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Bedrock vs Self-Hosted LLMs on EKS: The Break-Even Math
When do your own GPUs beat Amazon Bedrock for the same open-weight model? Official AWS prices, the tokens per second you need to break even, and the Karpenter and vLLM config to test it. By Evgeny Anikiev, AWS-certified DevOps engineer with 10+ years running build automation, CI/CD, and Kuberne...
SlothDesk: Stop Scrolling Client Chats. Start With a Clear Work Plan.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady . A client asks you to change a heading. Ten messages later, they cancel that request and ask you to fix the contact form instead.
🦥 LazyScroll: The Offline AI Voice Chat & Inbox Summarizer (Built for Slow and Steady)
Introduction & Sloth Core Philosophy 🦥🔓 We spend our daily hours swimming through a sea of notifications, endless workplace channels, and cluttered group chats. For Hacktoberfest 2026 Challenge: Week 3 ("Slow and Steady") , the objective was clear: build something with open-source AI at its core...
brigade: A Chinese Translation That Lowers the Entry Cost for a Self-Hosted Agent System
The original spinabot/brigade repository lists 0 stars. The Chinese translation, yangshun2005/brigade-cn , was published on 2026-10-23 and also has 0 stars. Neither number is impressive, and I'm not going to pretend otherwise.
Embracing the dark side – An Aristotelian analysis of large language models
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How I built EasyShare: peer-to-peer file sharing in Java
BitTorrent-style file sharing in plain Java with no external libraries. Files are split into pieces, every piece is SHA-1 checked, and peers download from each other in parallel while still downloading themselves. Try it live · Source code The problem Move files between computers with no centra...