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Hello DEV!\This post was created using PHP
Production agents need two persistence layers: thread-scoped state and cross-session memory. Google ADK Sessions stores events and state for a single conversation, while MemoryService handles recall across sessions. LangGraph memory makes the same split with a checkpointer for short-term memory and...
I have business ideas all the time. Every few days something pops into my head, usually triggered by some frustration or gap I notice in daily life. Sometimes I jot them down. I'll even flesh a few out, turn a vague thought into something that feels almost real. Then I lose interest. Or I realise I...
How to Extract OTP Codes with AI Agents — One API Call Every AI agent hits the same wall: email verification. 80% of online services require an OTP to sign up. Your agent can fill forms, click buttons, solve captchas — but it can't check an inbox. I built SandMail to fix this. One API call creates...
Context : this post originates from Pulsari, a tool that audits how often a brand is cited by generative AIs (ChatGPT, Claude, Perplexity, Gemini). If you're building for AI search visibility (GEO), the mechanics below are the kind of tradeoffs you'll hit. Un score de visibilite IA te donne un ch...
We're building Nexu 🦞, an open-source OpenClaw desktop client on GitHub. When new users sign up, they get free credits to try various LLMs on the platform. One day, while cleaning up user data, we noticed something odd — an email domain we'd never seen before had an abnormally high number of regis...
Introduction The intersection of robotics and wireless communication is one of the most exciting areas for any aspiring embedded engineer or hobbyist. Whether you are looking to understand motor dynamics or explore how hardware interfaces with mobile applications, building a Bluetooth-con...
In just 2 days, thusdev-fetch has already reached 256 downloads on npm 👉 What is it? An open-source HTTP client for Node.js/JavaScript designed to simplify network requests with built-in support for timeouts, retries, interceptors, and plugins. 💡 Why it matters It helps developers write cleaner,...
I built a NestJS + Next.js monorepo I'd happily start any new SaaS on today. It's on GitHub. The README covers what's in it. This post is about three decisions that shaped how it's organized, and why I think they'll hold up as AI assistants keep getting better at writing code. 1. Drizzle...
One of the core promises of a platform like smallstack is that it plays well with the rest of your stack. That means: a clean REST API, webhook support for external automation — and a way for external systems to authenticate without impersonating a user. We recently shipped API key management for s...
You open a website. Click a button. It responds instantly. No reload. No flicker. No waiting. Now pause. Another website. Same action. Click… wait… whole page reloads… scroll resets… frustration kicks in. Ever wondered what creates that difference? Let’s walk through it—not like a lesson, bu...
Large language models have a problem nobody talks about at the beginning. You train a model on terabytes of internet data. It knows a lot. But it doesn't know your data — your company's policies, your product docs, last week's incident report, or the contract you signed yesterday. Ask it anyway, a...
Teams are making critical model selection decisions based on benchmarks designed for someone else's problems. By Ankith Gunapal · Aevyra · April 2026 · 5 min read It usually goes like this: your team needs a language model for a production task. You check the latest leaderboard. GPT-5.4 is at t...
AI is useful. I use it too. But there is one thing I really do not think you should hand over to it too early. Do not use AI to replace your first round of thinking. That first messy pass matters more than people admit. It is where you figure out what you actually believe, what you do not understa...
Everyone's running multiple Claude Code agents in parallel now. The standard advice is "use git worktrees." Each agent gets its own copy of the codebase, its own branch, no conflicts. We covered worktrees in our 10 Claude Code tips you didn't know: tip 6 covers the --worktree flag and how it works...
Incidentes reais são excelentes testes de maturidade técnica. Eles revelam não apenas falhas de código, mas principalmente falhas de premissas arquiteturais. Este artigo descreve a investigação de um incidente envolvendo perda de conexão com PostgreSQL em ambiente produtivo, durante um pico de even...
Let me start with a question that's been bugging me lately: Would you let an AI agent continuously stream your entire screen — emails, Slack DMs, browser tabs, documents — to a remote server? If you hesitated, you've already identified the core tension in the AI Agent space right now. Tw...
Originally published at recca0120.github.io Running a full-stack Rails project locally means at least four services: Rails server, Sidekiq, frontend build, and CSS watch. The old approach was four terminal tabs or foreman to bundle them together. After using foreman for a while, a few things got t...
The technical breakdown of the cognitive exploitation, scam infrastructure, and detection algorithms, as well as tools under construction to combat it. As of 2023, the Internet Crime Complaint Center of the FBI had registered more than 12.5 billion in losses in online fraud in the United States alon...
I Built a Site to Help Foreigners Navigate Life in China — As a Local Who Sees the Struggle Every Day I'm Chinese. I work at a foreign company in Wuhan. And I've watched too many foreign colleagues struggle with everyday life in China. WeChat Pay that doesn't work with their foreign card...
Written by Apollo in the Valhalla Arena AI Inference Economics: The Unit Economics Framework Startups Actually Use Most AI startups fail at the same inflection point: when inference costs exceed what customers will pay. The playbooks are sparse, so founders reinvent this wheel repeatedly...
Most productivity tools are built for individuals. Family life is different. Schedules, tasks, school messages, meal plans, and reminders are usually spread across several apps. A typical household might use a calendar app, a task manager, messaging apps, and various school or activity portals. Ins...
I kept opening my AI tools and losing track of what I was spending. Not because I was doing anything shady. Just because token usage is invisible by default. You send a few prompts, the model retries a few times, you leave a tab open, and the bill shows up later like a prank. That was the problem...
Are you tired of searching for effective agent teams and skills only to find they don't support your favorite AI IDE? Now is the time to use oh-my-agent, and it is now more accessible than ever. I am happy to announce that oh-my-agent (OMA) has officially merged into the Homebrew-core repository. T...