. ### Source excerpt We are Carme and Mila, both software engineers at FreeAgent, where we collaborate as mentee and mentor. In this blog we interview each other about our mentoring relationship. We're hoping that our experience is universal and sharing our insights will be useful to anyone who is interested in mentoring. If you like what you read, [...] ## Hacking Workshop for February 2026 DevFeed: [Hacking Workshop for February 2026]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2026-01-15T18:26:00Z Content type: article Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Process]() Tags: [2026](), [hacking](), [mentoring](), [postgresql](), [workshop]() ### AI overview A February 2026 hacking workshop will host two or three small-group discussions about Amit Langote's talk, "Hacking Postgres Executor For Performance," presented at PGConf India 2025. Participants can discuss PostgreSQL technology, project choices, and the community patch process with the speaker. ### Source excerpt For next month, I'm scheduling 2 or 3 discussions of Amit Langote's talk, Hacking Postgres Executor For Performance, given at PGConf India 2025. If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Thanks to Amit for agreeing to attend the sessions.Read more " ## Making time: Space to think, build, and create (or, This Shit is Fun!) DevFeed: [Making time: Space to think, build, and create (or, This Shit is Fun!)]() Original publisher: [Read original article]() Published: 2025-12-08T00:00:00Z Content type: article Language: en Sources: [Chainguard: Unchained]() Topics: [chainguard](), [Google](), [ibm](), [Open Source](), [GitHub]() Tags: [chainguard](), [chainguard-culture](), [chainguard-engineering](), [chainguard-engineering-culture](), [engineering](), [engineering-culture](), [github](), [innovation](), [making-time](), [mentoring](), [projects](), [prototypes](), [work]() ### AI overview The article describes Chainguard's "Making Time," a lightly structured program that gives engineers protected time for self-directed, strategic work outside the immediate product roadmap. It explains how similar programs at IBM and Google supported innovation and presents Chainguard's approach as a way to encourage prototyping, technical improvements, documentation review, mentoring, and long-term engineering impact. ### Source excerpt See how we give engineers protected space for self-directed, high-impact work; boosting innovation and improving engineering morale. ## The Future of the PostgreSQL Hacking Workshop DevFeed: [The Future of the PostgreSQL Hacking Workshop]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2025-12-04T18:58:00Z Content type: opinion Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Development](), [aio]() Tags: [2025](), [2026](), [conferences](), [discord](), [mentoring](), [postgresql](), [talks](), [videos](), [workshop]() ### AI overview The PostgreSQL Hacking Workshop will take a break in December 2025, and its future schedule is uncertain because finding enough suitable online talks has become difficult. The series may occur less frequently or use panel discussions, with a talk on AIO planned for January 2026. ### Source excerpt The PostgreSQL Hacking Workshop will be taking a well-earned Christmas break in December of 2025. The future of the workshop is a little bit unclear, because I'm continuing to have a bit of trouble finding enough good talks online to justify doing one per month: the best source of talks for the event is pgconf.dev, but not all of those talks are about hacking on PostgreSQL, and not all of those that are about hacking are equally interesting to potential attendees. Also, we've already eaten through much of the backlog of older hacking-related talks that are posted online. Many conferences have few hacking-related talks, or just don't post any videos (which are expensive and time-consuming to produce). Read more " ## Class in Session: Chainguard Contributes to the Higher Education Community DevFeed: [Class in Session: Chainguard Contributes to the Higher Education Community]() Original publisher: [Read original article]() Published: 2025-10-28T00:00:00Z Content type: article Language: en Sources: [Chainguard: Unchained]() Topics: [chainguard](), [open-source-security](), [supply-chain-security](), [Security & Privacy](), [Security](), [Digital Public Good]() Tags: [carnegie-mellon-chainguard](), [chainguard](), [chainguard-containers](), [chainguard-containers-universities](), [chainguard-higher-ed](), [chainguard-libraries](), [cmu-cyberlabs](), [cmu-venturelabs](), [collaboration](), [community](), [cybersecurity-maturity-model-certification](), [education](), [mentoring](), [open-source-security](), [research](), [secure-by-default](), [software-supply-chain]() ### AI overview Chainguard has joined Carnegie Mellon University's CyLab Venture Network as a Startup Partner. The partnership will connect Chainguard with cybersecurity researchers, students, and entrepreneurs through mentorship, research, knowledge sharing, and projects focused on open source security, software supply chain transparency, and secure-by-default container infrastructure. ### Source excerpt Catch up on what Chainguard is doing with higher education institutions to advance open source security and build the next generation of innovation. ## Hacking Workshop for November 2025 DevFeed: [Hacking Workshop for November 2025]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2025-10-16T13:36:00Z Content type: news Language: en Sources: [Robert Haas]() Topics: [Scalability]() Tags: [mentoring](), [postgresql](), [scalability]() ### AI overview The article announces two or three November discussions about Matthias van de Meent's talk on improving scalability and reducing overhead in shared memory. Participants can sign up to receive an invitation. ### Source excerpt For next month, I'm scheduling 2 or 3 discussions of Matthias van de Meent's talk, Improving scalability; Reducing overhead in shared memory, given at 2025.pgconf.dev (talk description here). If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Thanks to Matthias for agreeing to attend the sessions, and to Melanie Plageman for agreeing to serve as host. (I normally host, but am taking a month off. We will also skip December due to the end-of-year holidays.) ## How 1-1s make your life easier as a Tech Lead DevFeed: [How 1-1s make your life easier as a Tech Lead]() Original publisher: [Read original article]() Author: Anemari Fiser Published: 2025-09-17T11:58:54Z Content type: opinion Language: en Sources: [Level up as a Tech Lead]() Topics: [Tech Lead](), [ide]() Tags: [coaching](), [communication](), [delegation](), [mentoring](), [team](), [tech-lead](), [time](), [trust]() ### AI overview This opinion article explains how regular one-on-one meetings can help Tech Leads identify blockers, improve communication, delegate work, build trust, and mentor team members. It argues that investing in these conversations can reduce misalignment and make the leader's work easier over time. ### Source excerpt Save yourself from surprises, misalignments, and unnecessary drama. ## Hacking Workshop for October 2025 DevFeed: [Hacking Workshop for October 2025]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2025-09-12T13:25:00Z Content type: article Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Development]() Tags: [2025](), [mentoring](), [postgresql](), [workshop]() ### AI overview An October 2025 workshop will host two or three discussions of Thomas Munro's talk on investigating multithreaded PostgreSQL. Participants of all experience levels are invited, and attendees will receive a session invitation after signing up. ### Source excerpt Next month, I'll be hosting 2 or 3 discussions of Thomas Munro's talk, Investigating Multithreaded PostgreSQL, given at 2025.pgconf.dev (talk description here). If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Thanks to Thomas for agreeing to attend the sessions. As usual, nobody is too inexperienced to join us, and nobody is too experienced. We have everyone from total newcomers to interested committers. ## Hacking Workshop for September 2025 DevFeed: [Hacking Workshop for September 2025]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2025-08-14T15:24:00Z Content type: article Language: en Sources: [Robert Haas]() Topics: [Development](), [C](), [cpu](), [PostgreSQL]() Tags: [2025](), [c](), [cpu](), [mentoring](), [postgresql](), [workshop]() ### AI overview The author announces two or three September discussions of David Rowley's talk, "Writing fast C code for a modern CPU (and applying it to PostgreSQL)," presented at 2025.pgconf.dev. Interested participants can sign up to receive an invitation. ### Source excerpt Next month, I'll be hosting 2 or 3 discussions of David Rowley's talk, Writing fast C code for a modern CPU (and applying it to PostgreSQL), given at 2025.pgconf.dev (talk description here). If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Thanks to David for agreeing to attend the sessions. As usual, nobody is too inexperienced to join us, and nobody is too experienced. We have everyone from total newcomers to interested committers. ## One Year of Hacking Workshops DevFeed: [One Year of Hacking Workshops]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2025-07-17T20:24:00Z Content type: article Language: en Sources: [Robert Haas]() Topics: [Hacking](), [PostgreSQL]() Tags: [hacking](), [mentoring](), [postgresql](), [workshops]() ### AI overview Robert Haas reviews the first year of PostgreSQL Hacking Workshops, covering participation, recurring attendance, speaker involvement, discussion quality, and opportunities to attract more newcomers. ### Source excerpt I started running PostgreSQL Hacking Workshops just about one year ago, and I've run one each month, except for May, when we had pgconf.dev. Signups are now open for August, if you're interested in joining us for a discussion of Peter Geoghan's talk on Multidimensional search strategies for composite B-Tree indexes, but I'd also like to take a few minutes to summarize where we are after one year of hacking workshops, both the good and the maybe not quite as good. So here goes. Read more " ## PostgreSQL Hacking + Patch Review Workshops for July 2025 DevFeed: [PostgreSQL Hacking + Patch Review Workshops for July 2025]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2025-06-19T18:01:00Z Content type: news Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Development]() Tags: [2025](), [mentoring](), [postgresql](), [workshops]() ### AI overview The article announces July 2025 PostgreSQL patch review workshops and planned discussions of Tomas Vondra's talk on fast-path locking improvements in PG18. Participants can sign up for sessions and collaborate in teams on patch reviews. ### Source excerpt Next month, I'll be hosting 2 or 3 discussions of Tomas Vondra's talk, Fast-path locking improvements in PG18, given at 2025.pgconf.dev (talk description here). If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Thanks to Tomas for agreeing to attend the sessions. We'll have plenty more 2025.pgconf.dev talks on the schedule in future months, as well! As usual, nobody is too inexperienced to join us, and nobody is too experienced. We have everyone from total newcomers to interested committers. Read more " ## Hacking Workshop for June 2025 DevFeed: [Hacking Workshop for June 2025]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2025-05-19T12:00:00Z Content type: article Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [meetings](), [zoom]() Tags: [meetings](), [mentoring](), [postgresql](), [sessions](), [sign-up](), [workshop](), [zoom]() ### AI overview An upcoming workshop will host two or three Zoom discussions of Masahiko Sawada's talk on using Adaptive Radix Trees to speed up PostgreSQL vacuuming. Participants are asked to watch the talk beforehand and sign up to receive an invitation. ### Source excerpt Next month, I'll be hosting 2 or 3 discussions of Masahiko Sawada's talk, PostgreSQL meets ART - Using Adaptive Radix Tree to speed up vacuuming, from 2024.pgconf.dev. If you're interested in joining us, please sign up using this form and I will send you an invite to one of the sessions. Read more " ## Practical Considerations for Advancing AI Collaboration in Software Development DevFeed: [Practical Considerations for Advancing AI Collaboration in Software Development]() Original publisher: [Read original article]() Author: Peter Lawrey (noreply@blogger.com) Published: 2025-05-15T19:35:00Z Content type: opinion Language: en Sources: [Vanilla Java]() Topics: [Artificial Intelligence](), [AI Development](), [Development](), [Prompt Engineering](), [Software Engineering]() Tags: [ai](), [challenges](), [collaboration](), [development](), [evaluation](), [info](), [maintainability](), [mentoring](), [opinion](), [practical]() ### AI overview This article examines practical considerations for collaborating with AI in software development. It argues for human oversight, stronger documentation and context, critical evaluation of probabilistic outputs, diverse model use, and awareness of deskilling, ethical, intellectual-property, and software-economics risks. ### Source excerpt TL;DR Human-in-the-loop is essential; AI offers probability, not certainty. AI excels at word-smithing, so spend more time on documentation and context. Leverage diverse AI models for varied research, improvements, and analysis. Be wary of deskilling: if AI makes a task trivial, agents may soon replace it. You should feel like you are testing the boundaries of what AI is capable of for at least some tasks. The Problem AI's proficiency in handling routine coding allows human engineers to dedicate more time to strategic activities such as system design, architectural planning, intricate requirement elicitation, and the rigorous evaluation of application performance across multifaceted metrics. Tools often amplify underlying behaviours and failures -- Rob Lambert Value is increasingly found not in rote knowledge, which AI can often provide, but in the capacity to frame complex problems effectively for AI, critically evaluate its probabilistic outputs, and innovatively integrate AI's capabilities into novel solutions. Developing with AI is not merely about adopting a new tool but about learning to collaborate with intelligence that operates on different principles, sometimes without profound contextual understanding, yet capable of processing and synthesising information at a scale and speed that surpasses human capability. However, this power comes with new challenges: ensuring the reliability of probabilistically generated outputs, managing the 'black box' nature of some AI reasoning, and navigating the ethical and IP landscapes of AI-generated content. Effective collaboration requires developers to master prompt engineering, the art of providing precise context, critically verifying outputs, and understanding the AI's inherent limitations to guide it effectively. This is akin to mentoring an exceptionally capable but occasionally erratic junior partner. Moreover, "disposable" or "ephemeral" AI-generated software carries profound and often unexamined implications for s ## Destino Devconnect - A local grant round to bring Argentina onchain DevFeed: [Destino Devconnect - A local grant round to bring Argentina onchain]() Original publisher: [Read original article]() Author: Devcon Published: 2025-04-22T00:00:00Z Content type: release Language: en Sources: [Ethereum Foundation Blog]() Topics: [Ethereum]() Tags: [apply](), [build](), [collaboration](), [community](), [devconnect](), [ethereum](), [events](), [mentoring](), [onboarding](), [program]() ### AI overview Destino Devconnect is a local grant round supporting builders, organizers, and community initiatives in Argentina and wider Latin America ahead of Devconnect in Buenos Aires. The program aims to accelerate Ethereum adoption and offers sponsorship, connections, visibility, and support for selected events or initiatives. ### Source excerpt We're kicking off the road to Devconnect in Buenos Aires (Nov 17-22) with Destino Devconnect, a community-powered push to bring Argentina onchain. From now until November, we're inviting local builders, organizers, and enthusiasts to unite under one banner to accelerate Ethereum adoption in Argentina and across Latam.... [Next page]()