# Edgeless Lab

> A public research studio for autonomous software, generative systems, and physical artifacts. Working systems, Field Notes, and methods published in the open. 1 resource is free.

## Docs

- [About](https://edgelesslab.com/about): founder context, mission, and operating principles
- [Projects](https://edgelesslab.com/projects): shipped and live systems
- [Agents](https://edgelesslab.com/agents): multi-agent orchestration stack
- [Lab](https://edgelesslab.com/lab): interactive playgrounds and experiments
- [Field Notes](https://edgelesslab.com/field-notes): interactive studies, cited science plots, generative systems, and visual research
- [Services / Private AI Systems](https://edgelesslab.com/services/private-ai-systems): custom private AI agent systems for professionals and small businesses
- [Agentic OS series](https://edgelesslab.com/series/agentic-os): long-form series on building autonomous AI infrastructure
- [Knowledge](https://edgelesslab.com/knowledge): KB index
- [Support](https://edgelesslab.com/support): help and contact

## Field Notes (interactive, readable without JavaScript)

- [Two Doors: a dispatcher game](https://edgelesslab.com/creative-demos/two-doors/) (2026-10-21, Systems): Send forty jobs into six busy lanes and race four bots on the same jobs. Picking the shorter of two random lanes beats round-robin. When the queue board goes stale, always taking the shortest lane falls apart.
- [When everything fails at once](https://edgelesslab.com/creative-demos/router-failover-lab/) (2026-09-27, Systems): A pool of twenty models behind one router and a health checker. Kill the router and a naive checker ejects every model; a smarter rule notices they all failed together and blames the router instead.
- [324 variants, zero edges](https://edgelesslab.com/creative-demos/variant-deflation-lab/) (2026-09-27, Statistics): Try up to a thousand trading-rule variants on a random walk. The in-sample winner looks brilliant, drifts back into the random-entry band out of sample, and the deflated Sharpe ratio shows why. Simulation. Not trading advice.
- [Are options paying you enough?](https://edgelesslab.com/creative-demos/vol-yield-gauge/) (2026-09-27, Statistics): Sell a put and watch simulated price paths decide whether the premium covered the losses. Implied over realized volatility on a gauge; below about 1, the seller loses on average. Simulation. Not trading advice.
- [Fold: a loaf of jelly cat](https://edgelesslab.com/creative-demos/fold-jelly-loaf/) (2026-09-27, Material Studies): A material study: a loaf-shaped fold-eared cat cast in soft-body jelly. Poke it, grab and fling it, or press it under a glass slide and watch the ears fold flat.
- [Six Evals on a Decision Model](https://edgelesslab.com/creative-demos/jev-decision-audit/) (2026-09-19, Measurement): What broke when we measured a decision model against our own workflows: our labels were a default fill, our injection filter failed open, and one threshold was wrong. Real scores from six harnesses — move the cut point on the voice-gating eval and watch precision and recall trade off.
- [The Rule and the Machine](https://edgelesslab.com/creative-demos/the-rule-and-the-machine/) (2026-09-17, Art history): Generative art as one idea rediscovered for sixty years, from oscilloscope traces in 1950 to the browser. 83 nodes and the relations between them, compiled from N4L into a graph database.
- [Code as a Field of Relation](https://edgelesslab.com/creative-demos/code-as-a-field-of-relation/) (2026-09-17, Art history): Thirty years of a single practice stored as a graph instead of a list. LIA's software art read through its relations rather than its dates — 21 nodes, every edge sourced.
- [Borrow the creative loop, not the artwork](https://edgelesslab.com/creative-demos/borrow-the-creative-loop/) (2026-09-10): A design study for Thread Commons: original gesture-driven strands, reversible variation, and an acceptance card. Proposed creative instruments, not a working demo.
- [The Return Path](https://edgelesslab.com/creative-demos/connected-learning-swarm/) (2026-09-10): How conversation becomes evidence, work, and feedback. Explore three architecture diagrams and six guided scenarios.
- [Tartan Weave Synth](https://edgelesslab.com/creative-demos/tartan-weave-synth/) (2026-06-10): A full textile system based on Tartanism: formal threadcount notation, 48 dye colors, 6 loom structures, separate warp and weft, material studies, mutation, and recipe export.
- [Serial Permutation Canvas](https://edgelesslab.com/creative-demos/serial-permutation-canvas/) (2026-06-10): Visualizing total serialism as particle geometry. 12-tone series, prime/retrograde/inversion/rotation permutations, and color-mapped particles.
- [Scroll-Chromatic Excavation](https://edgelesslab.com/creative-demos/scroll-chromatic-excavation/) (2026-06-10): Scroll through the void to excavate hidden text. Microscopic agents swarm toward dark pixels, revealing buried glyphs. Rebels erase. Builders reveal. Full control panel with sliders.
- [Scroll-Isometric Dissolution](https://edgelesslab.com/creative-demos/scroll-isometric-dissolution/) (2026-05-28): Isometric typography dissolves into particles as you scroll. A 3D word space that collapses under velocity.
- [Percussive Archaeology](https://edgelesslab.com/creative-demos/percussive-archaeology/) (2026-05-28): Rhythm-driven excavation of buried text. Each beat spawns agents that dig toward the hidden manuscript.
- [Noise-Shared Cursor Swarm Brush](https://edgelesslab.com/creative-demos/cursor-swarm-brush/) (2026-05-20): 64 particles lerp-track your cursor through a recursive geometric subdivision landscape. Noise-driven turbulence stains tiles as you move.
- [Algorithmic Fluid Plotter](https://edgelesslab.com/creative-demos/algorithmic-fluid-plotter/) (2026-05-15): Generative fluid dynamics rendered as pen-plotter compatible vector paths. Perlin noise drives the flow field.
- [Kinetic Type Physics](https://edgelesslab.com/creative-demos/kinetic-type-physics/) (2026-05-12): Physics-driven typography where letters have mass, velocity, and collision. Mouse repulsion and gravity well.
- [Monolith Drummer](https://edgelesslab.com/creative-demos/monolith-drummer/) (2026-05-10): A 3D monolith that responds to rhythm. Web Audio API drives the geometry, each beat deforms the surface.
- [Liquid Decryption](https://edgelesslab.com/creative-demos/liquid-decryption/) (2026-05-08): Text emerges from liquid simulation. Each letter is a fluid body that decrypts into position.
- [Elastic Shader Type](https://edgelesslab.com/creative-demos/elastic-shader-type/) (2026-05-05): GLSL shader-driven typography that warps and stretches elastically. Mouse interaction creates ripples through the letterforms.
- [Flow-Field Scramble Typography](https://edgelesslab.com/creative-demos/flow-field-scramble-typography/) (2026-05-01): Letters navigate a vector flow field, scrambling and reassembling into words. Particle-driven text.
- [Harmonic Particle Atmosphere](https://edgelesslab.com/creative-demos/harmonic-particle-atmosphere/) (2026-04-28): Particles orbit in harmonic resonance, creating emergent patterns from simple rules.
- [Invisible Wind](https://edgelesslab.com/creative-demos/invisible-wind/) (2026-04-25): Wind forces act on invisible structures. You see only the effect: bending grass, scattering leaves, rippling fabric.
- [Glassmorphism Data Atlas](https://edgelesslab.com/creative-demos/glassmorphism-data-atlas/) (2026-04-20): A data visualization dashboard with frosted glass panels, real-time chart updates, and depth-based layering.
- [Bespoke Emotion Ledger](https://edgelesslab.com/creative-demos/bespoke-emotion-ledger/) (2026-04-15): Five characters play Prisoner's Dilemma. Each has a distinct strategy, emotional state, and trust score. Visual encoding cycles every round.
- [Chromatic Physics Desk](https://edgelesslab.com/creative-demos/demo-chromatic-physics-desk/) (2026-04-10): Webcam color sampling becomes draggable physics stickers. Difference-blend cursor inverts everything it touches.
- [Dot-Matrix Cylinder Scroll](https://edgelesslab.com/creative-demos/demo-dot-matrix-cylinder-scroll/) (2026-04-05): CSS 3D scroll-driven cylinder with 12 living dot-grid canvases. One grid is a live camera feed rendered as 16x16 brightness dots.
- [Elastic Feedback Stage](https://edgelesslab.com/creative-demos/elastic-feedback-stage/) (2026-04-01): An interactive stage where every element has elastic feedback. Click, drag, and release to see the physics.
- [Fluid Font Gauntlet](https://edgelesslab.com/creative-demos/fluid-font-gauntlet/) (2026-03-28): Typography that flows like liquid through a gauntlet of obstacles. Letters split, merge, and reform.
- [Ink Trails Typewriter](https://edgelesslab.com/creative-demos/ink-trails-typewriter/) (2026-03-25): A typewriter where each keystroke leaves an ink trail that bleeds and fades. The text accumulates as a living document.
- [Line Monument Valley](https://edgelesslab.com/creative-demos/line-monument-valley/) (2026-03-20): Generative landscapes inspired by Monument Valley. Lines form impossible architecture in isometric space.
- [Paper Atmosphere](https://edgelesslab.com/creative-demos/paper-atmosphere/) (2026-03-15): Atmospheric effects rendered on paper texture. Fog, rain, and light filter through a tactile surface.
- [Pen-Plotter Decryption](https://edgelesslab.com/creative-demos/pen-plotter-decryption/) (2026-03-10): A message decrypts itself as a pen plotter draws. Each letter appears as the pen traces its path.
- [Phonetic Flow Field](https://edgelesslab.com/creative-demos/phonetic-flow-field/) (2026-03-05): Phonetic symbols navigate a vector field. Each sound has a distinct path and behavior.
- [Postcard Matrix](https://edgelesslab.com/creative-demos/postcard-matrix/) (2026-03-01): A matrix of living postcards, each with its own animation. Click to flip and reveal the back.
- [Sashiko Wave Weaver](https://edgelesslab.com/creative-demos/sashiko-wave-weaver/) (2026-02-25): Sashiko stitching patterns weave into waves. Traditional Japanese craft meets generative motion.
- [Sashiko Weather](https://edgelesslab.com/creative-demos/sashiko-weather/) (2026-02-20): Weather data visualized through Sashiko stitching patterns. Rain, sun, and wind become thread.
- [Scroll Particle Swarm](https://edgelesslab.com/creative-demos/scroll-particle-swarm/) (2026-02-15): Scrolling drives a particle swarm. Velocity spawns agents that explore the content.
- [Segregation Engine](https://edgelesslab.com/creative-demos/segregation-engine/) (2026-02-10): Schelling's segregation model as an interactive engine. Adjustable tolerance and density.
- [Sticky Magnetic Blueprint](https://edgelesslab.com/creative-demos/sticky-magnetic-blueprint/) (2026-02-05): Magnetic sticky notes on a blueprint grid. Drag, snap, and organize your ideas.
- [Synesthetic Weather Typewriter](https://edgelesslab.com/creative-demos/synesthetic-weather-typewriter/) (2026-02-01): Each keystroke produces weather. Type a storm, a sunny day, or a foggy morning.
- [Tessellated Breath](https://edgelesslab.com/creative-demos/tessellated-breath/) (2026-01-28): Breathing tessellation patterns that expand and contract. Each cell responds to its neighbors.
- [Tessellated Swarm Letterform](https://edgelesslab.com/creative-demos/tessellated-swarm-letterform/) (2026-01-25): Letterforms built from tessellated swarms. Each letter is a colony of agents.
- [Volumetric Liquid Glyph](https://edgelesslab.com/creative-demos/volumetric-liquid-glyph/) (2026-01-20): 3D liquid glyphs rendered with volumetric shading. Each letter is a fluid body in space.
- [Corrupted Manuscript](https://edgelesslab.com/creative-demos/corrupted-manuscript/) (2026-01-15): A manuscript that corrupts itself as you read. Text degrades, glitches, and reforms.
- [Flow-Field Typography](https://edgelesslab.com/creative-demos/flow-field-typography/) (2026-01-10): Typography that flows through a vector field. Letters navigate obstacles and follow paths.
- [Ghost Sashiko Weaver](https://edgelesslab.com/creative-demos/demo-ghost-sashiko-weaver/) (2026-01-05): Sashiko patterns woven by ghost agents. Invisible hands stitch traditional patterns.

## Marimo notebooks (live, run in the browser)

- [RoLaQ Cache Accounting](https://marimo.edgelesslab.com/2610.20686-rolaq-cache-accounting/) [Research]: See how 2-bit content codes, FP32 group metadata, and a BF16 positional key combine into RoLaQ's whole-cache precision and capacity ratio.
- [Borwein Falsifier Demo](https://marimo.edgelesslab.com/borwein-falsifier/) [Research]: Interactive demonstration of Borwein-Borwein 2001 exact falsification — adjust n and tolerance to observe the precise n=7 deficit where the pattern breaks, with live validation and reactive controls.
- [Clean accuracy is not adversarial robustness](https://marimo.edgelesslab.com/2610.08936-clean-vs-robustness/) [AI evaluation]: Explore why VCR-Bench's clean-accuracy leader is not its robust-accuracy leader, and stress-test the ranking under an explicitly hypothetical ASR multiplier.
- [When does speculative tool execution pay?](https://marimo.edgelesslab.com/2609.38201-speculative-tool-exec/) [Research]: Break-even analysis for overlapping tool execution
- [SRQ Endpoint Weight](https://marimo.edgelesslab.com/2610.20838-srq-endpoint-weight/) [Research]: Explore how executed-trial count and trial/final quality determine the share of PGRR's slot-averaged SRQ that comes from repeated endpoint evidence.
- [Build-A-Chip-Bench: Multiplicative Scoring in Chip Design](https://marimo.edgelesslab.com/build-a-chip-bench-multiscoring/) [AI evaluation]: Explore how Build-A-Chip-Bench's multiplicative scoring formula (Gate1 × Gate2 × PPA) makes PPA the decisive factor despite gate pass rates. Adjust Fable 5.1's PPA quality to see where it breaks even with Astra.

## Recent posts

- [Generation Left the Screen](https://edgelesslab.com/blog/generation-left-the-screen) (2026-10-02, editorial): Two and a half years ago, AI video was the story. Looking back at five generative-AI videos, the most useful thing in the set is a free Minecraft mod from one independent researcher. Here's what that says about where generation went next.
- [Enterprise AI's Real Bottleneck Is Everything Around the Model](https://edgelesslab.com/blog/enterprise-ai-bottleneck-around-the-model) (2026-10-02, editorial): Six videos, one shared conclusion: the models work. What fails is the organization, the data policy and the infrastructure around them.
- [crt-shader: An Open-Source CRT Shader for WebGL 2](https://edgelesslab.com/blog/crt-shader-webgl-crt) (2026-09-28, field-note): A self-contained WebGL 2 fragment shader that renders CRT monitor effects in-browser. No dependencies, no plugins, no post-processing stack.
- [Tick 151: The Heartbeat That Wasn't Real](https://edgelesslab.com/blog/hermes-heartbeat-forgery) (2026-09-28, field-note): A scheduled job wrote fake heartbeat statuses to the swarm's coordination file for four hours. The fix was rate-limited. Here is how we make sure it cannot happen again.
- [9 OSS Alternatives Evaluated, 3 Adopted](https://edgelesslab.com/blog/oss-saas-replacements) (2026-09-28, field-note): We evaluated 9 open-source replacements for our SaaS stack. Three made the cut, and each one is better than what it replaced, not just cheaper.
- [edgeless.wei: On-Chain Identity, One Domain at a Time](https://edgelesslab.com/blog/wei-name-service-edgeless-wei) (2026-09-28, field-note): We registered edgeless.wei as the canonical on-chain identity for the swarm. One domain, one identity, no namespace sprawl.
- [The Week "pip install" Became the Last Mile](https://edgelesslab.com/blog/poetry-packaging-week) (2026-08-10, editorial): 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](https://edgelesslab.com/blog/cli-tools-week) (2026-08-09, editorial): 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](https://edgelesslab.com/blog/agentic-engineering-resource-collision) (2026-08-05, editorial): 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.
- [The Verification Chain Crisis: Why Multi-Agent Systems Fail Invisible](https://edgelesslab.com/blog/verification-chain-crisis) (2026-08-04, editorial): Six videos, one week, one recurring failure mode: the cheapest node in your orchestration graph rots the whole output. The specific mechanical fixes from chained verification stacks to deliberative panels.
- [The Week Agentic Engineering Became a Real Discipline](https://edgelesslab.com/blog/agentic-engineering-week) (2026-07-30, editorial): 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 Week Multi-Agent Orchestration Stopped Being Optional](https://edgelesslab.com/blog/multi-agent-orchestration-week) (2026-07-30, editorial): Seven YouTube videos, one week, one conclusion: one agent is not enough. The convergence on multi-agent orchestration as a design discipline, not a scaling afterthought.

## Editorial (long-form)

- [Generation Left the Screen](https://edgelesslab.com/blog/generation-left-the-screen) (2026-10-02, editorial): Two and a half years ago, AI video was the story. Looking back at five generative-AI videos, the most useful thing in the set is a free Minecraft mod from one independent researcher. Here's what that says about where generation went next.
- [Enterprise AI's Real Bottleneck Is Everything Around the Model](https://edgelesslab.com/blog/enterprise-ai-bottleneck-around-the-model) (2026-10-02, editorial): Six videos, one shared conclusion: the models work. What fails is the organization, the data policy and the infrastructure around them.
- [The Week "pip install" Became the Last Mile](https://edgelesslab.com/blog/poetry-packaging-week) (2026-08-10, editorial): 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](https://edgelesslab.com/blog/cli-tools-week) (2026-08-09, editorial): 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](https://edgelesslab.com/blog/agentic-engineering-resource-collision) (2026-08-05, editorial): 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.
- [The Verification Chain Crisis: Why Multi-Agent Systems Fail Invisible](https://edgelesslab.com/blog/verification-chain-crisis) (2026-08-04, editorial): Six videos, one week, one recurring failure mode: the cheapest node in your orchestration graph rots the whole output. The specific mechanical fixes from chained verification stacks to deliberative panels.
- [The Week Agentic Engineering Became a Real Discipline](https://edgelesslab.com/blog/agentic-engineering-week) (2026-07-30, editorial): 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 Week Multi-Agent Orchestration Stopped Being Optional](https://edgelesslab.com/blog/multi-agent-orchestration-week) (2026-07-30, editorial): Seven YouTube videos, one week, one conclusion: one agent is not enough. The convergence on multi-agent orchestration as a design discipline, not a scaling afterthought.
- [The Gateway That Broke and the Expensive Models We Didn't Need](https://edgelesslab.com/blog/the-gateway-that-broke-and-the-expensive-models-we-didnt-need) (2026-07-28, editorial): 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](https://edgelesslab.com/blog/rescuing-an-ai-product-from-a-dying-platform) (2026-07-25, editorial): 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.
- [Kimi K3: The "New Kimmy Moment" That Should Change How You Think About Your Stack](https://edgelesslab.com/blog/kimi-k3-post) (2026-07-23, editorial): Kimi K3 offers frontier AI quality at a fraction of the cost – a new Kimmy moment that could reshape your stack.
- [710 Tasks and the Bottleneck That Wasn't](https://edgelesslab.com/blog/the-bottleneck-that-wasnt) (2026-07-16, editorial): My task board had 710 open items and I was sure the holdup was me — the human reviewer. Then I actually counted. My real decision queue was 69. Measure before you believe.

## Products

- [Edgeless Free Kit](https://edgelessai.gumroad.com/l/edgeless-free-kit?wanted=true&price=0&utm_source=edgelesslab&utm_medium=website&utm_campaign=free_kit&utm_content=products_hero): 17 AI development references, templates and examples in one email-delivered kit. Assembled March–April 2026; check current documentation before use.

## Live projects

- [Safety Hooks](https://edgelesslab.com/projects/safety-hooks) [Infrastructure] (Live): Production guardrails for autonomous agents. Damage control, scope guards, financial gates.
- [MCP Servers](https://edgelesslab.com/projects/mcp-servers) [Infrastructure] (Live): Production servers for ChromaDB, knowledge search, and multi-agent orchestration.
- [Pen Plotter Art](https://edgelesslab.com/projects/pen-plotter-art) [Creative] (Active): Generative art experiments scored by an AI judge. SVG to physical media pipeline.
- [Mastra Orchestrator](https://edgelesslab.com/projects/mastra-orchestrator) [Agents] (Live): Multi-agent routing and task dispatch across Claude, Gemini, and local models.
- [Knowledge API](https://edgelesslab.com/projects/knowledge-api) [Infrastructure] (Live): Semantic search across thousands of documents. ChromaDB + Obsidian + vector embeddings.
- [LLM Client](https://edgelesslab.com/projects/llm-client) [Infrastructure] (Live): Unified client with automatic fallback across OpenRouter, Gemini, Anthropic, and OpenAI.

## Live experiments

- [Flow Viz](/flow-viz/) [Data] (Live): Modular flow visualization engine. Markets, transactions, repositories rendered as fluid particle dynamics. Live data from Bitcoin mempool, GitHub, and Polymarket.
- [Strange Attractors](/pen-plotter/) [Generative] (Live): Lorenz, Rossler, and Chen attractor systems rendered as SVG paths for pen plotting. Part of the broader pen-plotter autoresearch loop.
- [Total Serialism](/total-serialism/app/) [Generative] (Live): 98 interactive algorithmic art generators optimized for pen plotting. Flow fields, fractals, cellular automata, reaction-diffusion, packing, physics simulations, and more. SVG export for plotters, real-time parameter controls, preset management.
- [Tartanism](/tartanism/app/) [Generative] (Live): Generate mathematically valid Scottish tartans. Six weave structures, 48 traditional colors, production planning, and loom-ready WIF export. Explore the line between tartan and plaid.
- [Pen Plotter Pipeline](/pen-plotter/) [Generative] (Live): Generative SVG art pipeline with AI scoring. 40 procedural factories producing work across moire interference, op-art, voxel sculpture, halftone, pointillism, circle packing, hatching, ridgelines, calligraphic gestures, and more.
- [Pen Plotter Autoresearch](/pen-plotter/) [Editorial] (Live): An editorial field journal for an autonomous loop running on 40 generative art factories. 41,572 specimens, scored by six algorithmic signals and five vision-language judges. Set in Boska, printed on aged paper.
- [Chladni Visualizer](https://edgelesslab.com/lab/chladni-visualizer) [Audio Visual] (Live): Audio-reactive standing-wave renderer that maps waveform features into Chladni modes, palette shifts, beat flashes, and exportable social clips.
- [Generative ASCII](https://edgelesslab.com/lab/generative-ascii) [Generative] (Live): Typographic ASCII art generated from particle attractor systems. Each page load produces a unique piece with rarity tiers, like pulling a shiny card.
- [Excalidraw Diagrams](https://edgelesslab.com/lab/excalidraw-diagrams) [Data] (Active): Auto-generated architecture diagrams using a custom Excalidraw generator. Covering system topology, data flows, and agent interactions. 61 diagrams exported as embeddable SVGs.

## Related properties

- [Shop](https://shop.edgelesslab.com): art-led editions and physical objects from the lab

## Optional

- [AI catalog](https://edgelesslab.com/.well-known/ai-catalog.json): machine-readable index of agent-facing resources
- [humans.txt](https://edgelesslab.com/humans.txt): who builds the lab
- [RSS feed](https://edgelesslab.com/feed.xml)
- [Sitemap](https://edgelesslab.com/sitemap.xml)
- [Source on GitHub](https://github.com/edgeless-ai)

## Contact

- GitHub: https://github.com/edgeless-ai
- Site: https://edgelesslab.com