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ExternalDatabase
Redis Blog

Context graphs: when nearest-neighbor search isn't enough

Your retrieval-augmented generation (RAG) pipeline works well on simple questions. You embedded your documents, built a vector index, and retrieval does its job. Then someone asks something that requires distributed facts, and the whole thing falls ap...

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ExternalSoftware Engineering
DEV Community

AI Can Introduce Complexity Without Introducing Noise — But Only If the Repo Knows How to Hold the Complexity

One of the things I keep thinking about with AI-assisted development is that the conversation around AI coding is often backwards. A lot of people talk about AI as if the goal is to hand it a vision and let it materialize the finished thing. Describe the app, describe the feature, describe the experience, and then let the agent build it. But I don’t think that is what most serious builders actually want. If you are designing software, you are not just asking for “an app.” You are deciding how a

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ExternalSoftware Engineering
DEV Community

🛠️Building My First AI Agent with Hermes Agent 🤖

*This is a submission for the [Hermes Agent Challenge] When I first heard about agentic AI systems, I imagined something much more capable than a traditional chatbot. A chatbot answers questions. An AI agent plans, reasons, uses tools, and works toward a goal. That idea led me to explore Hermes Agent and build my first autonomous AI project: Hermes Commander. As someone interested in AI, prompt engineering, and autonomous systems, I wanted to understand how modern AI agents actually work. Most t

hermesagentchallengedevchallengeagents
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ExternalSoftware Engineering
DEV Community

Hermes Commander: An Autonomous Research Assistant Powered by Hermes Agent 🧠

*This is a submission for the [Hermes Agent Challenge] Hermes Commander is my first AI agent project built using Hermes Agent. The goal of this project was to explore how an AI agent can go beyond simple question-answering and perform structured tasks using tools. Hermes Commander acts as an autonomous research assistant that can understand requests, create research plans, access available tools, and organize workflows. As someone interested in AI, prompt engineering, and research, I wanted to b

hermesagentchallengedevchallengeagents
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ExternalSoftware Engineering
DEV Community

Have Antigravity review prompts update themselves when your codebase changes

I built a self-improving and healing workflow for Antigravity 2.0 where your AI review prompts update themselves based on your actual codebase. No more stale checklists that still reference packages you removed months ago. The core idea: meta-prompts — instructions that tell the AI to scan your package.json, GEMINI.md, skills, and MCP config, then generate hyper-specific review prompts from scratch. Every time. What's in the repo: 🧠 Self-optimizing prompts for code review, spring cleaning, and

antigravityvibecoding
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ExternalSoftware Engineering
DEV Community

Building a Cloud SIEM from Scratch with AWS Lambda and EventBridge

How I built a real-time serverless security detection pipeline on AWS using CloudTrail, EventBridge, Lambda, DynamoDB, and SNS — and what broke along the way. All source code for this project is on GitHub: aws-siem-detection-pipeline Most cloud security tutorials show you how to turn on GuardDuty and call it a day. I wanted to better understand what actually happens under the hood. Things like how a detection pipeline routes an event, evaluates it, and fires an alert in real time? So I built one

awssecurityserverless
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ExternalSoftware Engineering
DEV Community

Compound Engineering: A Plugin That Makes Your AI Coding Agent Smarter Over Time

Most developers using AI coding tools hit the same ceiling eventually. The agent writes code, you accept or reject it, and next time it starts from scratch again. There's no memory of what worked, no accumulated judgment about your codebase, no improvement from one session to the next. You're getting faster, but the tool isn't getting better at helping you specifically. Compound Engineering is a plugin that tries to fix that. Built by Every.to and available for Claude Code, Cursor, Codex, GitHub

aiagentskillsclaude
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