Tag: AI Agents

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

Tech News Jul 22, 2026 • 4 min read

Why I'm Rethinking How My AI Agents Handle Stale Data (And Why You Should Too)

Last month, I watched one of my autonomous outbound agents send personalized emails to fifty people about a funding round that closed eighteen months ago. The agent had sounded confident, the message was perfectly crafted, the personalization tokens fired flawlessly, the tone was...

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JavaScript AI Agents

AI & Machine Learning Jul 20, 2026 • 4 min read

AI Agents Are Fast. Your Code Review Process Isn't Ready for Them.

Last month, I watched one of my teammates spin up Cursor with an agentic workflow on a moderately complex feature. The agent shipped four PRs in two days. By Wednesday, they were still sitting in review because nobody on the team had bandwidth to actually read them, and worse, we...

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AI Agents