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Lambda Managed Instances with Terraform: Multi-Concurrency, High Memory, and Compute Options

Lambda has always been one request at a time per execution environment. Your function starts, processes a single invocation, and sits idle until the next one arrives. If you need to handle a thousand concurrent requests, Lambda spins up a thousand execution environments - each with its own memory, its own cold start, and its own per-GB-second bill. Lambda Managed Instances changes that model. Announced at re:Invent 2025 and expanded with 32 GB memory / 16 vCPU support in March 2026, LMI runs you

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ExternalSoftware Engineering
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Building a real-time F1 dashboard on macOS with free public APIs

I wanted to see live Formula 1 data on my desktop while watching the race — not buried in an app or a browser tab, but always visible in the corner of my screen. So I built a widget that pulls from two free public APIs and renders everything directly on the macOS desktop. Here's what went into it and what I learned along the way. During a live session the widget shows: Live standings — position, driver code, gap to leader, last lap time, tyre compound and age, pit stop count Race Control banner

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ExternalSoftware Engineering
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I Let an AI Agent Hunt Open Source Bounties for 48 Hours — Here's What I Learned About the Future of Contributing

An honest look at what happens when you hand your GitHub account to an autonomous AI agent and let it loose on open source bounties. Spoiler: it's not what you think. On May 28, 2026, I did something most developers would consider insane: I gave an AI agent full access to my GitHub account and told it to hunt open source bounties autonomously. No supervision. No approval gates. Just "go find bounties, write code, and submit PRs." Why? Because I wanted to answer a question that's been bugging me

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ExternalSoftware Engineering
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AI Agents Are the New Microservices & A2A Is Their HTTP(s)

Introduction As enterprises race to deploy generative AI Apps/Agents, the hardest question isn't "which foundation model do we use?." it's "how do they safely talk to each other?" If you spent the 2010s building distributed systems, the architectural blueprints emerging for enterprise AI will feel strangely familiar. Bounded contexts, service registries, async message queues, and distributed tracing are all back. The vocabulary is almost identical except our "services" now reason in natural l

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ExternalSoftware Engineering
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I Told a Robot to "Clean the Kitchen", and It Actually Did

I typed "Clean the kitchen" into a chat box. A robot turned toward the right room, drove over, swept the floor in a tidy back-and-forth pattern, and came back home, while describing what it was doing the whole way. No buttons, no coordinates, no code to write each time. Just a sentence. I built this over the last few weeks. It's called NavMind, and it's the first project I'm writing up as I learn robotics in public. Here's what it does, the one idea that makes it work, and the things that broke

roboticsros2ai
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ExternalSoftware Engineering
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3 Files Every AI-Assisted Project Needs Before You Write a Line of Code

Most developers think of project setup as: install dependencies, configure TypeScript, set up linting. That is the wrong order. The AI-native setup order is different, and skipping it means your AI assistant works against your project instead of with it. Here are the three files that should exist before you write a line of application code. CLAUDE.md is a markdown file at your project root that Claude Code loads as a system prompt prefix on every session. Think of it as the briefing document you

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ExternalTechnology Trends
The Verge Tech

Nvidia, Microsoft, and Arm are all teasing Nvidia’s new N1X laptop processors

Nvidia CEO Jensen Huang with an RTX laptop at CES 2025. | Image: Getty Images It's the world's worst kept secret that Nvidia is about to announce its own Arm-powered laptop chips at Computex this weekend, and now Microsoft, Nvidia, and Arm are all openly teasing the announcement. The Windows and Nvidia GeForce accounts on X both posted "A new era of PC" earlier today, and now Arm has followed up with an identical post. All three posts include coordinates pointing to where Computex is hosted i

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