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Push vs Pull Memory: A Better Way to Think About AI Agent Memory Pull memory is a store you query. Push memory is a loop your agent runs: it reads what it knows before acting, does the work, and writes back what changed, and the substrate reconciles that write so a stale fact gets superseded instead
Hi everyone, I am currently mapping out my career transition into the Artificial Intelligence space, with the ultimate goal of becoming an AI System Engineer and eventually a Generative AI Architect Seeking Guidance on Roadmap & Projects To give you some context on my background, I currently work as
Every few months the internet rediscovers the same argument: developers are either doomed, overpaid, or about to be replaced by AI. I do not buy the simple version of that story. The developer job market is not dead. It is getting pickier. The old bargain was easier to explain. Learn a popular stack
A client needed their customers to be able to query a 40-page policy document without reading through it. We built the first version of what became Minyut in a weekend. It used a basic embedding approach, answered from an OpenAI endpoint, and—in testing—confidently responded to questions that had no
An input guardrail runs on every request. Too slow and you rip it out; fast but blind and you get owned. That tradeoff, not the feature list, is the whole decision. TL;DR: I ran six guardrail and prompt-injection tools inline on a production agent for a few weeks (Lakera Guard, Llama Guard, NeMo Gua
As someone who works with Shopify stores, I'm always looking for ways to reduce repetitive work and automate processes that would otherwise require manual effort or custom app development. Over the years, I've tried different automation tools, but one that has consistently stood out is Mechanic. Mec
19 Years as a DBA → Building a Product. Hello, DEV Community! Hey DEV Community 👋 My name is Abd, and I'm genuinely glad to finally be here. I've spent 19 years working as a Database Administrator — starting at a time when "the cloud" wasn't yet a thing and databases lived in physical racks you cou
How I went from writing my first HTML tags to leading modern web projects with TypeScript and Next.js. My journey began with the basics of web development: HTML CSS Tailwind CSS JavaScript Like many beginners, I started by creating simple static web pages. At that time, seeing a webpage appear in th
A logistics manager at a mid-size distributor spent three weeks trying to understand why their accounts payable process had become inconsistent. Their ERP - in place for eight years - approved a vendor invoice in under two seconds. Their new AI-powered automation platform flagged the same invoice as
Last month my AI API bill hit a number that made me close my laptop and go for a walk. I wasn't doing anything crazy — just running a mid-size AI SaaS product with a few thousand daily requests across GPT and Claude. But between the two providers, my monthly spend had crept up to around $800, and th
I run a lot of small autonomous agents — backend, frontend, mobile, devops, monitoring tiers, each one a prompt with a job. The moment you have more than a handful, a question gets uncomfortable: are they actually any good, and did my last prompt edit make them better or worse? "It looked fine when
Key takeaways AWS API Gateway makes the API easier to manage through a single console that eases API organization and management, improves scalability as well as performance, and comes at a lower cost as well as being more secure. AWS API Gateway is supported by Elasticsearch to offer efficient sear
AWS Certified Cloud Practitioner (CLF-C02) 2026 Cheat Sheet An ultra-concise, tabular reference guide for the AWS Certified Cloud Practitioner exam (CLF-C02). Domain Weight Core Focus Domain 1: Cloud Concepts 24% Benefits of cloud, economics (CapEx/OpEx), architecture, and CAF. Domain 2: Security an
Are you choosing the wrong rose for your garden? An expert shares what you need to know.
This workout uses nothing than a dumbbell, has just six moves, and takes less than half an hour to give your core a good burn.
Reading in bed might help you destress but it can also cause this one major issue in your sleep. An expert explains why and what to do instead.
It'll also get a lot more local if you want it to be.
Ahead of the OnePlus N6's launch later this month, the company has begun revealing key specifications of the smartphone. OnePlus is claiming that the handset offers the biggest battery in phones priced under INR 25,000. In a post on X, OnePlus confirmed that the N6 will pack an 8,000mAh battery, whi
Back in August of last year, during the introduction of the Pixel 10 family, Google also teased an upcoming smart speaker. Then, it announced it as the Google Home Speaker in October. Now it's finally becoming available, ten months after the first teaser and eight months after the unveiling. The Goo
I've been running XposedOrNot for years now. The pitch has always been simple: type in an email, find out if it's turned up in a data breach. Free, no signup, open source. Millions of lookups later, it still does exactly that. But I've had a nagging feeling for a while that we were only answering ha
