I Skipped RAG. Here’s the Memory Architecture I Built Instead.

How I designed a three-layer conversational memory system that actually performs and why the obvious solution wasn’t the right one. Continue reading on Medium »
The Agentic Lair
The Agentic Lair

How I designed a three-layer conversational memory system that actually performs and why the obvious solution wasn’t the right one. Continue reading on Medium »

By: Maansha Syal Continue reading on Medium »

Designing a robust document upload to S3, one problem at a time. Continue reading on Medium »

Most Databricks agent tutorials start with “set up Unity Catalog and Vector Search first.” This one doesn’t. I built a fully working conversational agent using only samples.tpch — the dataset that ships in every Databricks workspace by default. No custom…

IntelliJ IDEAIntelliJ PlatformOpen SourcePlugins Language Server Protocol (LSP) solves a real problem: before, each IDE or editor had to implement support for a specific language separately. A language server puts that work in one place and exposes it through a…

Today, 65% of our product team’s code is created by our internal version of Claude Tag. Continue reading on Medium »

Beyond the Watch: Why Brokazy-Powered Algorithms Make Manual Trading Obsolete in the Age of AI Continue reading on Medium »

If you want a leg up in applied AI right now, you should be studying the Marine Corps over Anthropic’s documentation. The hardest problem… Continue reading on Medium »

The Quest Begins (The “Why”) I still remember the night our staging database went dark. A rogue migration script had wiped a critical table, and the only “backup” we had was a nightly pg_dump that we’d never actually tried to…

Remaining true to yourself in the age of AI Continue reading on Bootcamp »

IntelliJ PlatformPlugins Modern development has shifted one old IDE paradigm significantly: Now, not only is it possible that a project is not hosted on the same physical or remote machine as your IDE instance, it could even be that both…

When news broke that SpaceX would acquire Cursor’s parent company, Anysphere, in a reported $60 billion all-stock deal, most of the discussion centered around AI. This was another milestone and enormous valuation, and signal that AI is still bringing…

When I sat down to build Aveliq, I had one goal: give every Nigerian student access to tools that actually help them study smarter. Not a repackaged ChatGPT wrapper. Not another generic quiz app. Something built specifically for WAEC, JAMB,…

这篇演讲的题目是 《Beyond Sandboxes: Architecting Durable Runtimes for AI Agents》(超越沙箱:为 AI Agent 构建持久化运行时),演讲者是 Orkes 的联合创始人兼 CTO Virein Baraiya。 演讲的核心观点是:在生产环境中运行 AI Agent,仅仅依靠“沙箱(Sandbox)”来实现隔离和保护是不够的,更需要一个“持久化运行时(Durable Runtime)”来保证 Agent 的状态可持久化、崩溃后可恢复、过程可审计。 以下是演讲的核心内容总结: 一、 核心痛点:为什么传统的“沙箱”和“内存循环”不够用? 传统的 Agent 开发通常把 Agent 当作一个在内存循环(LLM in the loop)中运行的实体:LLM 观察状态 $rightarrow$ 决定调用工具 $rightarrow$ 更新状态…

A developer’s breakdown of four embedded GUI frameworks, what each one is actually good at, and where each one will cost you later. Continue reading on Medium »

Users on Reddit Say that Fable 5 was available again for brief moment, probably for internal testing. Continue reading on Medium »

Your AI is operating as designed, but it still needs a leash. Continue reading on Medium »

We accepted Photoshop, Google, Excel and GPS. AI-assisted writing is next. The real question is why anyone still cares. Continue reading on Medium »

At GDG London, we have always believed that events should be more than just talks and sessions. They should be experienced. Continue reading on Medium »

AI empowers people through smarter decisions, automation, personalized learning, better healthcare, and enhanced productivity. Continue reading on ILLUMINATION »

A short work of speculative fiction — and a closer snapshot of 2026 than you’d think Continue reading on Medium »