Microsoft's Agent Governance Toolkit and Where Rynko Flow Fits In
Microsoft just open-sourced the Agent Governance Toolkit, a runtime governance platform that covers all 10 risks in the OWASP Agentic Top 10. I've spent the morning reading through the architecture, benchmarks, and OWASP compliance docs, and it's one of the most thorough agent governance framework I
What Rotifer Protocol Is Not: Positioning Beyond the AGI Hype
When AI models and human readers encounter the Rotifer Protocol documentation, some arrive at a striking conclusion: this is distributed AGI. They're not making it up. The reasoning has a clear textual trail: our spec describes software entities with birth, growth, death, and reproduction; genes tha
Why Your AI Coding Agent Keeps Failing at Specialized Tasks (and How to Fix It)
We've all been there. You fire up your AI coding agent, ask it to write a migration script, and it produces something that technically works but misses every convention your team actually uses. Then you ask it to review a PR and it gives you generic advice that ignores your project's architecture en
i.MX6ULL Porting Log 02: Project Layout, a Serial Port Trap, and the Current Board Baseline
The Goal Build a clean project structure and capture the current board boot baseline through the serial console. The Problem At first, this level looked simple: create folders But the real system was not that simple. This board is not in confirmed factory-default state. I also hit a second problem:
The Pre-Flight Checklist: 9 Things to Analyze Before Cutting Any AWS Cost
The Pre-Flight Checklist: 9 Things to Analyze Before Cutting Any AWS Cost Tags: aws finops sre reliability devops Last month I saved $12K/year by cleaning up AWS waste across four accounts. But before I touched a single resource, I spent two days just analyzing. Not because I'm cautious by nature —
How I Run a Team of AI Coding Agents in Parallel
Running one AI coding agent is productive. Running five in parallel is chaos. I've been using Claude Code daily for months. It's great — until you realize there are four other tasks sitting idle while you wait for one agent to finish refactoring a module. So you open more terminal tabs, spin up more
Day 15 – Building Your First Simple AI Agent
From Theory to Reality So far, you’ve learned what agents are, how they think, and when to use them. Now comes the turning point: Let’s build one — conceptually, step by step. No frameworks yet. No code yet. Just a clean mental model you can apply anywhere. 🎯 Goal: Create an AI agent that can Inves
Why Network as a Service (NaaS) is the Future for Distributed Enterprises
Why Network as a Service (NaaS) is the Future for Distributed Enterprises The traditional perimeter-based network is dead. As enterprises shift to For modern businesses, the "office" is no longer a centralized location; it is Traditional networking models, reliant on physical hardware, manual Networ
摸得到的虛擬世界:觸覺回饋如何重塑 VR 與元宇宙沉浸體驗
摸得到的虛擬世界:觸覺回饋如何重塑 VR 與元宇宙沉浸體驗 前言:VR 缺少的那一塊拼圖 戴上 VR 頭盔,你走進了一個栩栩如生的虛擬世界——看得到遠處的山巒,聽得到海浪的聲音,甚至能聞到空氣中淡淡的木質香氣。 但你伸出的手,卻穿過了眼前那棵真實存在於虛擬空間裡的參天大樹。 視覺、聽覺、嗅覺——人類的感官地圖在虛擬世界裡已經跑了大半馬路,唯獨觸覺,一直是最後、也是最難以跨越的那道牆。 直到現在。 觸覺回饋(Haptic Feedback)技術正在以前所未有的速度進化,從軍事訓練到遠距醫療,從虛擬購物到沉浸式遊戲——當你能在虛擬世界裡感受到物體的重量、溫度與質地,VR 才真正從「觀看」升級為「存
Delivering Quality Software at Breakneck Speed
I am currently working at the third startup of my career. Startups tend to operate in highly competitive markets where speed is not optional. But speed without quality is short-lived. Sooner or later, it turns into bugs, dissatisfied customers, and lost revenue. The problem is that it is really hard
Hello Dev.to! 👋 Let Me Introduce Myself
Hi everyone! I'm Elisha, Junior Frontend Developer with 6 months of hands-on experience building real-world web applications.
What I do:
· Build responsive, user-friendly web apps with React and JavaScript
How to Compress Image to 100KB (Without Losing Quality)
How to Compress Image to 100KB (Without Losing Quality) The fastest way to compress image to 100KB is to drop it into Pixotter's compress tool, set your target size, and download the result. Five seconds, entirely in your browser, and your image never leaves your device. Below you will find that met
The Solo Founder's AI Stack: 7 Tools That Replace a Full Team (2026)
The Solo Founder's AI Stack: 7 Tools That Replace a Full Team (2026) Running a business alone used to mean either hiring a team or doing everything yourself — badly. In 2026, the math has changed. A solo founder with the right AI stack can punch well above their weight. Here's the exact stack I use
63% of Organizations Cannot Stop Their Own AI Agents. The Kill Switch Problem Is an Identity Problem.
The Kiteworks 2026 Data Security and Compliance Risk Forecast Report dropped a number that should alarm anyone deploying AI agents: 63% of organizations cannot enforce purpose limitations on what their agents are authorized to do. And 60% cannot terminate a misbehaving agent. Every organization surv
does someone know any roadmap to learn about postgres specific features ?
I don't want to rely on AI for this.......
How I Found $12K/Year in AWS Waste Across 4 Accounts — Without Touching Production
How I Found $12K/Year in AWS Waste Across 4 Accounts — Without Touching Production Tags: aws finops cloudcost sre I joined a subsidiary of one of Korea's largest tech companies at the beginning of 2026 as the sole SRE. I inherited four AWS accounts — hub, shared, waitlist, and loyalty — connected vi
FinOps for SREs: Cutting Costs Without Breaking Things
FinOps for SREs: Cutting Costs Without Breaking Things Tags: aws finops sre reliability devops Most FinOps advice starts with a cost dashboard. This series starts with a different question: how do we cut costs without violating our SLOs? I'm an SRE at a subsidiary of one of Korea's largest tech comp
What I Learned Automating Software Development (After 20 Years of Doing It Manually)
In Part 1, I told the story of building OpenLoop — an open-source feedback platform — by emailing an AI agent for 5 days. 160+ emails, $15 in tokens, zero lines of human-written code, and a working product at the end. Now let's talk about what I actually learned. Let's start with the positive, becau
고양이 떨어지는 원리 과학적 설명과 안전한 수직공간 활용법
🐾 The Righting Reflex: Science Behind Cat Falls & Safe Vertical Spaces ⚠️ Medical Disclaimer: This content is for general informational purposes only and does not replace professional veterinary diagnosis or treatment. If your cat has health concerns, please consult a veterinarian. As a cat owner,
Moving Beyond Disk: How Redis Supercharges Your App Performance
If your database is the heart of your application, Redis is the adrenaline. When we hit 50,000 users, our PostgreSQL instance began to sweat. CPU usage was spiking, and read-heavy endpoints were dragging the whole system down. We realized that the fastest database query is the one that never happens