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Mountain View, California, United States
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7K followers
500+ connections
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Websites
- Blog
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http://sherxon.com
- Github
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https://github.com/sherxon
About
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Activity
7K followers
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Sherali Obidov posted thisWe build machines to do physical work for us. Then machines/AI learnt to do cognitive work better than us. Now AI wants us to do the physical work for them. With AI agents on the rise, intelligence will be abundant. Will scarcity be physical skills - to interact with the world?
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Sherali Obidov reposted thisSherali Obidov reposted this🚀 #OpenToWork | Senior Backend Engineer | Java • Spring Boot • Kafka • AWS Hi LinkedIn network! 👋🏿 I’m currently consulting for a tech startup where I’m building real-time trading indicators and automating financial dashboards—and now exploring my next opportunity in parallel as I look to bring my skills to a high-impact team. With 8+ years of experience at companies like Apple, MyFitnessPal, and The Home Depot, I specialize in: ✅ Java + Spring Boot microservices ✅ Distributed systems (Kafka, GCP Pub/Sub) ✅ REST API design & CI/CD automation (Jenkins, Git, Maven) ✅ Cloud infrastructure (AWS, GCP, Kubernetes, Docker) ✅ Databases (DynamoDB, Oracle, Redis, MySQL) 📈 Highlights include: Boosted backend system performance by 30% at Banna Improved uptime to 99.99% and reduced latency by 40% Mentored global engineering teams to scale delivery and code quality 🧭 I’m especially interested in joining engineering teams where performance, scalability, and clean architecture are a priority—regardless of industry. If your team is hiring—or if you know someone who is—I’d love to connect! 🔗 https://lnkd.in/dG7sabgG #Java #BackendEngineer #SpringBoot #Kafka #Microservices #CloudEngineering #OpenToWork #Hiring #SoftwareEngineering
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Sherali Obidov reposted thisMy younger brother Sam Abdullaev, a 20-year-old final-year student at the University of Hertfordshire in UK, is set to graduate next May. He has a clear and ambitious dream: to become a Software Engineer at Google He has been working on his goal for the last 3 years and posting his monthly progress in LinkedIn Now, he is looking for guidance, advice, and connections to help him get some experience in UK next summer and get prepared for interviews at Google As a LinkedIn user averaging 2,500 impressions per post, I’m not sure if this will reach the broader audience it needs but as a brother, I do believe that I should at least try If you’re reading this, please consider sharing your wisdom or passing this along to someone who can help. Let’s help him take one step closer to his dream of becoming a Googler. Every bit of advice or connection could make a world of difference!Sherali Obidov reposted thisHere's an update on my progress in November as I work towards my goal of joining Google. Main task completed in November: 1. Participated in 2 tech events Main task planned for December: 1. Finish developing the MVP for the sports app Recurring monthly tasks: 1. Work on a personal project 2. Solve algorithms and data structures problems daily on LeetCode 3. Read industry-related articles to grow in software engineering 4. Write articles on Medium #goals #google #softwaredevelopment
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Sherali Obidov posted thisIt has been incredible 5 years at #Google!
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Sherali Obidov shared thisSherali Obidov shared thisToday we’re opening access to Bard, an early experiment that allows you to collaborate with generative AI. And that's just one of the many facets of exciting AI progress to come. https://lnkd.in/gibgKqPT
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Sherali Obidov shared thisJoin the livetalks.TV channel to participate in real time shows ! Silicon valleydagi FAANG engineerlari bilan ochiq suhbatla tashkillashtiryapmiz livetalks platformasida. Kelyotgan suhbatlar uchun link shu kanalda berib boriladi. https://t.me/livetalksTV
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Sherali Obidov shared thisBirinchi o'zbekcha(ko'p qismi) blog postim. Motivatsiya bo'ladi degan umidda yozdim. I owe a lot of my success to people much cooler, kinder, more loving and greater than me. When I get the chance to maybe let a little bit of help out, it’s a way of thanking them. ) #blogging #successions https://lnkd.in/gyZNK48
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Sherali Obidov liked thisSherali Obidov liked thisI am absolutely thrilled to see Google recognized as Fast Company’s Most Innovative Company of the year! Congratulations to my extraordinary colleagues across the company who are leading the way with ingenuity, brilliance and heart. And to our many partners around the globe who are applying these breakthroughs to reach new heights. Read more about the momentum here (https://lnkd.in/gn-v3U23) – and I look forward to continuing the conversation at Fast Company’s Most Innovative Companies Summit in May. https://lnkd.in/gj_8V2Sz
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Sherali Obidov liked thisSherali Obidov liked this🎓🇺🇿 Great news from Uzbekistan youth! Massachusetts Institute of Technology Students of the Muhammad al‑Khwarizmi Specialized School — Elbek Zohidjonov and Asilbek Sunnatov — have been admitted to Massachusetts Institute of Technology with 100% scholarships. MIT is widely recognized as the world’s leading technical university, currently ranked #1 in the QS World University Rankings and #2 in the Times Higher Education World University Rankings. 👏 Congratulations to Elbek and Asilbek on this outstanding achievement. A big thank you as well to their parents and teachers who supported them along the way. Wishing them great success in this exciting new chapter! 🚀 #Uzbekistan #Education #MIT #FutureLeaders #ProudMoment
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Sherali Obidov liked thisSherali Obidov liked thisGoogle Maps is not about "algorithms" anymore. With AI, it can now be a digital companion that actually knows the neighborhood. Here's what's coming in perhaps one of the biggest updates yet. 🥰 ➡️ 3D Worlds! No more sterile grids. You’re getting a vivid view of buildings, trees, and terrain. It’s the world as it actually looks through a windshield. ➡️ Instead of robotic orders, you get human guidance: "Go past this light and take the next one." It’s the information you need, in the right way. ➡️ No more desperate circling. The map now points out the exact entrance and the best spot to tuck the car away. ➡️ You’ll see the choice clearly - save ten minutes but pay a toll, or take the long way to avoid the soul-crushing gridlock. But you get to pick. Check out all of the details (and more) right here... https://lnkd.in/d-p3GhrN #ai #technology #google #lifeatgoogle #innovatiomn
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Sherali Obidov liked thisSherali Obidov liked thisExcited to share that I’ve successfully achieved the AWS Certified Solutions Architect – Professional certification! ☁️🚀 This journey was both challenging and rewarding, and it significantly deepened my understanding of designing scalable, resilient, and secure architectures on AWS. I would like to express my sincere gratitude to everyone who supported me along the way. Special thanks to Deniz Demirci for the encouragement and guidance throughout this journey. I’d also like to thank Stéphane Maarek for his excellent video lessons and practice tests, which were incredibly helpful in preparing for the exam. Looking forward to applying these skills to design better cloud solutions and continue growing in the AWS ecosystem. #AWS #AWSCertified #SolutionsArchitect #CloudComputing #ContinuousLearningAWS Certified Solutions Architect – Professional was issued by Amazon Web Services Training and Certification to Tulkin Navruzov.AWS Certified Solutions Architect – Professional was issued by Amazon Web Services Training and Certification to Tulkin Navruzov.
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Sherali Obidov liked thisSherali Obidov liked thisApple just named its latest laptop Neo -- same name as my son! Should I buy one? If I run Amazon Nova on an Apple Neo I hope to blow both of my kids' minds.
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Sherali Obidov liked thisSherali Obidov liked thisE = mc² I’m not Einstein, but America accepted me. Sleepless nights. Visa struggles in the middle of summer. A breakup with a co-founder who left behind everything I had built. Managing startups, personal life, network, and home - all while earning Berkeley MBA credits. Solving real-world problems during the day. Navigating daily headlines filled with immigration at night. 3,000+ pages. No lawyers. Just me at Moffitt Library - a place that shaped Nobel Prize winners, innovators, builders, and some of the world’s smartest minds, sitting with immigration books and case law from 1:00 AM to 5:00 AM, night after night. RFE after RFE - more work to prove even the strongest of criteria. Another 60 days of sleepless nights. And then, a message I’ll never forget: “Mr. Danishev, you are in the top 1% of the field. The Einstein Green Card is awarded.” I smiled. I almost cried. Because I knew how hard it was. Thank you, America, for believing in me. I will give back, through innovation in deeptech, AI, decarbonization, healthcare, energy etc. I will continue building spaces for the most brilliant minds on this planet. Today, I can finally call the United States of America home 🇺🇸 Whatever I build here, I will leave here, and to the world, for future generations. To my heritage and motherland, Uzbekistan: I spent over 31 years there, and as I’ve always said - education will be my life’s thesis: to empower my fellow Uzbeks, to impact, and to scale for the next generation. Proud and beyond grateful to receive the Green Card through extraordinary ability. Thank you to everyone who supported me along the way. Let’s keep moving forward - together. P.S. Proudly made in the USA by the most ambitious people on the planet 🌎🚀 #MrDanishev #givebacktoworld #ambitiouspeoplenevergiveup #greened
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Sherali Obidov liked thisSherali Obidov liked thisA lot of folks have been reaching out since I joined Anthropic (it's only been 1.5 months btw), asking what it's like to work here. I find myself repeating the same line over and over: "I have never been this motivated about work." Sometimes I wake up in the middle of the night because I'm too hyped about going to work the next day. An idea I want to test, something I want to check. It's super weird. I've never felt this way, so I've been trying to understand why. Could be so many reasons. Working for a company building historic technology. All the crazy innovation I get to try firsthand every day. The amazing teammates I have in Japan and beyond. All true, all part of what keeps me going, but it wasn't enough to explain it. So I kept digging. This past week I think I found my biggest why. It's the idea that I get to LIVE my values and principles as a human being at work every day. And I see it everywhere in the company, from the founders to my own teammates, across research, eng, product, GTM, people, across the board. My personal self and my work self get to be fully synced. I don't have to swallow harsh realities here and there. I don't need to pretend everything is okay when I know it's not. Anthropic put out a statement this week that I think speaks to exactly this. Link below. I have never been more proud of where I work. https://lnkd.in/gk5CsGr9Statement on the comments from Secretary of War Pete HegsethStatement on the comments from Secretary of War Pete Hegseth
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Sherali Obidov liked thisSherali Obidov liked thisA statement on the comments from Secretary of War Pete Hegseth: https://lnkd.in/e-guCny5
Experience & Education
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Google
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Licenses & Certifications
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Certificate of International Foundation Studies
University of Westminster
IssuedCredential ID 977818
Courses
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Advanced Data Structures by University of California, San Diego
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Introduction to Algorithms (MIT)
6.006
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Modern Web Applications (MEAN Stack)
CS572
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MongoDB for Java Developers
101
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Software Engineering
CS425
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Web Application Architecture
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Projects
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AlgoDS Library
- Present
See projectCollection Of Algorithms with Data Structure implementations and Common programming problems with solutions.
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Via.uz
- Present
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ASDUM ERP
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Public Transport monitoring and management system for Uzbekistan government.
Other creatorsSee project -
Keysale
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Keysale is a web application for sellers and suppliers to organize their sale activities and orders, and generate reports.
Other creatorsSee project -
KeyWatch
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See projectKeyWatch is a Content Management system developed to save time and resources for everyday commodity sales organisations. With KeyWatch, you can easily classify images under the name of the salesperson downloading the images, the shop, location and/or region. The images are stored in a shared database and can be retrieved by anyone in the organisation. And, because it allows you to search for a specific seller or region, it is easy for Product Managers to monitor the progress of a specific…
KeyWatch is a Content Management system developed to save time and resources for everyday commodity sales organisations. With KeyWatch, you can easily classify images under the name of the salesperson downloading the images, the shop, location and/or region. The images are stored in a shared database and can be retrieved by anyone in the organisation. And, because it allows you to search for a specific seller or region, it is easy for Product Managers to monitor the progress of a specific campaign or exposure.
Honors & Awards
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Bachelor Of Science in Business Information Systems
The University Of Westminster
Languages
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Uzbek
Native or bilingual proficiency
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English
Professional working proficiency
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Russian
Limited working proficiency
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🚨 New Episode — The CTO as Orchestrator 🚨 Most people think CTOs write code. But the best ones? They orchestrate outcomes. In this week’s episode of The CTO Show With Mehmet Gonullu, I sat down with Naga Ravi Vadrevu , CTO at Wonderschool and former engineering leader at Square, to unpack what it really takes to lead tech today. We talked about: 🔹 Applying AI to a human-centric industry (childcare!) 🔹 Why code is becoming a commodity — and what matters more 🔹 Lessons from shutting down QA teams and scaling lean 🔹 Jobs-to-be-done thinking from Square 🔹 Deterministic APIs vs AI agents (and how to use both) 🔹 What first-time CTOs get wrong Whether you’re a startup operator, founder, or future CTO — this one’s a masterclass in tech leadership with first principles. 🎧 Available now on all podcast platforms + YouTube 📌 Links in the comments
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Henry Shi
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He grew a company 35x in one year to $250M+ at 25. He’s the same kid who came to US from Tehran at 10 without knowing a word of English. This is the untold story of Ali and micro1, which just cracked the top 10 on the Lean AI Leaderboard with $250M+ revenue and 80 employees. If you are building an AI company or want to sell to the top AI labs, read on for the full playbook. Ali built 2 companies before college. At Berkeley, he launched a software dev agency and started hiring international engineers. The interviews alone were eating 30–40 hours/week, so he built a tool to automate them, using GPT (one of the first AI recruiters in 2022). That insight eventually became micro1. For 2 years, it grew steadily with two business lines (an AI interviewer SaaS and an engineering marketplace) with happy customers. Then a data vendor approached Ali with an unusual request: hire 700 engineers to train AI models. That one conversation changed micro1’s trajectory. Ali realized they had accidentally built what every major AI lab desperately needed: a system to find, vet, and manage domain experts at scale across industries, at volume and fast. He then made a decision most founders would never make: He killed both working businesses and bet the entire company on going direct to labs, with no safety net or guarantee it would work. But the bet paid off, resulting in 35x growth, as they went from $7M ARR to $250M in one year. None of it came easy, and this level of growth became possible only after Ali solved the hardest problem: How to sell to AI labs where buyers are deeply technical and part of tight communities where reputation travels fast. So I spent 10+ hours going deep into how micro1 built, sold, and scaled within the AI ecosystem and turned it into an actionable playbook for founders who want to sell to researchers. Inside, you'll get: • The 3-stage sales sequence Ali uses to close research deals like OpenAI and xAI • How he got into Stanford research circles with no connections (and how that helped him close deals) • The dos and don’ts when researchers are evaluating you • How Elon Musk accidentally handed micro1 their biggest sales breakthrough • The net expansion playbook for enterprises and Fortune 500 companies (and what converts fastest) • The full AI stack that powers micro1's recruiting engine • The incentive philosophy Ali rebuilds individually for every core team member every quarter Originally, I put this together as a resource for founders I work with directly. But the ideas and insights are too valuable not to share, so I'm giving it away publicly. Want it? - Like and share this - Comment 'labs' - Follow me (if not following) Founders who crack AI sales at this hyperscale usually keep it close, but Ali shared every piece of it. So if you are building a business around frontier AI and research, grab this right away. It will save you months of costly relationship mistakes. Ali and team, welcome to the Leaderboard!
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Walter Lee
Wells Fargo • 42K followers
Be very careful about job scammers ! I got this email from "Oracle" scammer and it likely uses my LI profile and AI to generate a personal job invite email. Details of this scam email below (TL;DR): The email from "Morgan Tuz" at "oracle-usa.com" is likely a scam. Key red flags include: 1. **Fake Domain**: "oracle-usa.com" is not Oracle’s official domain (oracle.com). It has a low trust score and is likely fraudulent. 2. **Gmail Usage**: Sending via Gmail ("morgan.tuz@oracle-usa.com via gmail.com") is unprofessional for Oracle recruiters, who use @oracle.com. 3. **Generic Flattery**: The email’s overly praising tone and generic references to your LinkedIn profile are common scam tactics. 4. **Resume Request**: Asking for your resume without job details suggests phishing for personal information. ### Actions - **Don’t Respond**: Avoid replying or sending personal info. - **Verify Directly**: Check Oracle’s official career site (oracle.com/careers). - **Report It**: Mark as spam/phishing and report to the FTC or Oracle. - **Secure Accounts**: Monitor accounts and enable two-factor authentication if you’ve engaged.
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Matheus Freitas MSc.
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Trump's $100K H-1B fees shatter Big Tech hiring (Business Insider). What was once a $2K paperwork headache now costs more than a senior DevOps engineer's annual salary. Outsourcing giants like Infosys and TCS are scrambling, and DevOps teams worldwide are feeling the heat. Here's what 8 years in DevOps reveals about surviving this global talent apocalypse: 1. H-1B unviable: Expect fewer foreign hires in the US. Rethink the American dream; remote excellence is key. 2. Nearshoring booms: Toronto, Mexico City, and São Paulo are the new hubs. As a Brazilian Cloud Architect, I've seen US firms build entire ops teams here. Pro tip: Polish your English and soft skills. 3. Remote/local surges: Hybrid models win. If you have experience in distributed team management, you're gold. That 3am call from Brazil covering US shifts? It's now your resume highlight. 4. TCS-like giants squeezed: Firms relying on 25-30% H-1B workers must adapt or shrink. For adaptable DevOps engineers, this means demand spikes in automation, AI generative tools, and multi-country service delivery. Stay ahead: Master cloud-native security and orchestration. 5. Diversify skills now: AI and automation are your visa-proof armor. Investing in IA generativa, cloud-native, and security isn't optional. Build international experience remotely. Your move: This week, audit your skills against these trends. Target nearshore opportunities, upskill in AI ops, and network across time zones. The old hiring playbook is dead. Tech is writing a resilient, global one. As a Brazilian Senior DevOps and Cloud Architect, this chaos actually opens doors. These policies won't blind the US to foreign talent, they'll force companies to hunt harder for skilled professionals like us. The internal American talent pool gets weaker, but our global expertise becomes premium. It's not just survival; it's opportunity for growth in a borderless DevOps world. What's your team's visa horror story? Share below 👇 You can read more about this on Business Insider: https://lnkd.in/dw-zuQNV #DevOpsCareers #TechCareers #CareerAdvice #GlobalTeams #H1B #DevOpsLeadership #TrumpVisa #TechChallenges #GlobalDevOps #CareerGrowth #TechHiring
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Joynal Abedin
Vistar Media • 7K followers
A couple of months ago, I went through some interviews and had a few... interesting experiences I wanted to share. I was interviewing with a company in the Human and AI coaching space. The first interviewer, a yo Turkish guy, showed up 4-5 minutes late and didn't bother to apologize. Not a great start. Throughout the call, he was distractingly moving his hand left to right—annoying, but whatever. He claimed he was an engineer, had managed a team of 150+ engineers at his last company, and even founded and sold an app. Sounded impressive, right? The real problem started when I asked him basic technical leadership questions. I'm talking about things like: - How do you manage application security for code changes? - What's your process for partial rollouts? - What's your rollback strategy when something goes wrong? - How do you handle production incidents? His answer was like, "We have a security team for that." So, I pressed him: "Okay, but what does the developer do for application security?" He answered some rubbish that was not even related. From a Senior Director, I expected some in-depth answers. He couldn't even handle simple questions a junior engineer could answer. I was just left wondering, how did this guy even get hired there? And it wasn't just that one place. I also interviewed with some CTOs and Principal Engineers at other companies who asked vague, nonsensical questions. At one point, a CTO actually admitted his friend offered him the job even though he "doesn't know the 'T' about CTO." It just reminds me of a CTO at one of my previous companies—that guy had probably never coded a line in his life or even opened a terminal, but there he was, the CTO. So, companies, please hire your people wisely and send the right people to the interview. #Interviewing #Hiring #TechnicalExcellence #HiringStandards
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Tim Allen
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Favio Vazquez
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7 Comments -
Business Insider
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When Steve Huynh was a principal engineer at Amazon, meetings began with a "study hall." Amazon had a "reading culture" even among engineers, Huynh recently told the Pragmatic Engineer podcast, speaking of his time at the tech giant. Employees frequently drafted six-page memos, which they shared with the company to update progress and demonstrate new projects. Huynh, who said the company's embrace of writing and reading the memos was part of its "secret sauce," said employees' writing was often constrained to the format, whether it was a business strategy or press release. Huynh started at Amazon in 2006, only a few years after the company turned its first profit and while Jeff Bezos was at the helm. Read more about how Bezos instilled this culture of memo-writing from the top down on Business Insider: https://lnkd.in/gBqbEf_j (Credit: Daniel Berman) #amazon #reading #jeffbezos
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2 Comments -
Omikunle Ibraheem
Cinnera • 9K followers
AWS Aurora Stateful Blue-Green The most existing blue-green implementations that I know relate to the stateless services. Stateful services are rarely became a subject of blue-green. The main reason is the high cost of copying production data between versions. But in some cases we need to provide strong guarantees that the next upgrade will not break our production. AWS tried to solve this issue introducing Aurora blue green deployment. The marketing part sounds good (https://lnkd.in/dmVxdXDZ): You can make changes to the Aurora DB cluster in the green environment without affecting production workloads... When ready, you can _switch over_ the environments to transition the green environment to be the new production environment. The switchover typically takes under a minute with no data loss and no need for application changes. But let's check how it works: 🔸 A new Aurora cluster with the same configuration and topology is created. It has a new service name with a green- prefix. 🔸 The new cluster can have a higher version and other set of database parameters than a production cluster. 🔸 Logical replication is established between a production and a new green cluster. 🔸 The green cluster is readonly by default. Enabling write operations can cause replication conflicts. 🔸 Once green database is tested, it's possible to perform a switchover. The names and endpoints of the current production environment is assigned to a newly created cluster. In simple words, it's just a new cluster that copies data from production using logical replication feature. And as a result it inherits all restrictions of that feature (https://lnkd.in/dEBQG2-p) such as missed DDL operations, no replication for large objects, lack of extensions support and others. So you need to be very careful deciding to use this approach. For me it looks like this solution is suitable only for very basic scenarios with simple data types. Anything more complex won't work. #engineering #systemdesign #bluegreen
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freeCodeCamp
2M followers
If you're a Senior Engineer looking to move up, the next role will likely be a Staff Engineer. And in this guide, Shruti shares tips from her own experience of getting promoted to Staff Engineer at PayPal and Slack. She talks about what Staff Engineers do (and how it's different from Seniors), why you might not be getting promoted, and how to take that next step. https://lnkd.in/g58dnFEG
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3 Comments -
Zaeem Sattar
Coinflare • 20K followers
Hiring one mid-level engineer in the U.S. under H-1B rules can cost ~$307,000 in the first year. In Pakistan, a comparable remote engineer costs $20,000–$35,000 per year. That’s a 10–15× saving. For the cost of one H-1B engineer in the U.S., a company could instead outsource an entire remote team in Pakistan including 1 Product Manager 3 Software Engineers 1 QA Tester 1 UI/UX Designer and still spend less than half of the U.S. cost. This allows startups and enterprises alike to deliver full projects offshore at a fraction of the budget. If even 5–10% of U.S. H-1B demand shifts offshore, Pakistan’s IT export revenues (currently ~$3.5–4B annually) could increase by $1–2B in 3 years. The disruption to Indian IT firms opens the door for Pakistan to capture more contracts, especially in software development, fintech, and product outsourcing. Pakistan’s cost advantage makes it attractive for outsourcing, but long-term success depends on more than low prices. To become a true strategic partner, the workforce must strengthen soft skills, business understanding, and professional setups like reliable internet, modern offices, and time-zone alignment.
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Damjan Dabo
Dabotech Studio d.o.o. • 4K followers
The US is imposing a $100,000 annual fee on H-1B visa applications. This is great news for domestic American software developers. They'll face less competition, boosting their edge and driving salaries even higher. Bad news for devs in Canada and Europe: With fewer H-1B slots in the US, more lower-paid talent from developing countries may flock to your markets, potentially pushing salaries down further. Being a software dev isn't what it used to be. Time to kickstart that indie project if you haven't already! 🚀 #indiedev #h1b #Europe #EU #US #Canada
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Raman Walia
Facebook • 34K followers
I’m working as a Software Engineer at Facebook (Meta) with over 20 years of experience. If I were beginning my career again in 2026 and wanted to become an ML Engineer, these are the skills I would master first… [1] Python as the main language - Write Python every day, focus on clean functions, classes and modules. - Automate boring tasks like data cleaning, file handling and API calls. - Pick one backend stack, for example FastAPI or Django, and build simple APIs for your models. [2] Core machine learning fundamentals - Learn supervised and unsupervised learning, loss functions and metrics like accuracy, F1 and AUC. - Implement key algorithms from scratch in Python, such as linear regression, logistic regression, decision trees and k-means. - Take real job descriptions and map each requirement to a concept or method you know. [3] Deep learning and frameworks - Pick PyTorch and learn tensors, modules, optimizers and training loops. - Build small projects in vision and text, for example image classification and sentiment analysis. - Recreate a few public projects end to end, from raw data to a trained model with clear metrics. [4] Software engineering and production thinking - Use git every day, write tests, add logging and handle errors in a clear way. - Design simple services that load a model once and serve fast predictions through an API. - Turn your experiments into repeatable pipelines with configs, scripts and a fixed folder structure. [5] ML lifecycle and MLOps - Track experiments and models with tools like MLflow, or with a clear manual system at the start. - Learn Docker and package a small ML service into a container you can run anywhere. - Schedule training and batch inference jobs with simple tools, then move to managed cloud services as you grow. [6] AI and LLM skills - Learn NLP basics, tokenization, embeddings and how to evaluate text models. - Use LLMs to build small features such as summarization, classification or simple chat flows. - Practice prompt design and learn at least one method like fine tuning or retrieval to adapt models to real tasks. [7] Communication and soft skills - Explain every project with three points: problem, approach, and impact. - Write short docs for your work and treat them as part of your portfolio. - Practice speaking your thinking during mock interviews so your reasoning stays clear while you code. [8] Cloud foundations - Pick AWS and learn core services like S3, EC2, and one database option. - Deploy at least one ML service to the cloud, even if it is simple. - Learn basic cost and reliability trade-offs so your designs stay lean and practical.
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