Topic
AI Agents
99 posts on ai agents — guides and lab notes from real runs on hardware we own. New posts land here automatically. Start anywhere, or grab the copy-paste prompts that ship with them.
- 6 min read
AI-powered hacking went industrial. Here's what changes if you run agents.
Google found the first AI-built zero-day in a planned mass-exploitation event. A builder's read on what changes for small operators running agents.
- 5 min read
Token budget wars are starting. Most companies are paying for vibes.
AI billing is shifting from seats and tokens to outcomes. If you cannot tie an agent run to a dollar of work, you are paying for vibes.
- 5 min read
The Silent-Success Trap: Your Monitoring Is Green and You Still Shipped Nothing
Every dashboard was green and zero blog posts went live. Exit codes tell you the job ran, not that the outcome happened. Here is how to check the real artifact instead.
- 6 min read
AI Agents Can Register Your Users: auth.md Protocol (2026)
Skip the signup form: a new open protocol, auth.md, lets AI agents register users with your app. Here's how it works and what breaks.
- 6 min read
Claude Opus 4.8: What Actually Changed for AI Agent Builders
Claude Opus 4.8 dropped May 28, 2026. Same price as 4.7, higher SWE-bench scores, and a model that flags its own mistakes. Here is what actually changed if you build AI agents.
- 4 min read
AI Jobs vs Entry-Level Work: A Reality Check for Builders
MIT Tech Review says the AI-jobs hysteria is overstated. The real story is cost discipline, not displacement.
- 5 min read
Microsoft Told Engineers to Ease Off Claude Code
If Microsoft can't absorb agent inference costs, neither can you. Make the cap a config change, not a memo.
- 6 min read
The AI Whirlwind: Why Your Local Agent Matters More Than Ever
Amidst the big tech AI boom and new policy discussions, discover why building ethical, autonomous AI agents on consumer hardware is critical. Explore practical engineering insights and Python tips for true local control.
- 6 min read
Your AI, Your Rules: Engineering Agents for Digital Freedom
Recent events highlight the growing need for user control and autonomy in the digital world. Discover how engineering AI agents on your own hardware empowers true digital freedom, safeguarding your data and decisions against centralized forces.
- 5 min read
Securing Your AI Agents: Essential Practices for On-Device Automation
The AI world is buzzing, but recent events highlight the critical need for secure and efficient AI agents. Discover practical engineering steps for building reliable automation directly on your hardware.
- 5 min read
Decoding the AI Summer: Building Accountable Agents for the User
As the AI world heats up, learn how to build AI agents that prioritize user control and transparency. Discover practical strategies for creating observable and accountable automation on your own hardware.
- 6 min read
The Age of Accountable Agents: Building Trust in Your AI Automation
In the new era of AI, simply building smart agents isn't enough. Discover how to architect automated systems for true accountability, user trust, and ethical operation, empowering local AI developers.
The AI agent build notes
Real costs, real tools, no fluff. M-F when I ship, publish, or learn something worth sending.