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How I'd Design a Memory System for an AI Companion App
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DEV Community · Technology

How I'd Design a Memory System for an AI Companion App

I spent 200 days testing 15 AI companion apps. Paid for every subscription myself. Talked to each one for weeks, sometimes months. The single biggest thing separating the good ones from the bad ones? Memory. Not "memory" as in context window size. Actual, persistent, cross-session memory. The kind...

Nolan Voss
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Google launches a Gemini AI app on Mac
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The Verge · Technology

Google launches a Gemini AI app on Mac

Google is launching a new Gemini app on Mac that allows you to interact with the AI assistant without switching windows on your desktop. With the app, you can use the Option + Space shortcut to pull up a floating chat bubble, where you can ask Gemini questions and share your window. Before sharing y...

Emma Roth
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Microsoft counters the MacBook Neo with freebies for students
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The Verge · Technology

Microsoft counters the MacBook Neo with freebies for students

Apple's $599 MacBook Neo ($499 for students) has sent shockwaves through the PC ecosystem, and now Microsoft is responding with deals targeting students in the US. A new "Microsoft College Offer" is launching today, which will see the software giant bundle 12 months of free Microsoft 365 Premium and...

Tom Warren
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The Gemini app is now on Mac
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Hacker News · Technology

The Gemini app is now on Mac

Article URL: https://blog.google/innovation-and-ai/products/gemini-app/gemini-app-now-on-mac-os/ Comments URL: https://news.ycombinator.com/item?id=47782256 Points: 22 # Comments: 3

thm
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Building a Multi-Tenant Platform with vCluster on AWS
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DEV Community · Technology

Building a Multi-Tenant Platform with vCluster on AWS

🚀 Building a Multi-Tenant Platform with vCluster on AWS “Model Once, Run Anywhere” with Shared Kubernetes Infrastructure Modern platform engineering is all about balancing developer autonomy with operational efficiency. The architecture in your diagram captures a powerful pattern: using virtual K...

Yevgeni Shapiro
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LOS-starter — How I Built a File-Based OS for My Dev Work
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DEV Community · Technology

LOS-starter — How I Built a File-Based OS for My Dev Work

LOS-starter — How I Built a File-Based OS for My Dev Work The Idea Public cold-start template for the Life Operating System. Users clone it, run onboarding, and get a working LOS instance with task-system, skills, and memory. Also the upstream source for /update-los. Why it ex...

Gad Ofir
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Your AI Stack Is Too Big
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DEV Community · Technology

Your AI Stack Is Too Big

We hit this hard during a production rollout: response times spiked, and user engagement tanked. Everyone assumed we needed a bigger model. We were wrong. Performance wins almost always come from architecture, not model size. Your users feel the delay long before they read your roadmap. If you're d...

InferenceDaily
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Building Mini Gravity: A Local, Private Voice AI Agent
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DEV Community · Technology

Building Mini Gravity: A Local, Private Voice AI Agent

What if you could build a private, high-performance voice agent that runs entirely on your local machine, handles your documents, and generates code? That was the goal behind Mini Gravity ,it is similar to Google's antigravity in concept but nothing leaves your machine. I quickly learned that while...

SRI BALAGI
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voice- Agent model
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DEV Community · Technology

voice- Agent model

voice interfaces are no longer just for setting timers or playing music. Today, we can build sophisticated AI agents that understand context, classify intents, and autonomously carry out technical tasks like writing code or managing files. In this article, I want to share how I built a modern, resp...

Ishita Singh
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Adding Multi-Agent Orchestration to a Vercel AI SDK App
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DEV Community · Technology

Adding Multi-Agent Orchestration to a Vercel AI SDK App

I hit a wall recently. I had a working AI SDK app -- streamText, useChat, the whole thing -- and then I needed it to do something that a single agent can't: research a topic with one agent, then hand that research to a second agent for writing. You can do this manually. Glue two generateText calls...

JackChen
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Fantasy Football Anyone?
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DEV Community · Technology

Fantasy Football Anyone?

Most of my time lately has been focused on building Trier OS — a deterministic, local-first platform for industrial operations. But I’ve always believed the best systems aren’t built in one domain. So in parallel, I’ve been working on something very different: Trier Fantasy Football 🃏 It starte...

Doug Trier
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Feature flags that show you how your rollout is actually performing
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DEV Community · Technology

Feature flags that show you how your rollout is actually performing

Most feature flag tools tell you whether a flag is on or off. They don't tell you if it's actually working. You deploy a flag, start rolling it out to users, and then... what? You either ship blind and hope for the best, or you spend days wiring up Prometheus, Grafana, or DataDog just to see basic...

Ahmet Burak Öztürk
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I Built jq for TOML Because My Shell Scripts Deserved Better
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DEV Community · Technology

I Built jq for TOML Because My Shell Scripts Deserved Better

I Built jq for TOML Because My Shell Scripts Deserved Better A small Rust CLI that queries, edits, and reformats TOML files. Four output formats, in-place --edit, shell-friendly exit codes. cargo install and alias it next to your existing jq. 📦 GitHub: https://github.com/sen-ltd/toml-...

SEN LLC
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pdf-lib Is an Under-Appreciated Gem: A Tiny PDF API in TypeScript
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DEV Community · Technology

pdf-lib Is an Under-Appreciated Gem: A Tiny PDF API in TypeScript

pdf-lib Is an Under-Appreciated Gem: A Tiny PDF API in TypeScript A small self-hosted HTTP service for merging, splitting, rotating and inspecting PDFs. Built on Hono and pdf-lib. Pure JavaScript, no native dependencies, 190 MB Alpine image, 55 tests. Two afternoons of work. Every back...

SEN LLC
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Why I Prefer Remote Work Over a Fancy Office
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DEV Community · Technology

Why I Prefer Remote Work Over a Fancy Office

The allure of the office Reading about StudioMeyer getting an office in Palma was a little nostalgic for me. I remember the excitement of finally having a dedicated workspace after years of freelancing from kitchen tables and coffee shops. There’s something romantic about the idea of an office: a s...

InferenceDaily
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