Systems that
work.
Studies that
show why.
Edgeless Lab is a public research studio for autonomous software, generative systems, and physical artifacts. I build under real constraints, publish how the work changes, and turn the strongest results into useful tools and editions.
Flow-Field Particle Ecosystem
Particle paths reveal a vector field by moving through it. The pointer adds a local force without exposing a control panel.
Start with
the evidence.
Three working studies, selected because each exposes the behavior behind the image. Open one, hide the controls, and inspect the system directly.
Browse the full archivePublish the
method, not
just the result.
Reports, tutorials, and postmortems about agent systems, knowledge infrastructure, recovery work, and what changes after a system meets reality.
The Week Agentic Engineering Became a Real Discipline
Nine YouTube videos, one week, zero hype. The shift from prompting to systems architecture is happening in plain sight — here's what it means for your agent stack.
The Gateway That Broke and the Expensive Models We Didn't Need
FreeLLMAPI had been quietly routing a small agent swarm across more than a dozen providers. Then the setup collapsed to four, its premium credential vanished, and activation started failing. Recovering it taught me that the real upgrade was not a pricier model. It was one source of truth and intentional routing.
Rescuing an AI Product From a Dying Platform in Four Weeks
A healthcare AI product was built on a no-code LLM platform that announced shutdown with a month of notice. How a solo rebuild on Azure hit the deadline with zero downtime, and what it says about platform risk in the LLM era.
Evidence from difficult builds.
Safety Hooks
Production guardrails for autonomous agents. Damage control, scope guards, financial gates.
Destructive operations stopped before execution
MCP Servers
Production servers for ChromaDB, knowledge search, and multi-agent orchestration.
One protocol layer across knowledge, tools, and agents
Pen Plotter Art
Generative art experiments scored by an AI judge. SVG to physical media pipeline.
98 plotter-ready generators from screen to SVG
Need this kind of thinking inside your team?
Art first. The object comes second.
Prints, garments, and editions should begin with a real Field Note or generative system, with the physical product chosen to serve the work.