May 2026

What are the limitations of using a file-based agent workflow? Why do massive context windows tend to collapse? This week on the show, Mikiko Bazeley from MongoDB joins us to discuss agentic architecture and context engineering. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short & sweet Python Trick delivered to your inbox every couple of days. >> Click here to learn more and see examples ]

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This article explains the practical differences between AI workflows, autonomous agents, and multi-agent systems through real-world analogies, production trade-offs, and code examples. It argues that workflows are best for deterministic, structured tasks with predictable execution paths, while agents are better suited for open-ended problems requiring dynamic tool selection and adaptive reasoning. Multi-agent systems introduce specialized coordination between multiple agents but also increase operational complexity, debugging overhead, and cost. The piece also explores hybrid architectures, beginner mistakes, production reliability, […]

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AI chatbots and AI-generated summaries have taken over traditional search engine results. The current situation demands the development of dedicated tools that support AI search operations. With brands struggling to appear in AI-generated responses such as AI Overviews and answers produced by large language models, an AI search visibility tool has become the need of the hour. CrowdReply creates a solution that enables AI systems to discover and interpret brand content while generating citations. This AI search visibility […]

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In this article we study semi-Markov decision processes (SMDPs) where the pay-off criterion is limiting ratio average, generally known as undiscounted pay-off. Here we consider the action space of the decision maker to be possibly countably infinite. However, we do not put any restriction on the reward function. We prove the existence of a near-optimal or ϵ-optimal strategy of the decision maker which turns out to be a deterministic semi-stationary. An efficient algorithm is discussed to compute a […]

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In this tutorial, we build an advanced Django-Unfold admin dashboard. We start by installing Django, Django-Unfold, and the required dependencies, then we create a fresh Django project with a shop application. We configure Unfold with a modern admin theme, custom sidebar navigation, dashboard callbacks, product badges, tabs, filters, actions, and a custom admin homepage. We also define realistic e-commerce models such as categories, products, customers, orders, and order items, seed the database with sample data, and launch the […]

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OpenAI ChatGPT Plus vs Anthropic Claude Pro vs Google Gemini AI Pro vs xAI SuperGrok vs Moonshot Kimi K2.6 vs Meta Muse Spark vs MiniMax M2.7 vs Microsoft Copilot Pro vs Perplexity Pro — Evaluated Across 10 Categories – with a closing section on consumer data on Reddit. Which AI Subscription Should I Choose? In 2026, the $20/month AI subscription market is the most ferocious battleground in tech. What once bought you priority access to GPT-4 now unlocks […]

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By “SaaS dinosaurs,” I mean the big, shiny, pricey software products. CRMs like Pipedrive. Project tools like Jira. Platforms like Monday.com. You probably heard this line already: “SaaS is dead.” It is NOT and I will tell you why. AI makes software easier to build. That part is true. Building a “new Jira” is no longer impossible for a small team. It is still a little challenging, but doable. When I first tried AI-assisted engineering, I expected thousands […]

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