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 "pip install" Became the Last Mile
Four videos, one devlog series, one packaging tool: Poetry is the bridge between 'it works on my machine' and 'pip install', and the diffbro series shows it's the last mile of AI tooling distribution.
The Week CLIs Became AI's Distribution Channel
Four videos, one series, one tool: diffbro is a pip-installable CLI that runs git diffs through ChatGPT for AI peer review — and it tells us something about where AI tooling is headed.
The Week Agentic Engineering's Hidden Crisis: Resource Collision
When N agents run in parallel they collide on ports, worktrees, databases, and token budgets — with no detection, isolation, or recovery. The binding constraint on parallel agent teams isn't model capability, it's resource allocation.
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.