From Billing Alerts to Autonomous Action: Building SpendPilot with Qwen Cloud.
Introduction Cloud waste is a silent budget killer. Industry reports estimate that companies waste up...
Tutorials
Hardening API Scan Boundaries in skill-scanner, with sqry as the Review Map
On 14 June 2026 I cloned cisco-ai-defense/skill-scanner, set up the locked uv environment, and worked...
Building a Production-Grade MCP Memory Server: Lessons from MindCore
AI agents forget everything between sessions. Here's how we built an MCP memory server that actually...
Deploying Gemma 4 26B on Proxmox: IaC Setup with Terraform, Ansible & AMD iGPU
A complete guide to automating a local AI stack on Proxmox LXC using Terraform and Ansible, including Open-WebUI and AMD Radeon Vega iGPU workarounds.
Your AI agent is running an agentic loop right now. Do you know where it can fail? - 04 of 21
In 2026, understanding the agentic loop is as fundamental as understanding HTTP was in 2005. Here's...
BNPL Income Verification in the UAE: CBUAE Rules and Automation
What UAE BNPL providers need to verify under CBUAE short-term credit rules, which income sources matter, and how automated income verification fits compliance.
Zero-Trust RAG: Defeating the Shared Private Link Deadlock in Azure Terraform
How to programmatically approve Azure AI Search Shared Private Links using AzAPI, and why your AI architecture will fail an audit without proper Identity Chaining.
The --schema-only flag that makes enterprise customers comfortable with AI
Every enterprise conversation about AI hits the same wall, usually within the first 30...
The Cost of Being Worth Using
AI helped 100,000 developers ship 30% more software. The number of people using it didn't move. Building got cheap. Being worth using didn't.
I Found a Gap in Microsoft's AI Governance Toolkit. So I Built a Policy Pack to Fill It.
TL;DR Microsoft's Agent Governance Toolkit (AGT) ships policy coverage for OWASP Agentic...
Why I Replaced Most of My AI Subscriptions With a Mac Mini Running Local LLMs
Every month, many developers pay for multiple AI services: ChatGPT Pro Claude Code GitHub...
AltiVerse: Simulating Alternate Realities for Real-World Decisions
Github: https://github.com/LeoTheAIDev/Altiverse What if you could test a major decision before...
NVIDIA RTX Spark Superchip: Unified CPU–GPU Memory
What: NVIDIA's RTX Spark "superchip" (unveiled around Computex / Build 2026) pairs a 20-core Grace...
What Juejin's 2025 Tool Lists Got Right About the Multi-Tool Stack
I went down a rabbit hole this morning reading the late-2025 Juejin front-end dev tool ranking and...
I Built a Local, GPU-Accelerated Voice Commander—And I Still Type Everything
Why is it so hard to speak to our computers, even when we have built the perfect local voice dictation tool? Reflecting on typing habits and building tools we don't use.
Limp Mode: building a car mechanic that runs offline on a 4B model
Built for the Build Small Hackathon (Hugging Face and Gradio), Backyard AI track. A fine-tuned 4B...
How I turned 18% skill hit rate into 95% — without calling an embedding API once
My Claude Code setup grew to 152 skills. Every session, all 152 descriptions got dumped into the...
I Built an AI System Design Coach — Clone It, Try It, Break It
The problem I kept running into Every time I practiced system design, I'd hit the same...
Migrating Off OpenClaw Without Downtime — and the Offset That Made Hermes Look Dead
A while back I wrote a comparison of OpenClaw and Hermes — two open-source, self-hosted AI agents I...
GhostPR : MCP For Future
AI coding assistants are becoming very good at reading code. But they still struggle with something...
How to Keep AI Coding Agents from Hallucinating: A Guide to Harness Engineering
Why generic prompts fail and how a structured repository 'harness'—inspired by Andrej Karpathy's coding practices—can push coding agent accuracy to new levels.
Shouldn't AI Move From Cloud to Local Compute?
Copilot metering, Responses API, Anthropic Fable/Mythos, NVIDIA local AI boxes, and what this means if you want to run serious AI coding tools on infrastructure you control.
How I Built a Secure AI API Proxy Without Losing My Sanity
I’ve been integrating AI APIs into side projects for a few years now. Every time, I hit the same...
I built the same AI app with and without LangChain. Here's what I learned.
I'd used ChatGPT and Claude as a regular user for a while, but I had no idea what it actually takes...