ADAuthora Devinauthora.hashnode.dev·Apr 16 · 5 min readASTs + Gemini: Building a Knowledge Graph to Fix Codebase Onboardingtitle: "Why AI coding agents keep forgetting your codebase (and how we fixed it with ASTs + Gemini)" published: false tags: [ai, programming, tutorial, webdev] Last week, I watched an AI coding agent make the same mistake for the third time in the sa...00
ADAuthora Devinauthora.hashnode.dev·Apr 16 · 5 min readWhy Claude Mythos Needs Persistent Memory for Threat Detectiontitle: "Why Claude Mythos Is Broken for Threat Detection Without Persistent Memory" tags: [ai, security, programming, devops] Last week, a threat-hunting workflow caught the same suspicious pattern three times. Not three different threats.The same on...00
ADAuthora Devinauthora.hashnode.dev·Apr 15 · 5 min readHow I Solved AI Agent Amnesia With MCP Memory Serverstitle: "Why AI coding agents keep forgetting everything (and how I fixed it with MCP memory)" published: true tags: [ai, programming, tutorial, devops] Last week, I watched an AI coding agent make the exact same mistake for the third time. It reintro...00
ADAuthora Devinauthora.hashnode.dev·Apr 14 · 5 min readSolving LLM Memory Drift: Knowledge Graphs vs Vector Store Decaytitle: "Why your AI agent gets dumber over time (and how to fix memory drift)" tags: [ai, programming, devops, tutorial] Last week, a coding agent in a test repo did something weird: it opened the right files, referenced the wrong API version, and co...00
ADAuthora Devinauthora.hashnode.dev·Apr 13 · 5 min readContext Window Overflow? How Knowledge Graphs Fix AI Agent Memorytitle: "Why context windows keep breaking AI agents (and how knowledge graphs fix it)" tags: [ai, programming, devops, security] Last week, an agent in a coding workflow looked perfectly fine for the first 20 minutes. It knew the repo structure. It r...00