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Programming Tech Brief By HackerNoon

HackerNoon
Programming Tech Brief By HackerNoon
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  • How I Built an AI-Powered Research Automation System with n8n, Groq, and 5 Academic APIs
    This story was originally published on HackerNoon at: https://hackernoon.com/how-i-built-an-ai-powered-research-automation-system-with-n8n-groq-and-5-academic-apis. Discover how to build a powerful AI-Powered Research Automation System using low-code tools like n8n, Groq, and integration with 5 academic APIs. Check more stories related to programming at: https://hackernoon.com/c/programming. You can also check exclusive content about #open-source-tools, #n8n-tutorial, #automation, #n8n-workflow, #academic-twitter, #llm-applications, #groq-ai, #research-automation, and more. This story was written by: @chidoziemanagwu. Learn more about this writer by checking @chidoziemanagwu's about page, and for more stories, please visit hackernoon.com. This post guides you through architecting an AI-powered research automation system using a low-code approach. It shows you how to integrate n8n for workflow orchestration, Groq for high-speed LLM inference, and five different academic APIs to automatically query, analyze, and process research data, accelerating the entire R&D-to-publication cycle.
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  • Stateful API-to-Database Synchronization: Implementing Incremental Data Ingestion from REST APIs wit
    This story was originally published on HackerNoon at: https://hackernoon.com/stateful-api-to-database-synchronization-implementing-incremental-data-ingestion-from-rest-apis-wit. Stop writing fragile cron scripts. Learn to build stateful, incremental data streams from any REST API using Python and a pull-based CDC model. Check more stories related to programming at: https://hackernoon.com/c/programming. You can also check exclusive content about #postgresql, #api-integration, #change-data-capture, #python, #rest-api, #real-time, #python-development, #hackernoon-top-story, and more. This story was written by: @badmonster0. Learn more about this writer by checking @badmonster0's about page, and for more stories, please visit hackernoon.com. Stop writing fragile cron scripts. Learn to build stateful, incremental data streams from any REST API using Python and a pull-based CDC model.
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  • How AI Is Quietly Reshaping the Software Development Lifecycle
    This story was originally published on HackerNoon at: https://hackernoon.com/how-ai-is-quietly-reshaping-the-software-development-lifecycle. AI has accelerated software delivery, yet the SDLC remains outdated—still following decades-old steps: planning, requirements, development, testing, deployment. Check more stories related to programming at: https://hackernoon.com/c/programming. You can also check exclusive content about #engineering-management, #sdlc, #ai-coding-assistant, #software-development, #ai-product-development, #technical-debt, #agile, #devops, and more. This story was written by: @kshitijp. Learn more about this writer by checking @kshitijp's about page, and for more stories, please visit hackernoon.com. AI has changed the pace of software delivery, but the process has not caught up. The traditional software development lifecycle (SDLC) has not evolved in decades. The traditional cycle includes: Planning, Defining Requirements, Development, Testing, and Deployment.
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  • The Quiet Bottleneck in Your Symfony App: Fragmented Indexes and Random UUIDs
    This story was originally published on HackerNoon at: https://hackernoon.com/the-quiet-bottleneck-in-your-symfony-app-fragmented-indexes-and-random-uuids. Random UUIDs silently fragment your database and slow down inserts. Learn how UUID v7, ULIDs, and Symfony’s Uid component dramatically boost performance. Check more stories related to programming at: https://hackernoon.com/c/programming. You can also check exclusive content about #symfony, #productivity, #php, #benchmark, #uuidv7, #php-development, #performance, #hackernoon-top-story, and more. This story was written by: @mattleads. Learn more about this writer by checking @mattleads's about page, and for more stories, please visit hackernoon.com. Random UUIDs silently fragment your database and slow down inserts. Learn how UUID v7, ULIDs, and Symfony’s Uid component dramatically boost performance.
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  • I Spent 30 Days “Vibe Coding” an MVP — Burned $127, Broke Everything, and Still Found Product-Market
    This story was originally published on HackerNoon at: https://hackernoon.com/i-spent-30-days-vibe-coding-an-mvp-burned-$127-broke-everything-and-still-found-product-market. I have recently been diving into the world of vibe coding and I thought of cataloging my experience for the benefit of others. Check more stories related to programming at: https://hackernoon.com/c/programming. You can also check exclusive content about #vibe-coding, #what-is-vibe-coding, #ai, #vibe-coding-wins, #market-ready-product, #vibe-coding-replit, #ai-product-marketing, #hackernoon-top-story, and more. This story was written by: @renjitphilip. Learn more about this writer by checking @renjitphilip's about page, and for more stories, please visit hackernoon.com. I spent 30 days building a financial planning tool for founders by “vibe coding”. Made every mistake possible. Burned through $127 in Replit credits. Got calculations wrong by 20%. Watched 23 "interested" founders become 2 signups. But I also learned that: (1) AI struggles with precision calculations, (2) founders don't want another spreadsheet—they want advice, and (3) sometimes less is more. One founder offered $50/month for the simplified version. That's validation enough to keep going. This was a great learning experience for me as I go to be on the other side of the table so to say. I spend time working with founders at accelerators and advising them about getting from zero to 1. This was a good opportunity for me to “eat my own dog food”!
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