How to Implement Context Retention in Voice AI Applications
TL;DR Voice AI loses context between turns—users repeat themselves, agents forget previous requests. This breaks UX and wastes API calls. Build persistent sess...
TL;DR Voice AI loses context between turns—users repeat themselves, agents forget previous requests. This breaks UX and wastes API calls. Build persistent sess...
Code-generating LLMs are trained largely on static artifacts (source, comments, specifications) and rarely on materializations of run-time behavior. As a result...
This was originally posted on the VSL Substack publicationhttps://vibestacklab.substack.com/p/how-to-prompt-ai-for-consistent-json. !Consistent JSON Output Syst...
Rewetting peatlands: the biggest climate opportunity In her recent interview, Julia Kasper, co‑founder and CEO of Zukunftmoor, argues that rewetting drained pe...
Article URL: https://pallais.scholars.harvard.edu/publications/power-proximity-coworkers-training-tomorrow-or-productivity-today Comments URL: https://news.ycom...
Article URL: https://pallais.scholars.harvard.edu/publications/power-proximity-coworkers-training-tomorrow-or-productivity-today Comments URL: https://news.ycom...
Professional Background - Senior Software Engineer with 10+ years of experience. - Technologies: Java, GWT, Angular, React, AWS Lambda, accessibility, and a...
What I Built AuroraCanvas is a visually immersive generative art playground built with Uno Platform and powered by AI‑assisted color and particle effects. Them...
The Core Reality: Market Data Is a Firehose In trading, data never pauses. It comes in as a continuous, high‑velocity stream: - real‑time bid/ask updates - t...
Bringing software engineering discipline to AI‑assisted coding Every developer using AI coding tools has experienced the loop: you prompt, the AI generates co...
Emerging alongside generative AI and the broader trend of AI-assisted coding, the term 'vibe coding' refers to creating software via natural language prompts ra...
Introduction This is the fourth post in the Japan AWS Top Engineers Advent Calendar 2025. We’ll discuss the AWS CDK, a commonly used tool for writing IaC cod...
Summary You probably have seen a lot of Mermaid Diagramshttps://mermaid.js.org/ already without even realizing that what powers them is a formal description la...
!Coverhttps://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fpollinations.ai%2Fp%2FSynthwave%2520ve...
What is DebateMaster‑AI? DebateMaster‑AI is a real‑time debate coaching platform that leverages Google's Gemini Live API for bidirectional voice streaming. Unl...
Data science initiatives frequently exhibit high failure rates, driven by technical constraints, organizational limitations and insufficient risk management pra...
Building a production‑ready Retrieval‑Augmented Generation RAG system often takes 6–12 weeks, not because the RAG logic is complex, but because of the surroundi...
Every year, Black Friday and Cyber Monday reveal how people shop, browse, and discover products at global scale. For Vercel, the weekend doesn't require a diffe...
The team behind is joining Vercel to help us invest in the Python ecosystem. Led by Python core developer and contributor , they will bring world-class suppor...
Vercel Agent can now add and to your project with AI.Web AnalyticsSpeed Insights After you start the installation, Vercel Agent analyzes your project configur...
Article URL: https://www.jasonscheirer.com/weblog/vignettes/ Comments URL: https://news.ycombinator.com/item?id=46120549 Points: 34 Comments: 15...
Background Over the past few years I’ve moved from using ChatGPT to build a scikit‑learn classifier 2022 to watching Copilot’s tab‑completion reach “super‑saiy...
AI regulation is rapidly evolving worldwide as governments race to set standards for safe and responsible AI development. A 2025 survey notes that at least 69 c...
So far in this blog series we have highlighted the value that NVMe Memory Tiering delivers to our customers and how it is driving adoption. We’ve also covered p...
Harbor is an open-source container registry that secures artifacts with policies and role‑based access control, ensuring images are scanned for vulnerabilities...
The blockchain ecosystem has evolved dramatically since Bitcoin’s launch in 2009. In the early years, designing a blockchain meant implementing every component...
Behat’s WebAPIExtension was a simple and effective way to test JSON‑based APIs using Gherkin steps. On July 14 2025 the repository was archived by its owner and...
Introduction agentgatewayhttps://github.com/agentgateway/agentgateway is a data plane developed by Solo specifically for AI scenarios. Written in Rust, it can...
Modern AI systems, LLM‑powered applications, and data‑intensive platforms generate enormous value — but they also generate enormous cloud bills. As organization...
Email Service Provider Evaluation Over the past few weeks, I’ve been exploring different email service providers for transactional emails for AsanTyping.com. I...
If you're familiar with a payments company, you know the drill. Risk agents manually review thousands of merchant websites every month, checking for red flags:...
Issue Copy and paste does not work well on Proxmox KVM through the web UI. Workaround We created a script that simulates keyboard typing to paste data over th...
The Misunderstanding That Reveals the Future > “They told us: ‘The EU AI Act is coming — better prepare.’ > But what if some of us didn’t need to prepare?...
If you work in development, data engineering, AI, or medtech, you’re witnessing one of the biggest transformations happening right now: the shift toward data‑dr...
Who's shipping vs who's just talking? A weekly leaderboard tracking real product releases and company traction.
!Cover image for Handling Cold Starts in Serverless AI: Why Your First Request Fails And How to Fix Ithttps://media2.dev.to/dynamic/image/width=1000,height=420,...
Choosing the Right Film Before you visit a film shop, it helps to know which type of film you want to shoot. You will come across black‑and‑white films, color...
Types of Analytics 1. Descriptive Analytics – What happened? - Summarizes past data. - Example: “Sales increased 15% last month.” - Visuals: tab...
Assumptions You’re using Spring Boot with the resilience4j-spring-boot2/resilience4j-spring-boot3 integration Resilience4j 1.x/2.x work similarly. The exampl...
Article URL: https://chrisebert.net/comparing-aws-lambda-arm64-vs-x86_64-performance-across-multiple-runtimes-in-late-2025/ Comments URL: https://news.ycombinat...
Workflow 🚀 How Terraform DAGs actually execute Short, advanced explainer — practical & principle‑focused. 1️⃣ Terraform builds a dependency graph, compares...
I'm hitting a wall. Yesterday, I spent 15 minutes arguing with an AI agent that insisted my error handling logic was 'redundant.' It wasn't. It was catching a s...
When I first met the operations team at a mid-sized retail brand in Mumbai, they were struggling with one simple problem: - 17 different Excel files - Manual...
Introduction Two years ago I was stressed about my future. My parents kept asking where I wanted to study medicine, friends were making decisions, and I felt...
In the electrifying world of European football, timing is everything—not just for the players on the pitch, but for fans, analysts, and bettors alike. As matche...
Introduction Technology has come a long way, but no system is ever completely safe from failure. Even the biggest companies experience downtime, so how can t...
What is it? Meta‑arguments are special arguments that can be used with any resource type to change the behavior of resources. Different Meta‑arguments count...
The Privacy Problem in the Age of Generative AI ================================================= AI tools for content creation—from Copy.ai to Character.ai—hav...