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By Pruthviraj Janwade If you have ever worked in an enterprise environment, you know the dread of filing an IT support ticket. You navigate through a labyrinthine portal, fill out a 12-field form with dropdowns you do not understand, and wait 24 to 48 hours just to receive an email asking: "Have you tried restarting your machine?" Tools like ServiceNow , Jira Service Management , and Zendesk are enterprise powerhouses, but they were built in an era of manual triage and static ...

An exam question describes a long document, a search request and a model being adapted for a specialist task. Which detail matters first: the words, the vectors or the training stage? For AWS AIF-C01, the reliable answer comes from separating three layers: tokens are what a foundation model processes, embeddings make meaning comparable, and the foundation model lifecycle turns a broadly capable model into a callable system that can improve through feedback. Once those layers are clear, many plau...

I moved a production multi-tenant SaaS off Lovable and Supabase Cloud onto a single server I own. Ninety-nine tables, 228 row-level-security policies, and a front end that queries the database directly from the browser. It took about a week. Most of that week went into four or five specific problems, each of which produced a working deployment that was quietly wrong. This is what they were. Supabase is five programs, not one Internalise this before planning anything. What the ...

Cada mes, empresas y profesionales independientes enfrentan la misma pesadilla: cientos de facturas en formato PDF acumuladas en una carpeta, esperando ser revisadas, clasificadas y procesadas una por una. Lo que antes tomaba días de trabajo repetitivo ahora puede resolverse en minutos con un script de Python bien diseñado. Automatizar facturas PDF no solo libera tiempo para tareas de mayor valor, sino que reduce errores humanos, estandariza procesos y escala sin necesidad de contratar personal ...

There's one question that opens almost every AI engineering interview's prompt-design section: "Walk me through how you'd design a production prompt for a structured extraction task." It sounds open-ended. It isn't. Interviewers are listening for five specific beats, and the follow-up questions below are how they check for the ones you skip. This is the companion piece to the hands-on Colab notebook where we measured an 80%-to-0% format-drift swing from adding few-shot examples — if ...

Well, about 4h30m to the interview and I'm stressed. Honestly, this is why I hate interviews, because it seems the more I study up, the more I feel like I dont know what I'm doing, even though I built it... Mostly, because during the tech interview, I was asked really in-depth questions and expected to talk through implementations, quoting method signatures, which isnt really something I consider a skill of mine... Not to mention, last time was just with the Tech Lead... This time it's wit...

Someone changes a protobuf field's type, or reuses a field number. The .proto is reviewed and merged. Nobody ran buf generate . CI is green: the Go still type-checks against the api.pb.go that was already in the tree. A client built from the new proto talks to a server built from the old one, and the compiler never said a word. That's the tax on committing generated code. What's in Git is a snapshot of some past run. The thing that actually defines those files is the command that wrote t...

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There was interest in expanding the scope of "Who's hiring" posts to non-software engineering positions [link1] [link2] . Some discussion took place, however no actual jobs were posted. I suggest to include that intention into this post and share non-engineering vacancies such as customer support, data entry, field technician, etc. Although, I'd like to remind you this is a computing-focused community, so the jobs should fall into that realm too. Please, use the following template for your ...

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Article URL: https://www.brookings.edu/articles/financing-the-ai-buildout/ Comments URL: https://news.ycombinator.com/item?id=49919063 Points: 1 # Comments: 1

Article URL: https://www.bloomberg.com/news/articles/2026-09-25/ai-coding-startup-cognition-hits-1-billion-in-annualized-revenue Comments URL: https://news.ycombinator.com/item?id=49919121 Points: 1 # Comments: 0

Article URL: https://github.com/ailaflow/ailaflow Comments URL: https://news.ycombinator.com/item?id=49919159 Points: 1 # Comments: 0

Article URL: https://www.semafor.com/article/09/30/2026/how-zuckerberg-shaped-trumps-ai-industry-pledge Comments URL: https://news.ycombinator.com/item?id=49919168 Points: 3 # Comments: 0

Capitalism as a system of profit-seeking agents can't handle AI right. There is a very simple feedback loop: 1. Agents seek to increase their profit by automating people. 2. Each agent acts to its own good but at the same moment, the ultimate goal is to get rid of all consumers of what agents produce, because jobless people are very bad at consuming goods and services. 3. Agents don't have any motivation to provide goods and services to consumers if they don't get anything valuable in return. Co...

Article URL: https://irishtechnews.ie/ai-sovereign-stack-rewriting-eu-tech-playbook/ Comments URL: https://news.ycombinator.com/item?id=49919263 Points: 1 # Comments: 0

Article URL: https://techxplore.com/news/2026-10-ai-chatbot-debunking-trump.html Comments URL: https://news.ycombinator.com/item?id=49919314 Points: 6 # Comments: 0

Article URL: https://www.404media.co/someone-torturing-llms-in-a-robot-prison-has-triggered-the-dumbest-debate-in-ai-yet/ Comments URL: https://news.ycombinator.com/item?id=49919504 Points: 3 # Comments: 2

Article URL: https://innovationscns.com/youre-not-crazy-a-case-of-new-onset-ai-associated-psychosis/ Comments URL: https://news.ycombinator.com/item?id=49919506 Points: 2 # Comments: 1

Article URL: https://www.youtube.com/watch?v=A_156w0aYtU Comments URL: https://news.ycombinator.com/item?id=49919641 Points: 5 # Comments: 1

Article URL: https://searchlify.saposs.com Comments URL: https://news.ycombinator.com/item?id=49919662 Points: 1 # Comments: 0

Article URL: https://www.theguardian.com/commentisfree/2026/oct/01/forget-superintelligence-error-prone-ai-nearly-sparked-world-war-iii-this-month Comments URL: https://news.ycombinator.com/item?id=49919702 Points: 3 # Comments: 0

Article URL: https://kimchi.dev/blog/why-agentic-ai-governance-cant-be-bolted-on Comments URL: https://news.ycombinator.com/item?id=49919714 Points: 1 # Comments: 0

Article URL: https://cmsa.fas.harvard.edu/media/2026/09/Summit-on-PhD-Math-Education-in-the-Age-of-AI.pdf Comments URL: https://news.ycombinator.com/item?id=49919804 Points: 2 # Comments: 0

Article URL: https://github.com/login Comments URL: https://news.ycombinator.com/item?id=49919821 Points: 2 # Comments: 0

Article URL: https://www.bbc.com/future/article/20260930-metas-new-ai-is-about-to-break-the-internet Comments URL: https://news.ycombinator.com/item?id=49919924 Points: 6 # Comments: 1

Article URL: https://www.technologyreview.com/2026/10/01/1145588/ai-mind-reading-reconstructs-what-youre-looking-at/ Comments URL: https://news.ycombinator.com/item?id=49920171 Points: 2 # Comments: 1

Article URL: https://www.thestateofai.com/news/meta-enterprise-ai-cj-desai Comments URL: https://news.ycombinator.com/item?id=49920266 Points: 1 # Comments: 0