β¨ Explore this must-read post from Hacker News π π **Category**: β
**What Youβll Learn**: There's a mass delusion in the industry that you need Kubernetes to run a serious production service. You don't. At StatusDude, we serve thousands of monitoring checks per minute, run multi-region workers, and deploy multiple times a day β all with Docker Compose and HAProxy. Zero dropped requests. Zero downtime. No etcd to babysit at 3 AM. But we didn't start with HAProxy. We started with Traefik. That lasted about four hours. We Tried Traefik First Traefik is the popular choice for Docker-based setups. It…
π₯ Check out this awesome post from TechCrunch π π **Category**: AI,Accenture,tokenmaxxing π **What Youβll Learn**: The era of tokenmaxxing is over. After the AI ββindustry encouraged companies to increase their AI budgets earlier this year, and some companies even built employee leaderboards to encourage internal use of AI, they are now realizing how easy it is to spend huge amounts of money on AI and get little in return. It seems we are now entering an era of symbolic rationing. Recent news has been full of stories about AI cutbacks, and now 404 Media reports that consulting firm Accenture…
π₯ Discover this insightful post from Hacker News π π **Category**: π **What Youβll Learn**: For brand diversity and innovation: Why we are taking legal action against Fenderβs cease and desist demand. The Stratocaster is one of the most famous guitars in music history. Over decades, it has inspired countless luthiers and guitar manufacturers to develop their own ideas, think ahead and create new instruments.This is exactly why we are following the current developments around the cease and desist demands issued by Fender against numerous manufacturers, distributors and dealers in Europe and the USA with great concern.Fender recently obtained a…
β¨ Read this trending post from TechCrunch π π **Category**: AI,Robotics,agility robotics,In Brief,spac merger β
**What Youβll Learn**: Agility Robotics, a humanoid robotics startup that spun out of Oregon State University in 2015, plans to go public by merging with special purpose acquisition firm Churchill Capital Corp XI in a deal that values ββthe company at about $2.5 billion. The deal is expected to generate proceeds of more than $620 million, including about $200 million from a group of new and existing institutional investors, the company said. Agility is best known for Digit, a bipedal robot that is used across…
β¨ Discover this trending post from Hacker News π π **Category**: π‘ **What Youβll Learn**: On Wednesday, OpenAI unveiled its first custom-built inference processor, designed and manufactured in collaboration with Broadcom. Named JalapeΓ±o, the new processor was designed specifically for the unique needs of OpenAIβs inference systems. OpenAIβs own AI models assisted in the development of the chip, the company said. While the chip is still being tested, OpenAI says early results show significantly better performance-per-watt than current state-of-the-art alternatives. The partnership was officially announced in October, but OpenAIβs chip plans have long been rumored as a way to reduce…
β¨ Discover this must-read post from TechCrunch π π **Category**: Apps,Media & Entertainment,Deezer,ai music π **What Youβll Learn**: Global music streaming service Deezer on Wednesday announced the launch of its new βRemix Labβ feature that allows fans to creatively remix songs with the approval of the original artists and rights holders. Additionally, the company says artists actually get paid per stream of these remixed tracks. The new Remix Lab feature can be found in the app on select artist pages. Unlike competing services that rely on AI for remixes, Deezer uses in-app tools to create remixes, such as adjusting tempo…
π₯ Check out this awesome post from Hacker News π π **Category**: π **What Youβll Learn**: Making computer use safe in 3.5 FlashTo mitigate some of the prompt injection risks for agents operating in live environments, we use targeted adversarial training for computer use in Gemini 3.5 Flash. Weβre also releasing two optional enterprise safeguard systems that enable enterprises to:Require explicit user confirmation for sensitive or irreversible actions.Automatically stop tasks if an indirect prompt injection is identified.Taking a βdefense-in-depthβ approach, we encourage developers to combine these features with secure sandboxing, human-in-the-loop verification and strict access controls. Additional information on safety…
π₯ Discover this insightful post from TechCrunch π π **Category**: AI,Apps,Social,Facebook,Meta,social media β
**What Youβll Learn**: Facebook announced Wednesday that it is reimagining its Creator Studio tool as a standalone AI companion app designed to help creators grow their audiences on the social network. By giving creators access to this AI companion app, Meta is looking to keep creators active on Facebook as it competes for their attention against competitors like TikTok and YouTube. The company is also likely hoping the app will eliminate the need for creators to resort to third-party tools like ChatGPT when brainstorming content ideas and…
π₯ Check out this must-read post from Hacker News π π **Category**: β
**What Youβll Learn**: What happens if I just point a git server at an object storage bucket? Back when I was porting agent sandboxes to Go, I built everything on top of billy, a filesystem abstraction for Go. The whole trick of the project was teaching a Tigris bucket to act enough like a filesystem that a shell interpreter and its tools couldnβt tell the difference. Billy was the key layer that made the entire faΓ§ade fall into place. After I had gotten things working, I learned…
π Check out this must-read post from TechCrunch π π **Category**: AI,Apps,design,Figma,AI agents β
**What Youβll Learn**: Figma on Wednesday showed off an update that adds a new code layer, support for motion and shading, and the ability to create custom plugins for various tasks using artificial intelligence. The design platform has been integrating code into its tool for a while. Last year, it unveiled its AI-based prototyping tool, Figma Make, and has since launched integrations with Claude Code and Codex to improve the handoff between programming and design. The company is now adding code layers directly to the collaborative…
