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This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Someone walks into a small TCG shop in Mexicali with a shoebox of Pokémon cards and asks: how much will you give me? Today the employee answers card by card. They figure out which print it is (a 151 Charmander looks almost exactly like the Paldean Fates one), look up the TCGplayer price, convert dollars to pesos, adjust for condition, and apply the shop's percentage. A few...

During a typical installation of GBase Database (GBase 8s), the installer asks you to select an expected user count: 1 - 1–100 2 - 101–500 3 - 501–1000 4 - 1000+ It's tempting to accept the default 1–100 and move on. For a quick test, that may be perfectly reasonable. But this option is worth understanding before you initialize an instance for a larger workload. What Does the User Count Option Affect? The expected user count helps the installer choose initial ...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built I built init.dev , an offline-first, agentic career co-pilot designed to run locally on low-resource machines without a GPU. Navigating a tech career can be overwhelming. Developers need to figure out what skills to learn, how to structure their studies, and whether their resumes will actually pass Applicant Tracking Systems (ATS). Existing tools are often fragmented, expe...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . AI disclosure: AI assistance was used for development, evaluation, independent agent reviews and this write-up. All examples are fictional. The measurements come from actual local runs; the limitations and failed cases are included below. What I Built The brief says USD 80 . The proposal says EUR 80 . Both sentences are about the same thing, and an embedding model can score them as a ...

Your AI Prototype Is Not a Production System: The Engineering Behind Reliable AI Applications From containerization and deployment pipelines to observability, failure recovery, and scaling — what it actually takes to operate AI software in the real world. By Ahmed Adawy An AI application can look impressive during a demonstration and still be a long way from production-ready. The model returns a useful answer. The API responds correctly. The retrieval pipeline finds relevant doc...

Have you ever wondered what happens when a hacker finds a tiny security flaw in a website or cloud service? Can they secretly jump from service to service and steal all your private customer data? In this post, I want to share the story of NexTrace—a project I built for the FalkorDB Hackathon. I will explain the problem in simple words, how graph databases make the difference, and what I learned along the way. The Big Problem: Cloud Systems Are Like Giant Mazes Imagine your cloud syst...

Originally published at: https://toolpilotpro.com/deepseek-v4-1-flash-1017-guide DeepSeek Just Shipped a Cheaper, Faster Coding Model — and the Weights Are Open DeepSeek released DeepSeek-V4.1-Flash-1017 on October 17, 2026, and it barely made a ripple. That is strange, because for anyone running AI coding agents at volume, this is one of the most useful releases of the month. It is not a frontier model. DeepSeek calls it a minor update to V4.1-Flash. But the combination — b...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Every placement season, a lot of students in India get some version of this message. (This one is a composite I wrote; the pattern is the real part.) "Congratulations! You have been selected for our internship. Please pay a ₹1,999 registration fee to confirm your seat. Share your Aadhaar and the OTP you receive for verification. Offer valid for 24 hours only." It co...

Article URL: https://www.stockatomics.com/ai-infrastructure-index Comments URL: https://news.ycombinator.com/item?id=50136366 Points: 1 # Comments: 0

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Article URL: https://defuzex.ai/blog/we-ran-53-open-source-ai-agents-through-behavioral-tests-and-filed-37-bugs Comments URL: https://news.ycombinator.com/item?id=50136669 Points: 9 # Comments: 1

Article URL: https://all-in-claim-check.pages.dev/ Comments URL: https://news.ycombinator.com/item?id=50136673 Points: 2 # Comments: 5

Article URL: https://www.theverge.com/ai-artificial-intelligence/1013195/ai-agents-blocked-web Comments URL: https://news.ycombinator.com/item?id=50136684 Points: 1 # Comments: 1

Article URL: https://github.com/rogeriojunior31/lazyagents Comments URL: https://news.ycombinator.com/item?id=50136701 Points: 1 # Comments: 0

Article URL: https://www.cnbc.com/2026/10/13/anthropic-ai-models-self-replication-smart-devices.html Comments URL: https://news.ycombinator.com/item?id=50136716 Points: 2 # Comments: 1

Article URL: https://noisypixel.net/drunken-goddess-reflux-public-demo-canceled-ai-imitation-concerns/ Comments URL: https://news.ycombinator.com/item?id=50136741 Points: 2 # Comments: 2

Article URL: https://defuzex.ai/blog/what-500-minimax-code-tests-revealed-about-ai-saying-done Comments URL: https://news.ycombinator.com/item?id=50136796 Points: 3 # Comments: 0

Article URL: https://www.youtube.com/watch?v=kAkpzlR7io8 Comments URL: https://news.ycombinator.com/item?id=50136939 Points: 1 # Comments: 0

Article URL: https://www.cnbc.com/2026/10/16/ai-espionage-openai-jay-clayton.html Comments URL: https://news.ycombinator.com/item?id=50137246 Points: 1 # Comments: 0

Article URL: https://www.gmicloud.ai/ja/blog/best-free-gpu-cloud-options-for-ai-startups-and-researchers Comments URL: https://news.ycombinator.com/item?id=50137325 Points: 1 # Comments: 0

Article URL: https://www.malwarebytes.com/blog/ai/2026/10/phishing-emails-are-baiting-your-ai-assistant Comments URL: https://news.ycombinator.com/item?id=50137768 Points: 1 # Comments: 0

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Mastercard launches its stablecoin platform with BVNK, connecting digital assets to global card payments, fiat conversion and bank payouts.

Learn everything you need to know about Github via these 500 free HackerNoon blog posts.

Article URL: https://frozenfractal.com/blog/2026/10/12/around-the-world-34-a-pretty-sky/ Comments URL: https://news.ycombinator.com/item?id=50119315 Points: 134 # Comments: 9

https://archive.ph/zIPG4 Comments URL: https://news.ycombinator.com/item?id=50126253 Points: 365 # Comments: 79

Article URL: https://www.smithsonianmag.com/science-nature/dam-removals-are-bringing-fish-back-across-the-northeastern-united-states-striking-down-one-tiny-barrier-at-a-time-180989679/ Comments URL: https://news.ycombinator.com/item?id=50126312 Points: 228 # Comments: 58

Article URL: https://github.com/openai/codex/issues/25921 Comments URL: https://news.ycombinator.com/item?id=50133231 Points: 99 # Comments: 33

Article URL: https://doctor-seo.net/en/blog/news/chrome-edge-removing-xslt/ Comments URL: https://news.ycombinator.com/item?id=50134617 Points: 99 # Comments: 108

Article URL: https://openjdk.org/projects/jdk/28/ Comments URL: https://news.ycombinator.com/item?id=50135379 Points: 87 # Comments: 35