Field notes
Agents as instruments
The memory, tools, and operating systems around AI that let people and agents do difficult work together.
33 notes
Technology/Oct 10, 2026
Stop Wrapping the Frontier Harness
My AI assistant started as an OpenClaw-style harness on an old M1 Mac. Six months later it's an executive productivity tunnel on Omarchy, and the biggest lesson was to get out of the frontier harness's way instead of layering more constraints on top of it.
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AI & Automation/May 5, 2026
AI Neuroticism and the Tidal Forces of the Singularity
It's not the singularity that spaghettifies you. It's the tidal forces — the differential rate of change that's tearing engineers and founders apart. Here's how to step out of the hype-vs-trolls feedback loop.
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Development & Tools/Apr 16, 2026
Claude Code in My Pocket: A Two-Hour Internal iOS App
Two-hour build, no App Store, Claude Code in my pocket through a VPN. Why I'm building internal tools instead of shipping products.
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Career & Professional Development/Apr 9, 2026
Show Up With the Solution Already Built
How AI agents changed my Upwork fixed-price strategy from career worst to competitive advantage. Build first, pitch second, post the demo either way.
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AI & Automation/Apr 8, 2026
Over-Automation Is the New Over-Engineering
Why the smartest AI strategy is knowing where to keep humans in the loop. From social posting friction to browser scraping, lessons from building a cross-platform content analytics system.
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AI & Automation/Apr 6, 2026
Why My AI OS Survived Anthropic's Harness Lockdown
Anthropic cut off third-party harness access to Claude Code subscriptions. My custom AI agent setup kept running. Here's why the architecture held up, and where it's still vulnerable.
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AI & Automation/Apr 3, 2026
What a $100K Employee Costs Me Now
AI gave me a dev team I could never afford to hire. But the two years getting here nearly broke me. A freelancer's real story of surviving the tidal forces.
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AI & Automation/Apr 2, 2026
No-Code Automators and SaaS Engineers Are Converging
Agentic AI is forcing no-code automators to learn code and engineers to learn automation. Here's what each side brings to the table and why the exchange matters.
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AI & Automation/Mar 31, 2026
Command-Line Video Editing with Claude Changed Everything
How I turned a 10-minute screen recording into a polished short using nothing but Claude and FFmpeg. No GUI, no video editor, under an hour.
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Cloud Infrastructure/Mar 31, 2026
I Saved a Client $5K/Year on AWS in 2 Hours
How AI agents turned years of backlogged cloud optimization ideas into real savings on Redshift and Aurora — and what I'm doing with the headroom.
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AI & Automation/Mar 27, 2026
I Built a Personal Quiz Engine That Knows My Gaps
How spare minutes, an AI assistant with memory, and years of freelancing data turned into a personalized education system with two distinct tracks.
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Development & Tools/Mar 26, 2026
AI Revealed Our Tech Debt, So I Fixed My Security in an Hour
WireGuard VPN, Keycloak zero trust, and OIDC across every service — deployed in one hour with Claude. A wake-up call on the tech debt AI is exposing.
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Career & Professional Development/Mar 24, 2026
Software Engineers Got Disrupted First
A software engineer who survived multiple waves of AI disruption shares what each wave actually looked like from the inside — and why the things you've been suppressing might be your biggest asset.
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AI & Automation/Mar 23, 2026
One Hour, One AI, One Destroyed Network Config
I let Claude loose on my janky home network and it fixed years of accumulated mess in 60 minutes. Then I started thinking about what this means for software itself.
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AI & Automation/Mar 19, 2026
n8n Inside an AI Agent Team: Keep It or Kill It?
I wired n8n into my AI agent stack and now the agents maintain the workflows. Here's why that changes everything about local automation architecture.
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AI & Automation/Mar 19, 2026
Three Terminals, Zero Myth
Running three Claude Code terminals simultaneously isn't hype. Here's what parallel AI-assisted development actually looks like as a freelancer.
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AI & Automation/Mar 18, 2026
Agent Specialists Changed How I Build Software
How loading design and QA skills into coding agents created expert teammates I couldn't afford to hire — and why the human role is shifting to generalist.
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AI & Automation/Mar 14, 2026
Keep One Foot on the Ground
When AI can reverse-engineer your SaaS from a spec and flood the internet with optimized content, what's your moat? Balance short-term hustle with long-term purpose — and evolve daily.
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AI & Automation/Mar 13, 2026
Self-Healing Agents and the End of the Prompt Monkey Era
After an authentication outage, my AI agents built their own health monitoring and failover system. Then I discovered skills that work like hiring an expert on the spot.
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AI & Automation/Mar 12, 2026
My First Real Outage and What It Taught Me About Autonomous Systems
When Claude Code authentication dropped and every automation went dark, it exposed exactly the kind of fault tolerance gaps I need to solve before scaling up.
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Development & Tools/Mar 11, 2026
The GusClaw Observatory: Watching My AI Team Work
A deep dive into the GusClaw Observatory, the web-based monitoring system I built to watch my agentic team operate in real time, and the hybrid architecture that makes it all possible.
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AI & Automation/Mar 9, 2026
Everything Compounds Now
A day of shipping an agent dashboard, an email-to-pull-request pipeline, GEO audits, and tech trend scanning — all while building Legos and folding laundry. The difference between talking about ideas and executing them is shrinking to zero.
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AI & Automation/Mar 8, 2026
One Week with Claude Code: Building an AI-Powered Publishing Pipeline
After seven days of building with Claude Code and my AI assistant Gus, I shipped an end-to-end blog pipeline, an SEO auditor, and a chatbot — most of it while cleaning my office.
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Business & Marketing/Mar 8, 2026
What Crawling Upwork Every Day Taught Me About Where to Go Next
How automating Upwork job searches with an AI agent revealed gaps in my skills, validated my business strategy, and surfaced a hosting opportunity I should have seen coming.
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Business & Marketing/Mar 8, 2026
Where I'm Going Next
After building out the blog pipeline and SEO automations, here's the roadmap for CyberWorld — from generative search optimization to a unified dashboard to a three-tier service model that makes traditional SaaS obsolete.
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Development & Tools/Mar 7, 2026
Code-First N8N: Why I Build Custom Nodes Instead of Searching the Marketplace
I'm building automation workflows with a code-first approach to N8N. Custom nodes, version-controlled workflows, and a monorepo where my coding agents have full context. Here's where I'm at and where this is going.
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Development & Tools/Mar 7, 2026
Building Custom n8n Nodes to Automate Transcript Cleanup with Grok
A deep technical walkthrough of building custom n8n nodes, wiring them to a Next.js API, and using XAI's Grok model to clean up voice transcripts automatically.
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AI & Automation/Mar 7, 2026
Stop Nickel-and-Diming Your AI Tools and Go All In
How a desperate deal with a bad client led to a Claude Pro Max subscription that changed everything. Why spreading across cheap AI subscriptions is holding you back, and what happens when you commit.
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Technology/Sep 23, 2025
Building a Generative Framework: Evolving AI Coding Agents and Human-AI Collaboration
Explore the concept of a generative framework using prompts and code snippets to enhance AI-assisted software development, insights on coding agents' evolution, and heuristics for effective human-AI collaboration in tech projects.
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Technology/Sep 23, 2025
The Power of Flat Files in Blogging: Repurposing Coding Tools for Content Creation and AI Optimization
Discover how using flat files with Markdown and YAML in a Next.js Jamstack blog enhances AI-assisted content creation, SEO, and generative search optimization by repurposing coding IDEs like Cursor for literary tasks.
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Marketing/Sep 18, 2025
Enhancing SEO on My Company Landing Site with AI Agents
A detailed exploration of implementing SEO improvements on a company landing site using AI agents like Cursor. Covers meta tags, breadcrumbs, social links, page speed optimization, schema markup, and building a developer-friendly blog architecture.
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Business/May 4, 2025
The Last Cycle: Why Founder-Engineer Partnerships Are Nearing Their End
An analysis of the current era of founder-engineer collaboration and predictions about its end. Covers the transition to minimal teams, AI tool maturation, and strategic planning for the next 6-12 months in the evolving tech landscape.
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Technology/May 2, 2025
Scaling Novelty with an Agentic Blog Bot
Exploring the intersection of AI and content creation through an agentic blog bot that amplifies creativity, captures ideas, and builds tools that reflect personal voice and vision.
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