Tag: AI Agents

Web Development Aug 17, 2026 • 5 min read

Why I Finally Stopped Shipping "AI Agent Demos" and Started Building Actual Systems

Last month, I shipped what I thought was a production-ready agent. It worked flawlessly in my notebook, impressed everyone in a demo, and then immediately started hemorrhaging money the moment real users touched it. The agent would retry failed tool calls endlessly, each retry bu...

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ChatGPT OpenAI

AI & Machine Learning Aug 11, 2026 • 4 min read

Stop Burning Money on AI Coding Agents: A Working Developer's Reality Check

I spent $180 on Claude API credits last month before I actually looked at my bills. Not a huge amount by enterprise standards, but it stung coming from someone who remembers when you could get solid tooling for a flat annual fee. The kicker? Most of those tokens vanished into poo...

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Claude AWS

AI & Machine Learning Aug 1, 2026 • 4 min read

I Built an AI Agent System And Learned The Hard Way Why Scoring It Isn't Like Grading A Model

Last month, I shipped a customer support agent for a client and spent three weeks debugging why it was technically "working" while simultaneously costing us 3x the tokens it should have. The final answer to support tickets was usually correct. The path it took to get there? A mes...

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AI Agents

DevOps & Cloud Jul 31, 2026 • 4 min read

hermes-memory-installer: Memory Sidecar v3.5.1

Memory Sidecar v3.5.1 is an operational hardening release for the public agent‑agnostic memory layer. If you already use the sidecar pattern to give your AI agents robust, persistent memory without co...

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AI Agents CI/CD

Design & UX Jul 30, 2026 • 6 min read

#S3 The Loot Report, Vol. 2: Four Lines That Fixed the Boring Parts

Last Loot Report was a single day's haul. This one is slower, four lines I lifted over a few weeks, each one aimed at the least glamorous corner of my systems: the checks that were supposed to be wat...

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AI Agents

AI & Machine Learning Jul 28, 2026 • 3 min read

Beyond System Prompts: Enforcing Policy & Action Boundaries in Enterprise AI Agents

The Failure of Prompt-Based Guardrails Telling an AI agent "do not drop production database tables" or "do not approve refunds exceeding $5,000" inside a system prompt is not a security con...

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LLM Enterprise Software

Web Development Jul 27, 2026 • 9 min read

Auditing Agent Skills: A Threat Model for the Next Generation of AI Package Managers

Let me start with a question. If a stranger handed you a USB drive and said "plug this in, it just organizes your files," would you do it? Probably not. Most of us have had the "don't plug in random...

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Claude AWS

DevOps & Cloud Jul 26, 2026 • 6 min read

How We Solved Agent Auth Without a Single PAT

A TOFU-based authorization model for headless AI agents By Mohamed Sherif If you’ve built an AI agent recently, you’ve probably run into the same problem. The first integration is easy. Your agent...

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AWS Kubernetes

AI & Machine Learning Jul 26, 2026 • 8 min read

Evidence First, Answer Second: Building an Observable Industrial AI Agent with SigNoz

Evidence First, Answer Second: Building an Observable Industrial AI Agent with SigNoz Most AI systems are designed to give an answer. That is useful in a chatbot. On a factory floor, it ca...

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Python LLM

DevOps & Cloud Jul 22, 2026 • 1 min read

DevOps engineers and anyone using Kubernetes - how are you connecting your agents to your production clusters?

We benchmarked an AI agent on 52 broken clusters: kubectl vs a Kubernetes MCP server...

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Kubernetes AI Agents