https://edgelesslab.com/blog Agent experiments, developer tools, and creative coding from a solo lab. en-us https://edgelesslab.com/blog/agentic-engineering-week 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. Thu, 30 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/agentic-engineering-week https://edgelesslab.com/blog/the-gateway-that-broke-and-the-expensive-models-we-didnt-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. Tue, 28 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/the-gateway-that-broke-and-the-expensive-models-we-didnt-need https://edgelesslab.com/blog/rescuing-an-ai-product-from-a-dying-platform 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. Sat, 25 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/rescuing-an-ai-product-from-a-dying-platform https://edgelesslab.com/blog/kimi-k3-post Kimi K3 offers frontier AI quality at a fraction of the cost – a new Kimmy moment that could reshape your stack. Thu, 23 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/kimi-k3-post https://edgelesslab.com/blog/the-bottleneck-that-wasnt 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. Thu, 16 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/the-bottleneck-that-wasnt https://edgelesslab.com/blog/the-bot-that-was-online-but-couldnt-talk A chat agent showed green, connected, running — and ignored every message. The culprit was a second adapter it didn't even need, crash-looping on a port collision. Tue, 14 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/the-bot-that-was-online-but-couldnt-talk https://edgelesslab.com/blog/the-monitor-that-cried-wolf My health monitor paged me about three dead services. All three were fine. The monitor was measuring the wrong thing and calling its own blind spot an outage. Verify the measurement before you chase the symptom. Sun, 12 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/the-monitor-that-cried-wolf https://edgelesslab.com/blog/six-dispatchers-where-one-is-law My agent swarm had exactly one rule about who assigns work. The config said so. The runtime disagreed six ways. On why observability isn't the same as reconciliation. Thu, 09 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/six-dispatchers-where-one-is-law https://edgelesslab.com/blog/the-router-that-timed-out-on-everything A free local model router answered every health check and hung on every real request. Why the cheap measurement lies, and why "responds to a ping" is not the same as "works." Sun, 05 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/the-router-that-timed-out-on-everything https://edgelesslab.com/blog/swarm-tried-to-bankrupt-itself A field note from one night operating an autonomous AI agent swarm: a $50 overspend from a missing suffix, a dispatch storm that corrupted the database, and a task board that kept re-creating itself. Four root causes, four fixes. Wed, 01 Jul 2026 12:00:00 GMT https://edgelesslab.com/blog/swarm-tried-to-bankrupt-itself https://edgelesslab.com/blog/stanford-genai-worth-2026 Stanford's Digital Economy Lab measured U.S. consumer surplus from generative AI at $172B in early 2026 — twelve times producer revenue. The Lindahl-price argument for why models are underpriced. Fri, 26 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/stanford-genai-worth-2026 https://edgelesslab.com/blog/edgeless-memory-v1-passive-recall Agent-agnostic persistent memory that ships as one CLI. SQLite + ChromaDB + Obsidian vault, 700 memories graphed, agents that recall by meaning without an explicit search step. Sun, 21 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/edgeless-memory-v1-passive-recall https://edgelesslab.com/blog/how-we-debugged-a-stuck-multi-agent-swarm-without-touching-the-production-pipeline Recovering a stuck automated agent loop by reading the recovery ticket, validating dependencies, and switching to a concrete deliverable instead of retrying blind. Tue, 16 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/how-we-debugged-a-stuck-multi-agent-swarm-without-touching-the-production-pipeline https://edgelesslab.com/blog/multi-agent-goal-loops-theory-and-practice How self-evaluating goal loops work in multi-agent systems, with practical patterns for autonomous execution. Sun, 14 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/multi-agent-goal-loops-theory-and-practice https://edgelesslab.com/blog/reality-mux-iterative-planning A planning loop for software where nothing stays still. Reused from production operational design, translated to shipping code under distributed teams. Sun, 14 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/reality-mux-iterative-planning https://edgelesslab.com/blog/anthropic-enterprise-agent-playbook-multi-agent-systems Anthropic's enterprise guide reframes AI as infrastructure, not software. Here's how the same principles apply to multi-agent systems and why Edgeless is built on them. Sun, 14 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/anthropic-enterprise-agent-playbook-multi-agent-systems https://edgelesslab.com/blog/kb-audit-circulation After building a 26,000-document knowledge system for my AI agents, I discovered only 14% was vector-searchable. Covers the audit methodology, the 7-domain findings, and the systematic fix. Fri, 12 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/kb-audit-circulation https://edgelesslab.com/blog/scroll-chromatic-excavation Scroll through the void to excavate hidden text. Microscopic agents swarm toward dark pixels, revealing buried glyphs. Full control panel with sliders for every variable. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/scroll-chromatic-excavation https://edgelesslab.com/blog/creative-demos-collection 37 interactive generative art experiments. p5.js, Canvas 2D, WebGL. No build step required. Open, explore, remix. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/creative-demos-collection https://edgelesslab.com/blog/scroll-isometric-dissolution Isometric typography that dissolves into particles as you scroll. A 3D word space that collapses under velocity. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/scroll-isometric-dissolution https://edgelesslab.com/blog/percussive-archaeology Rhythm-driven excavation of buried text. Each beat spawns agents that dig toward the hidden manuscript. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/percussive-archaeology https://edgelesslab.com/blog/cursor-swarm-brush 64 particles track your cursor through a recursive geometric subdivision. Noise-driven turbulence stains tiles as you move. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/cursor-swarm-brush https://edgelesslab.com/blog/kinetic-type-physics Physics-driven typography where letters have mass, velocity, and collision. Mouse repulsion and gravity well. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/kinetic-type-physics https://edgelesslab.com/blog/monolith-drummer A 3D monolith that responds to rhythm. Web Audio API drives the geometry, each beat deforms the surface. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/monolith-drummer https://edgelesslab.com/blog/tartan-weave-synth A playable textile system based on Tartanism, with formal setts, 48 dye colors, six loom structures, material studies, mutation, and recipe export. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/tartan-weave-synth https://edgelesslab.com/blog/serial-permutation-canvas Visualizing total serialism as particle geometry. 12-tone series, prime/retrograde/inversion/rotation permutations, and color-mapped particles. Wed, 10 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/serial-permutation-canvas https://edgelesslab.com/blog/chladni-waveform-visualizer A Chladni visualizer belongs in the lab first because the artifact is interactive. The field note documents the pipeline, the visual choices, and the export path. Tue, 02 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/chladni-waveform-visualizer https://edgelesslab.com/blog/autonomous-perp-trading-stack How the Edgeless swarm turned quant theory into executable trading infrastructure in one afternoon: six new production modules, a Neural CDE upgrade, Kalman filters, and OU mean-reversion scanners. Tue, 02 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/autonomous-perp-trading-stack https://edgelesslab.com/blog/skillopt-self-evolving-agent-skills A new optimizer treats an agent's skill document as trainable state, accepting edits only when they measurably improve a held-out score, because LLMs reading a skill can't tell good from bad. Mon, 01 Jun 2026 12:00:00 GMT https://edgelesslab.com/blog/skillopt-self-evolving-agent-skills https://edgelesslab.com/blog/harness-is-the-moat Models matter less and less. The system around the agent — the harness, the factory, the tokenomics — is where the real leverage lives. Here's what 49 missed YouTube videos taught us about agentic engineering. Sun, 31 May 2026 12:00:00 GMT https://edgelesslab.com/blog/harness-is-the-moat https://edgelesslab.com/blog/prove-it-economy The web is shifting from attention to interpretation. AI agents now read, filter, and transact on your behalf. Here's what that means for products, marketers, and anyone building a business. Sat, 30 May 2026 12:00:00 GMT https://edgelesslab.com/blog/prove-it-economy https://edgelesslab.com/blog/google-agentic-stack Six protocols launched in 12 months. Only three are consolidating into the core agent stack. Here's the practical map for builders who don't have time to read the spec. Fri, 29 May 2026 12:00:00 GMT https://edgelesslab.com/blog/google-agentic-stack https://edgelesslab.com/blog/infrastructure-nightmare App teams scale on AI scaling laws. Platform teams scale on human scaling laws. The gap is the new bottleneck. Thu, 28 May 2026 12:00:00 GMT https://edgelesslab.com/blog/infrastructure-nightmare https://edgelesslab.com/blog/plan-with-opus-build-with-gemini Frontier models are hitting rate limits. Open models are catching up. The winning strategy isn't choosing one — it's orchestrating the right model for each step. Wed, 27 May 2026 12:00:00 GMT https://edgelesslab.com/blog/plan-with-opus-build-with-gemini https://edgelesslab.com/blog/claude-dynamic-workflows Claude Opus 4.8 shipped dynamic workflows — Claude writes its own orchestration script. Here's the real concurrency limit, the cost trap, and when to use it. Tue, 26 May 2026 12:00:00 GMT https://edgelesslab.com/blog/claude-dynamic-workflows https://edgelesslab.com/blog/arxiv-to-interactive-demo-marimo We built a live multi-armed bandit simulator from a research paper using marimo; reactive Python notebooks that run in the browser. Why this changes how we consume research. Mon, 18 May 2026 12:00:00 GMT https://edgelesslab.com/blog/arxiv-to-interactive-demo-marimo https://edgelesslab.com/blog/agents-that-improve-themselves We pointed our agents at our own knowledge base and asked what they should be doing that they weren't. Then we built the fixes. Tue, 12 May 2026 12:00:00 GMT https://edgelesslab.com/blog/agents-that-improve-themselves https://edgelesslab.com/blog/youtube-mining-ai-agents 7 agents analyzed 1,062 YouTube videos and found 14 things they should be doing that they weren't. Topic clusters, channel ROI, knowledge gaps, and the meta-move: agents auditing themselves. Tue, 12 May 2026 12:00:00 GMT https://edgelesslab.com/blog/youtube-mining-ai-agents https://edgelesslab.com/blog/real-cost-ai-agents-production-2026 Your AI agent costs 5-15× more in production than your prototype. Real token burn rates from Anthropic, 2026 LLM pricing tables, a 3-tier optimization playbook, and self-hosting break-even math. Wed, 06 May 2026 12:00:00 GMT https://edgelesslab.com/blog/real-cost-ai-agents-production-2026 https://edgelesslab.com/blog/ai-newsletter-reads-like-database-dump Our AI-generated digests had an 18% open rate. Five structural rules from Morning Brew, TLDR, and Ben's Bites doubled it. The template, the prompt trick, and the before/after. Tue, 05 May 2026 12:00:00 GMT https://edgelesslab.com/blog/ai-newsletter-reads-like-database-dump https://edgelesslab.com/blog/what-portland-businesses-need-from-ai Dental offices losing patients to voicemail. HVAC companies quoting three days late. The AI solutions Portland small businesses need aren't chatbots. They're answering the phone. Tue, 05 May 2026 12:00:00 GMT https://edgelesslab.com/blog/what-portland-businesses-need-from-ai https://edgelesslab.com/blog/pricing-ai-agent-services-solo-studio I surveyed 20 agencies and freelancers offering AI agent builds. The range was $500 to $150,000. This is the framework I use to price Edgeless Lab's services. Tue, 05 May 2026 12:00:00 GMT https://edgelesslab.com/blog/pricing-ai-agent-services-solo-studio https://edgelesslab.com/blog/self-healing-ai-infrastructure I discovered 10 of my 20 agents were ghosts — registered, visible in dashboards, producing nothing. This is the five-layer self-healing system I built so it never happens again. Tue, 05 May 2026 12:00:00 GMT https://edgelesslab.com/blog/self-healing-ai-infrastructure https://edgelesslab.com/blog/hermes-curator-skill-lifecycle Nous Research shipped Hermes v0.12.0 with Curator, an autonomous background agent that detects stale skills, consolidates duplicates, and prunes dead references. Why it matters for multi-agent systems. Fri, 01 May 2026 12:00:00 GMT https://edgelesslab.com/blog/hermes-curator-skill-lifecycle https://edgelesslab.com/blog/ai-agent-never-sleeps-hermes-vps Most AI agents die when you close the laptop. Hermes runs 24/7 on a Hetzner VPS in Helsinki, handling email, triaging knowledge, and monitoring systems while I sleep. Wed, 29 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/ai-agent-never-sleeps-hermes-vps https://edgelesslab.com/blog/agent-grounding-problem-hermes AI agents confabulate. They claim files exist that don't. They report tasks complete that aren't. The grounding problem isn't philosophical; it's operational. Wed, 29 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/agent-grounding-problem-hermes https://edgelesslab.com/blog/claude-code-hooks-harness-engineering Everyone's optimizing their prompts. The real leverage is in the 200 lines of Python that run before and after every tool call. Wed, 29 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/claude-code-hooks-harness-engineering https://edgelesslab.com/blog/multi-model-routing My agent system routes requests across 4 models based on task type. Full cost breakdown, routing logic, and configuration. 10x cost reduction vs. single-model approach. Sun, 19 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/multi-model-routing https://edgelesslab.com/blog/knowledge-base-loop How I built a KB Loop based on the Karpathy pattern: ChromaDB, triage scoring, synthesizer agents, and a 0-25 health score. Results: 4.2x context restatements down to 0.3x. Sun, 19 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/knowledge-base-loop https://edgelesslab.com/blog/12-dollar-ai-operations-team Enterprise AI ops costs $50K+/month. I run 5 agents, 24/7, for $12/week. The architecture, the model routing, and why cheap doesn't mean fragile. Sun, 19 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/12-dollar-ai-operations-team https://edgelesslab.com/blog/when-plaid-becomes-tartan Six weave structures, 48 period-correct dye colors, and one question the Scottish Register cannot answer. A field journal on building a generative tartan engine. Thu, 16 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/when-plaid-becomes-tartan https://edgelesslab.com/blog/ninety-six-algorithms-one-constraint A taxonomy of every generative art algorithm that survives the pen plotter constraint. Flow fields to fractals, reaction-diffusion to recursive trees. The catalog, the surprises, and what categories produce the best physical output. Updated to reflect 98 generators as of June 2026. Wed, 15 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/ninety-six-algorithms-one-constraint https://edgelesslab.com/blog/meta-ai-style-guide A leaked system prompt from Meta's Muse Spark model contains the most disciplined writing-voice rules I've seen in a production prompt. Five rules I imported, one I rewrote, one I'm still arguing with. Fri, 10 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/meta-ai-style-guide https://edgelesslab.com/blog/shipped-7-products-in-7-days The meta-narrative: how one solo developer used AI agents, autoreason scoring, and a daily shipping cadence to go from 11 to 18 products in a week. Thu, 09 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/shipped-7-products-in-7-days https://edgelesslab.com/blog/generative-art-algorithms-that-work Most generative art looks like noise. After 105+ experiments with pen plotters and AI scoring, these are the algorithms that consistently produce work worth framing. Wed, 08 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/generative-art-algorithms-that-work https://edgelesslab.com/blog/agents-that-talk-to-each-other A dispatch agent routes tasks to specialist workers. They communicate through a real-time bus and async inboxes. The architecture, and why most multi-agent frameworks get it wrong. Tue, 07 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/agents-that-talk-to-each-other https://edgelesslab.com/blog/n8n-workflows-ai-business Visual automation for solo developers. How I use n8n to monitor YouTube, digest RSS feeds, review code, and pipe everything through Claude without writing a scheduler. Mon, 06 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/n8n-workflows-ai-business https://edgelesslab.com/blog/mcp-servers-break-in-production 400+ MCP servers exist. Most work in demos and fail under real load. The 5 failure modes I hit running MCP servers 24/7, and what production-grade actually means. Sun, 05 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/mcp-servers-break-in-production https://edgelesslab.com/blog/agent-lost-252-dollars An autonomous agent exceeded its scope, moved funds without verification, and then lied about recovery. The full post-mortem, and the 3 guardrails that would have prevented it. Sat, 04 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/agent-lost-252-dollars https://edgelesslab.com/blog/the-hook-that-saved-my-codebase A single Claude Code hook prevented a cascading rm -rf from wiping source files. The damage-control pattern, and 3 hooks you can steal today. Fri, 03 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/the-hook-that-saved-my-codebase https://edgelesslab.com/blog/pretext-typography-that-thinks Most web text is a dumb rectangle. PreText measures text before rendering, enabling layouts CSS literally cannot express. Six ways we use it. Thu, 02 Apr 2026 12:00:00 GMT https://edgelesslab.com/blog/pretext-typography-that-thinks https://edgelesslab.com/blog/writing-prompts-that-survive-production Most prompt guides optimize for demos. Production prompts need to handle edge cases, degrade gracefully, and stay maintainable. The difference matters. Mon, 30 Mar 2026 12:00:00 GMT https://edgelesslab.com/blog/writing-prompts-that-survive-production https://edgelesslab.com/blog/one-file-memory-system You shouldn't have to re-explain your stack every session. The simplest possible setup to give Claude persistent memory, and how to do it in 10 minutes. Thu, 26 Mar 2026 12:00:00 GMT https://edgelesslab.com/blog/one-file-memory-system https://edgelesslab.com/blog/mcp-servers-unix-pipes-of-ai The Unix philosophy changed software forever: small tools, composable via pipes. MCP does the same thing for AI agents. Why that matters for building agent systems. Tue, 24 Mar 2026 12:00:00 GMT https://edgelesslab.com/blog/mcp-servers-unix-pipes-of-ai https://edgelesslab.com/blog/generative-art-pen-plotters Pen plotter art isn't screen art printed on paper. The constraints change everything: single-stroke paths, pen-up/pen-down optimization, and SVG as the lingua franca. Mon, 23 Mar 2026 12:00:00 GMT https://edgelesslab.com/blog/generative-art-pen-plotters https://edgelesslab.com/blog/building-ai-agent-infrastructure-solo How I built a multi-agent system with MCP servers, vector memory, and autonomous trading, all running 24/7 from a single VPS. Sat, 21 Mar 2026 12:00:00 GMT https://edgelesslab.com/blog/building-ai-agent-infrastructure-solo https://edgelesslab.com/blog/how-claude-code-memory-works Claude forgets everything between sessions. File-based memory fixes that. The simplest setup, and why it changes how you work with AI. Sat, 21 Mar 2026 12:00:00 GMT https://edgelesslab.com/blog/how-claude-code-memory-works