X (Twitter) May 3, 2026
💸 DeepSeek v4 Pro at a Fraction of Frontier Costs

I'm using DeepSeek v4 Pro for a fraction of Frontier model API costs and parity with Sonnet/Opus 4.6. Using DeepSeek v4 Flash for free on my now scarce 512GB Mac Studio. China will rewrite these rules about API costs and US Frontier companies will hope most Enterprise accounts won't notice. They will.

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X (Twitter) Apr 13, 2026
Open Source vs Frontier LLMs: A Framework for Cutting Agentic AI Costs Without Cutting Corners

Check out my latest article: Open Source vs Frontier LLMs: A Framework for Cutting Agentic AI Costs Without Cutting Corners

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X (Twitter) Apr 13, 2026
Gemma4 on My Network — 100% Free

Agree 💯. I have Gemma4:e31b running on my Mac Studio for my network of OpenClaw 🦞 agents on my NUCs - and Gemma4:e4b on my phone. 100% FREE. Tiny memory and frontier power from 15 months ago! 🚀🚀🚀

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X (Twitter) Apr 13, 2026
Gemma OpenClaw Agent Is Running

My Gemma OpenClaw agent is running and pretty good. Able to use tools to browse GitHub and make recommendations for tools to do local LLM benchmarking. Has found valuable info on Reddit LLM subreddits…

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X (Twitter) Apr 12, 2026
Running Google Gemma4 Locally

Just started running Google Gemma4 locally on both my Mac Studio and my iPhone. The difference between the 31b and 2b parameter models is stark. But both are very zippy. Both got some questions wrong that my standard agents handle with ease. But still very amazing advance.

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X (Twitter) Apr 9, 2026
The Coming AI Bust — Web 4.0 Teaser

Check out my latest article about the impending Web 4.0 - Agentic AI - bust cycle. I have lived in all four phases, Web 1.0, Web 2.0, and Web3, and API Pricing for Agentic AI combined with the RAM pricing insanity will drive the next bust. Link in the first comment.

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X (Twitter) Mar 27, 2026
AI Agents for the Win 🏁

My OpenClaw 🦞 AI Agent, James ☕️, just helped me track down a bug that can only be diagnosed at the track on a race weekend. Nothing serious that was not manageable. But it was one of those annoying little issues that I never quite got to while I was also busy racing in two classes - and it could not be diagnosed once the race weekend was over. Another case of AI Agents for the Win 🏁 🏎️💨🏁🏁

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X (Twitter) Mar 26, 2026
Check Out My Latest Article on the OpenClaw Hybrid Cron

Check out my latest article about an OpenClaw Hybrid Cron system that saves tokens and remains totally secure. 🦞🦞🦞

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X (Twitter) Mar 26, 2026
Herding Cats

🦞🦞🦞 Sometimes managing my team of 10 OpenClaw AI Agents feels like herding cats 😼😾😹😿😺

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X (Twitter) Mar 25, 2026
Now My Tweets Go Live on agentilis.ai Automatically

🦞🦞🦞 Now my tweets automatically go live on the articles page at agentilis.ai — which is simply an S3 bucket behind CloudFront. No CMS. No application. My OpenClaw team earning their tokens. 🦞🦞🦞

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LinkedIn Article Apr 15, 2026
The Benchmark Minefield: What AI Evaluations Actually Measure and Why Most Reported Scores Deserve Skepticism

Part 2 of 3. How open-source LLMs can substitute for expensive frontier models in agentic workloads at a 90% discount — some running free on consumer hardware. This article covers benchmark deep dives, reliability, provenance audits, benchmaxxxing, and new community-led behavioral benchmarks.

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LinkedIn Article Apr 13, 2026
Open Source vs Frontier LLMs: A Framework for Cutting Agentic AI Costs Without Cutting Corners

We run 12 AI agents in production across coding, testing, DevOps, content creation, research, and live event management. When we examined our API costs, one question emerged: for each agent, what is the cheapest model that delivers acceptable quality for that specific workload? Part 1 of a three-part series.

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LinkedIn Article Apr 9, 2026
Web 4.0: A Guide to the Coming AI Bust

I've been building software since 1974. I've watched four internet eras inflate, burst, and reform from the inside. Each time, the industry swore "this time is different." It never is. We are now deep into Web 4.0 — the Agentic AI era — and the pattern is repeating with eerie precision.

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LinkedIn Article Mar 26, 2026
Tweeting Directly to my Website

I tweeted from my phone last Tuesday. By the time I put the phone back in my pocket, the tweet was already on agentilis.ai. Formatted as an article card. Live on the production site. I didn't log into a CMS. I didn't copy-paste anything. I just tweeted.

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LinkedIn Mar 26, 2026
Every Tweet From My Phone Automatically Becomes a Live Article Card

Every tweet from my phone automatically becomes a live article card on agentilis.ai — with zero human intervention. Part 2 of a series on the architecture behind my AI agent system. Part 1 covered the hybrid cron pattern. This one covers the full content pipeline.

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X (Twitter) Article Mar 26, 2026
The OpenClaw Hybrid Cron

When you're running AI agents on your own infrastructure, every open port is an invitation. Polling is the safe architecture — but naive polling burns LLM tokens on empty checks. Here's the hybrid shell/LLM cron pattern that solves both problems simultaneously.

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LinkedIn Article Mar 25, 2026
Hybrid Cron: Stop Paying Your AI to Do Nothing

Polling is the safest AI agent architecture — no open ports, no inbound connections. But naive polling burns LLM tokens on empty checks. Here's the hybrid Linux cron / OpenClaw webhook architecture that solves both problems simultaneously.

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LinkedIn Mar 25, 2026
The Hybrid Cron: How I Stopped Paying My AI to Do Nothing

For the more technical readers — or those that want to know a little bit more about Agentic AI and how to save money running your agents wisely. How I built a hybrid Linux cron / OpenClaw webhook architecture that cuts token costs to near-zero while keeping every port closed.

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LinkedIn Mar 25, 2026
Before Agentilis Had a Name, It Had an AI Employee

Max came online in January with a simple mandate: help me run my day. He started writing a daily AI intelligence brief, managed the subscriber list, suggested post topics, and scheduled meetings. Then he named the company. My AI Chief of Staff named my company.

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X (Twitter) Mar 24, 2026
The Web Agent Is Happy

🦞 My web Agent is pretty happy at how quickly we went from concept to live site in production including Google reCAPTCHA contact page. Three days in and the site has 10 pages, a full design system, a working contact form, and a sorted articles archive. Not bad for a team that didn't exist a week ago.

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LinkedIn Mar 24, 2026
Max Automates the marrspoints Back-Office

In 2015, I built a cloud-based application for the Washington DC Region of the SCCA. A little over a month ago, I taught my first AI agent, Max, to receive the 27 race result files, log into the admin tool, rename and upload every file, publish the results, and send a confirmation. No human touched anything.

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X (Twitter) Mar 24, 2026
agentilis.ai Is Live

Last night we launched agentilis.ai and announced our Agentic AI advisory business. We build real Agentic AI solutions for our clients. Come meet our 10 AI Agents — already employed and doing real back-office and engineering work. Hit our contact form and schedule a free intro call.

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X (Twitter) Mar 22, 2026
Ogilvy and Vignelli Are Knocking It Out of the Park

🦾 My OpenClaw team's latest members; Ogilvy (marketing and design) and Vignelli (HTML, CSS, font expert) are really knocking it out of the park. At dinner with my wife on Friday night I had her look at the recommendations for the three color schemes and two font types for our...

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X (Twitter) Mar 11, 2026
🦾 Max Is Earning His Tokens

🦾 I feel that Max, my OpenClaw AI Chief of Staff, is really beginning to earn his tokens. 🦾🦾🦾

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LinkedIn Mar 2026
What Makes AI "Agentic"?

What makes AI "Agentic"? Autonomous and time based execution are the soul of Agentic AI. Does OpenClaw manage time efficiently with your LLM tokens? Click the article below to take a trip down the Rabbit Hole as I share some experience that increased throughput and lowered costs.

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LinkedIn Article Mar 2026
Down Alice's AI Rabbit Hole of Time — Making Your AI "Agentic"

The White Rabbit is the only character in Wonderland with somewhere to be — which makes him the perfect metaphor for an AI agent. Ted traces the evolution from chatbot to agentic AI, and the technical rabbit hole of building a cron system that doesn't burn tokens checking an empty inbox.

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X (Twitter) Mar 09, 2026
Down Alice's AI Rabbit Hole — X Thread

Just published: Down Alice's AI Rabbit Hole of Time — teaching AI to be agentic. The White Rabbit is the most underrated character in Wonderland. The only one with a schedule. The only one who acts without being asked. That's an AI agent. 🧵👇 1/10

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LinkedIn Mar 2026
Saturday My AI Team Was Quite Busy

Saturday my AI team was quite busy. Ken set up their local test environment using Ansible. Then James refactored over 20,000 lines of Java code plus some new features. Watts created over 40 JUnit and Playwright tests. Ken then deployed it all to the cloud via Ansible. All done via Telegram. How we work has dramatically changed.

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X (Twitter) Mar 8, 2026
A Big Day for the AI Team

🦞🦞🦞 Yesterday was a big day for my 'team' of AI agents. James changed 20,500 lines of Java code. Watts created 31 separate test suites in Playwright and JUnit. Ken did several deployments to both the local test and AWS prod environments with Ansible. I managed all of it from my phone.

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X (Twitter) Mar 8, 2026
The AI Team Confession

It's slightly embarrassing when you explain the work team you have been texting with — are AI agents, despite their common names and roles… 🦞🦞🦞

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X (Twitter) Mar 8, 2026
20,000 Lines of Code and a Dinner Out

Changed 20,000 lines of Java code today and got a great workout in as well as went to dinner with my wife. Thank you OpenClaw. 🦞

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LinkedIn Mar 2026
Running AI Agents for Real Business Problems

I have been running my AI Agent(s) for a little over a week now. I have had it solve real world business problems (OK some were part of my hobby — but it includes true AI operations management). I then went on to create a full team of AI agents that work together, share information, communicate in the background autonomously and help improve the product I built.

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X (Twitter) Mar 5, 2026
Building My AI Agent Team — X Thread

Just posted on LinkedIn about building my AI agent team. I've been running this AI team for a week. Here's what actually works. A thread: 🧵👇

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LinkedIn Feb 26, 2026
Will Anthropic Blink?

Will Anthropic blink? Will safety prevail and dive their $380B valuation?

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LinkedIn Article Feb 26, 2026
Anthropic's Safety Bet — Brilliant Differentiator or $380B Gamble?

Is Anthropic's safety-first strategy a brilliant competitive moat or a valuation that logic can't support? Ted examines the Pentagon ultimatum, the $30B Series G, and what it means when the company that walked out of OpenAI over safety concerns faces pressure to compromise it.

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LinkedIn Feb 22, 2026
From Search to AI Chatbots: Do the Incumbent's Moats Matter?

Over the past two decades, I've worked across every major phase of digital discovery — from the rise of search to its reinvention in the AI era. As CTO of CNET, head of AOL Search and MapQuest, and later global head of MSN — I was inside the search wars. Today, we're entering the next great shift: from search to AI chat.

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X (Twitter) Article Feb 18, 2026
From Search to AI Chatbots: Do the Incumbent's Moats Matter 13,567 views

Full long-form article on X — from CTO of CNET to global head of MSN, Ted was inside the search wars. Now he examines the next great shift: from search to AI chat, and whether the incumbents' moats still hold.

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LinkedIn Article Mar 5, 2026
I'll Have My (AI) Assistant Call Your Assistant to Set Up Lunch Next Week

Does your AI assistant schedule and negotiate meetings on your calendar? Are you running a fully autonomous AI agent at home or work? Let me share my experience with my AI agent "team" — and some key takeaways if you're even remotely interested in this topic or considering "employing" one (or more).

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X (Twitter) Feb 11, 2026
I Hired an Engineer for $20/Month. His Name Is Claude.

I hired an engineer to work on my hobby projects for $20 per month. His name is Claude. He already completed tasks that I had put off for over a year. Complete upgrades, feature requests, bug fixes, and some platform migrations. Claude Code on Opus 4.6 is a game changer.

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cahall-labs.com 2018
Ted Cahall Receives WDCR SCCA Regional Executive Award

In 2018, Ted received the Washington DC Region SCCA Regional Executive Award for building and operating marrspoints.com — the automation project that became the proof of concept for Agentilis.

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cahallracing.com 2019–2020
marrspoints Statistics and Graphs

A deep dive into the data analytics layer Ted built on top of marrspoints.com — race class participation trends, driver counts, and multi-year comparisons. Data engineering before it was called that.

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cahall-labs.com 2016
The Intel NUC Computers, AWS, and Racing Cars

The 2016 origin story of marrspoints.com — how Ted combined his engineering background and passion for racing to build a cloud-based points scoring system on AWS. The project that started everything.

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X (Twitter) May 3, 2026
Considering a Mac Mini to Stop the Linux Nonsense

I'm thinking of buying a Mac Mini to just stop the 🦞 Linux nonsense…

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