GitLost Changed the Agent Attack Surface
GitLost is a useful warning: in agentic workflows, public issues, comments, and tickets can become part of the supply chain.
ai
Why Ambiguity Needs Its Own State
Automation fails quietly when unclear inputs are forced into yes or no decisions. The safer pattern is to treat ambiguity as its own state.
AAHP Swarm: Why Review Comes First
AAHP Swarm is a review-first layer for agent workflows. The goal is not more magic, but clearer roles, safer verification, and accountable handoff.
The Hard Part Was Continuity
I started building a digital symbiont and learned that the real challenge was not intelligence. It was reliable continuity between sessions.
90 Days Solo With AI Agents: A Field Report on What Holds Up Under Load
Ninety days running a portfolio with AI agents as the primary execution layer. The patterns that held up, the patterns that broke, and the operating discipline the speed demands.
When the AI Does It Before You Ask: A Week With Autonomous Agents
I spent a week running parallel AI agent workflows with self-healing, CLI routing, and automated tasks. Here is what actually happened.
Introducing elvatis-mcp: Control Your Entire Infrastructure from Claude Desktop
A new open-source MCP server that connects Claude, Cursor, and Windsurf to your smart home, memory, cron jobs, notifications, and local LLMs - with 32 tools across 7 domains.
Two Bugs, One Sunday Morning: What Debugging Your AI Gateway Actually Teaches You
A plugin crash and a process fork bomb walked into a Sunday. What I learned about tool schemas, token limits, and why reading vendor specs matters.
Who's Responsible When AI Breaks the Rules It Wrote Itself?
Here's something that should make you uncomfortable.
Human-in-the-loop: Why Autonomy Should Not Be All or Nothing
I woke up at 2:30 a.m. replaying the same question: what does autonomy really mean when you are the one who still has to clean up the mess.
The Myth of Going Offline When Your Job Never Sleeps
I wrote about shattering glass houses. Then I tried to step away from the screen. Turns out, when you run the systems that keep a company alive, "offline" is just a word other people get to use.
How I Built a Day/Night AI Development Loop with AAHP
A file-based protocol and two tools that let AI agents pick up where the last one left off. One for your VS Code sessions, one for overnight autonomous runs.