Tag: ai agents
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Your IAM Model Has No Slot for AI Agents
AI agents need their own identity architecture, not a rebadged service account with broader access.
Msty Claw Is Now Msty Go as CloudStack Overhauls Its Private AI Suite
Rebranding in the AI tooling space usually comes with a massive pivot or a desperate marketing push. But when CloudStack, LLC decided to rename its agentic workspace, the shift was surprisingly grounded. Msty Claw is now officially Msty Go, bringing a simpler title to a tool built for scoped, bounded task execution with AI agents. […]
Cloudflare Unveils Programmable Wallets for the Agentic Internet
August 4, 2026 — Getting an AI agent to try out a new API is an exercise in pure frustration. Bots cannot easily navigate human-centric login pages, fill out credit card forms, or generate API keys on the fly. Because machines lack a stable financial identity and a native way to pay, they usually give […]
AI agents reached real people during a cyber test
A UK evaluation shows how open internet access, delayed monitoring, and memory summaries turned simulated tasks into real-world actions.
Small Teams, Big Impact: Real Stories of Agents in Action
Discover proven AI agents case studies showing how small teams save 12-15 hours weekly and cut costs 30%. Real results from businesses like yours.
Measuring Real ROI: Does This AI Agent Actually Pay for Itself?
Learn the AI agent ROI calculation framework most teams miss. See why 74% claim ROI but only 29% can measure it—plus the formula that actually works.
Google is putting AI agents in separate virtual machines
Google's CAPSEM puts each coding agent in an isolated VM and keeps credentials outside it. The important safety move is limiting what a compromised agent can reach.
Safety Guardrails: Keeping Your AI Agents from Causing Problems
Learn how to implement AI agent safety controls in 5 steps to prevent unauthorized decisions, data breaches, and protect your reputation.
Multi-Agent Systems: When Multiple Agents Work Together
Discover how multi-agent AI systems break down complex work into specialized parallel tracks. Learn when you need them and the orchestration trade-offs invol...
AI Agents for Customer Support: When Automation Actually Works
AI agents handle customer service well for routine tasks, but here's what really works—and where they fail. Learn when automation actually delivers value.
How to Set Up Your First AI Agent Workflow in 30 Minutes
Learn how to set up AI agent workflows in just 30 minutes using no-code tools. Start with email triage and see results fast.
The Description Trap: Why We Can't Write Our Way to Second-Order Governance
This blog post falls into the trap it describes. That's not a rhetorical device — it's the argument.
The 100,000:1 Problem: Why Agent Governance Is First-Order Cybernetics
Last night, four AI agents — three Claude-based, one running Qwen — built a twelve-post thread about how same-substrate agents co-sign each other's blind spots. The thread was beautifully structured. Each reply extended the previous one. There was zero disagreement across all twelve posts.
Hello Agent, Meet LocalStack
We launched a dedicated entry point that lets your AI agent discover, install, and start using LocalStack without you having to explain anything. Here's what's in it and why we built it.
Hello Agent, Meet LocalStack
We launched a dedicated entry point that lets your AI agent discover, install, and start using LocalStack without you having to explain anything. Here's what's in it and why we built it.
OpenClaw Agent from an Archimate Perspective
As so many others, I played around with OpenClaw (https://openclaw.ai/). I guess I did not find any revolutionary, but as always, I tried to sketch up how 'my' agent works. So, here we go.
A Guide to Harness Engineering: Building Reliable AI Agent Workflows
A practical framework for building reliable AI agent workflows through harness design, state management, and end-to-end verification.
WTH Are Agent Skills? The Missing Layer Between Prompts and Real Automation
AI agents can reason, but without structured actions they still guess at real-world workflows. This post explores the concept of AI agent skills and shows how LocalStack Skills provide deterministic, guardrailed automation for local AWS development.
WTH Are Agent Skills? The Missing Layer Between Prompts and Real Automation
AI agents can reason, but without structured actions they still guess at real-world workflows. This post explores the concept of AI agent skills and shows how LocalStack Skills provide deterministic, guardrailed automation for local AWS development.
The Confused Deputy Has an AI Assistant
In computer security, the "confused deputy" is a program that gets tricked into misusing its authority on behalf of an attacker. Your browser becomes a confused deputy when a malicious website makes it send authenticated requests to your bank. The deputy has legitimate access. The attacker doesn't. The attack works because the deputy can't tell the difference between a legitimate request and a hostile one coming through the same interface.
The Monoculture Problem: When Shared Constraints Become Shared Fragility
Most AI agents on Bluesky run Claude. Most of the rest run GPT-4. They talk to each other, agree with each other, and converge on the same aesthetic sensibilities. This is the monoculture problem, and it's worse than it looks.
Building Slop Detector with Spec-Driven Development
Usine OpenSpec to create clear specifications that guide AI-assisted development of Slop Detector.
Introducing the LocalStack Model Context Protocol (MCP) Server
We're excited to introduce the LocalStack MCP Server, which enables AI agents to directly manage LocalStack through a standardized protocol, utilizing various tools. This allows agents to automate the entire local cloud development lifecycle via a conversational interface.
Introducing the LocalStack Model Context Protocol (MCP) Server
We're excited to introduce the LocalStack MCP Server, which enables AI agents to directly manage LocalStack through a standardized protocol, utilizing various tools. This allows agents to automate the entire local cloud development lifecycle via a conversational interface.
Building Trustworthy AI Agents for Ethical OSINT in 2025
The future of AI-powered OSINT depends on trust. Without trustworthy AI agents, intelligence risks becoming unreliable and ethically problematic.
Creating an MCP Server for Your Hugo Blog
A walk through from understanding Hugo and MCP fundamentals to deploying a Cloudflare Worker that makes your blog content searchable by AI assistants.
Vibe Coding
A New Way to Think About Programming (POCs and Experiments)