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    <title>ai-agents on Fabian G. Williams</title>
    <link>https://www.fabswill.com/tags/ai-agents/</link>
    <description>Recent content in ai-agents on Fabian G. Williams</description>
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    <lastBuildDate>Mon, 11 May 2026 00:00:00 +0000</lastBuildDate>
    
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      <title>The AI Agent Fleet Works. The Trust Funnel Does Not.</title>
      <link>https://www.fabswill.com/blog/autonomous-ai-agent-fleet-nonprofit-w19-retro-corrections-panel/</link>
      <pubDate>Mon, 11 May 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/autonomous-ai-agent-fleet-nonprofit-w19-retro-corrections-panel/</guid>
      <description>TL;DR I volunteer with MACONA, a 501&amp;copy;(3) nonprofit that ships food, medicine, feminine hygiene products, donated computers, and clothing to communities and schools in West Africa. For a few few monthis now I have run a small autonomous AI agent fleet for the organization: five named agents, cron-driven, running through OpenClaw on a simple Windows box.
Week 19 (I track progress via week numbers for me and my Agents) looked like a win on every internal activity metric: 17 reliability PRs merged, 2 awareness-day blog posts published, 1 Brevo campaign queued, and 37 cold introduction emails sent.</description>
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    <item>
      <title>I Run Five OpenClaw Agents for 72 Cents a Day</title>
      <link>https://www.fabswill.com/blog/five-openclaw-agents-72-cents-per-day/</link>
      <pubDate>Wed, 22 Apr 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/five-openclaw-agents-72-cents-per-day/</guid>
      <description>TL;DR Five OpenClaw agents run the content and executive-assistant pipeline for MACONA — a nonprofit I volunteer with — at $0.72 a day. The most common support question on r/OpenClaw is &amp;ldquo;$25 in 9 hours, help.&amp;rdquo; The gap between those two numbers is three config decisions stacked on top of each other: heartbeat interval, model on the loop, and hours of operation. None of them are clever. All of them are usually set wrong by default.</description>
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    <item>
      <title>PM Life as Agents Take on More</title>
      <link>https://www.fabswill.com/blog/pm-life-as-agents-take-on-more/</link>
      <pubDate>Sun, 12 Apr 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/pm-life-as-agents-take-on-more/</guid>
      <description>TL;DR I had a sidewalk conversation with two neighbors that turned into a real-time debate about AI replacing jobs. Then I watched a Nate video that gave me the exact framework to explain why all 3 were right — and wrong. One neighbor is a project manager already using AI daily. One is a business analyst who coaches companies. One of my neighbours&amp;rsquo; husband — a skeptic — is convinced AI cannot do creative work.</description>
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    <item>
      <title>Your Brain Forgets Most of Your Life. So Does Your AI Agent.</title>
      <link>https://www.fabswill.com/blog/your-brain-forgets-most-of-your-life-so-does-your-ai-agent/</link>
      <pubDate>Sun, 12 Apr 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/your-brain-forgets-most-of-your-life-so-does-your-ai-agent/</guid>
      <description>TL;DR Neuroscientist Lisa Genova explains why forgetting is normal — your brain filters out most of your day, loses context when you change rooms, and is terrible at remembering future intentions. I watched her TED talk and realized I had already encountered every one of these failures in AI agents I build for real organizations. Here is how the parallels work, what breaks in production, and what I built to fix it.</description>
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    <item>
      <title>I Built a Knowledge Base That Writes Itself. Here Is What Andrej Karpathy Got Right.</title>
      <link>https://www.fabswill.com/blog/building-a-second-brain-that-compounds-karpathy-obsidian-claude/</link>
      <pubDate>Sun, 05 Apr 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/building-a-second-brain-that-compounds-karpathy-obsidian-claude/</guid>
      <description>TL;DR Andrej Karpathy tweeted about using LLMs to build personal knowledge bases — raw sources in, compiled wiki out, all in Obsidian. I implemented his entire workflow in one session using Claude Code skills. Four YouTube transcripts became 21 cross-linked wiki articles. The system now compiles new sources, health-checks its own consistency, and searches itself. It took an afternoon. It will compound forever.
 Your AI should not just answer questions.</description>
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    <item>
      <title>How Do You Trust an Autonomous AI Agent? Evals Are the Answer.</title>
      <link>https://www.fabswill.com/blog/how-do-you-trust-an-autonomous-ai-agent/</link>
      <pubDate>Sat, 28 Mar 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/how-do-you-trust-an-autonomous-ai-agent/</guid>
      <description>TL;DR I run an autonomous AI agent on a Mac Mini in my house. She handles 16 daily cron jobs — finances, email triage, outreach campaigns, device monitoring, morning briefings. The agent says &amp;ldquo;done.&amp;rdquo; But did it actually do anything? I built a 9-dimension eval rubric to find out. Along the way I discovered that my evals were broken, my agent was better than I thought, and the most important metric isn&amp;rsquo;t pass/fail — it&amp;rsquo;s whether a failure is your fault or the agent&amp;rsquo;s fault.</description>
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    <item>
      <title>Your Next Hire Should Be an AI — Here&#39;s How a Nonprofit Did It in Two Weeks</title>
      <link>https://www.fabswill.com/blog/your-next-hire-should-be-an-ai/</link>
      <pubDate>Tue, 17 Mar 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/your-next-hire-should-be-an-ai/</guid>
      <description>TL;DR We deployed an autonomous AI executive assistant for a nonprofit in under two weeks. She runs eight scheduled programs daily — morning briefings, social media, donor research, newsletter drafts, content scouting, and end-of-day digests — all without being asked. The CEO went from drowning in operational work to just making decisions. The same pattern works for any small organization: medical practices, restaurants, law firms, conferences, mom-and-pop shops.
 &amp;ldquo;The CEO&amp;rsquo;s time should be spent on decisions, not data entry.</description>
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    <item>
      <title>53 Downloads, 114 Countries, Zero Marketing Budget: My First Month on the App Store</title>
      <link>https://www.fabswill.com/blog/first-month-on-the-app-store/</link>
      <pubDate>Fri, 13 Mar 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/first-month-on-the-app-store/</guid>
      <description>TL;DR I built two iOS apps in about ten days total. Neither was planned as a product — both started as solutions to my own problems. In the first month on the App Store, people in 114 countries found them through organic search. No marketing budget. No ads. No influencer deals. Here is what the numbers look like, what they taught me, and why I think everyone with an idea should just build the thing.</description>
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      <title>WandR v1.0.1: A Ducati, a Reddit Question, and an AI Test at Union Station</title>
      <link>https://www.fabswill.com/blog/wandr-v101-union-station-dc-first-real-ride/</link>
      <pubDate>Sun, 08 Mar 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/wandr-v101-union-station-dc-first-real-ride/</guid>
      <description>TL;DR A Ducati rider from Slovenia asked me on Reddit today: &amp;ldquo;Did your app suggest anything good?&amp;rdquo; I&amp;rsquo;d just pushed WandR v1.0.1 with fixes that make the app smarter about understanding natural language and GPS. So while I was in DC on an errand, I pulled out my phone at Union Station, told WandR I wanted scenic spots for about four hours on a motorcycle, and let it plan a route.</description>
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    <item>
      <title>Qui Non Proficit Deficit: Three Months Offline, Two Apps Shipped, and an AI That Runs a Nonprofit</title>
      <link>https://www.fabswill.com/blog/qui-non-proficit-deficit-im-back/</link>
      <pubDate>Sat, 07 Mar 2026 00:00:00 +0000</pubDate>
      
      <guid>https://www.fabswill.com/blog/qui-non-proficit-deficit-im-back/</guid>
      <description>TL;DR I went heads down for about three months — no LinkedIn, no YouTube, barely any Twitter. In that time I shipped two iOS apps to the App Store, built an autonomous AI assistant that runs a nonprofit&amp;rsquo;s entire digital presence 24&amp;frasl;7, and developed a workflow where AI agents scale my output 3-5x. This post is the full story: the career pattern that taught me to recognize seismic shifts, what I actually built, and why I&amp;rsquo;m back.</description>
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