Is NVIDIA NIM's free tier good enough for a real-time voice agent demo?
TL;DR: NVIDIA NIM provides free hosted STT, LLM, and TTS no credit card, 40 requests/min. Plug it into Pipecat and you get a real‑time voice agent with VAD, sma...
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TL;DR: NVIDIA NIM provides free hosted STT, LLM, and TTS no credit card, 40 requests/min. Plug it into Pipecat and you get a real‑time voice agent with VAD, sma...
Overview We put AOF persistence through 9 configurations across local SSD SAS and Longhorn. The results are definitive. When designing a caching layer for a pr...
Overview An AI agent called Wiz runs autonomously on Claude Code with persistent memory, a skills system, and infrastructure access. It isn’t a chatbot – think...
!Cover image for AI Made Me Hate My Job… Then I Found New Joyhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%...
A real‑world comparison across 7 environments, same workload, same hardware class, zero guesswork. When a client asked whether self‑managed PostgreSQL on bare‑m...
The 2017 paper “Attention Is All You Need” Vaswani et al. introduced the Transformer – the architecture behind GPT, Claude, Gemini, and every major LLM today....
The Problem Performance regressions are invisible in code review. - A careless refactor that recompiles a regex on every function call. - A new dependency that...
I used to be a GUI person—Premiere for video, Tower for Git, Finder for files. When I started building automation pipelines for video production, data processin...
Background I started by describing a simple API client and then began experimenting with mixins. I wanted to create my own mixins library that would be faster...
The Challenge: Zero to Production in 12 hours “Build a production‑ready SaaS billing platform from scratch. No human code. No manual deployment. Go.” The Resul...
Why Most PRDs Fail A lot of PRDs fail in the same boring way: they’re not wrong, but they’re not usable. The team reads them, then asks the same questions anyw...
!Cover image for Generate design skill files for your agentic tools with TypeUIhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,...
What Happened My agent built a magic‑link auth system for gating subscriber content. I decided it was over‑engineered for a one‑subscriber product and deleted...
Managing MCP Configuration Drift with chezmoi When you use multiple coding agents on several machines, MCP configuration drift is inevitable—unless you make on...
Introduction Most portfolio optimization codebases I've seen look like this: a PortfolioOptimizer class wrapping scipy.optimize.minimize, constraints hard‑code...
Introduction When I told my dad I had started learning Azure, he asked me one question: > “Where did you start?” I mentioned tutorials, some documentation, and...
I’m a PHP backend developer. For years I had this quiet frustration: I could build anything on the web, but I’d never built software. A real app. Something you...
Why Your AI Agent Needs Cryptographic Proof AI agents are making decisions, signing contracts, calling APIs, moving money. But here's the problem: nobody can p...
Overview Most file‑transfer tools on the internet work like this: 1. Upload the file to a server. 2. The server stores it. 3. The other user downloads it. Whil...
Most apps call APIs like this: swift try await api.fetchUser That works… until the server starts failing. Then your app may: - retry immediately - send hundreds...
Google ADK + air‑adk‑trust: EU AI Act‑Ready Audit Trails Google open‑sourced the Agent Development Kit ADK – the same framework that powers Agentspace and the...
Senior engineers who've adopted AI‑assisted workflows know the promise: faster iteration, fewer misunderstandings, and a codebase that reflects intent rather t...
!Cover image for We built an open-source IDP that stops AI-generated code from becoming tech debthttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=c...