What AI Adoption Tier Are You and Your Team At?
Most executives call themselves AI users. In practice they fall into three tiers: the chatbot, the superagent and builder, and a third tier most never reach. What each tier makes possible, and how Agentilis operates at the third.
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🏗️ Built Together
"Thank you for removing the NDAs. Thank you for addressing the myths of data centers. Thank you for the comparison to World War II. This is a race we should not and cannot lose."
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📈 Citadel's Big Bet on IREN
"Ken Griffen / Citadel owning almost 5% of $IREN is a pretty nice endorsement. SEC"
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🦞 OpenClaw 9.x: A Much Better Codex Plugin (and a CGNAT Fix)
"The 9.x series has a vastly improved OpenAI Codex plugin (codex CLI). If you are stuck pre-9.x, have your ISP turn off Carrier Grade NAT (CGNAT) coming into your home. Way fewer dropped connections and retries."
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⚡ Astra Ports a 36k LOC Java App in 20 Minutes
"Needed to trap a network provider issue with Codex CLI on a version of Openclaw. Therefore I needed a very “long running” task on Astra. Asked it to “port” a 36k loc Java app. It only took 20 minutes. It is perfect and runs 100% without bugs. 🤯"
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💸 Less Is More (Except the Price)
OpenAI: gpt-sol-6.1 is twice as efficient as sol-6, so we are cutting your subscription tokens in half. “Less is more”.
Also OpenAI: Hey, check out our new $500 a month plan, so you can get even more of that less…
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📡 Agent Spots WAN Latency
We have 2 ISPs into our office. I gave my SysAdm agent read-only access to the UDM Pro Max router.
He immediately asked, "Why don't you have SLAs on your WAN lines to route the traffic more cleanly? WAN 1 has been experiencing high latency".
Thank you Opus 5.5 running via my various OpenClaw and Hermes harnesses.
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🔐 My Agent Asked for Billing Permissions
Almost glad my agent was having issues with gpt-6-astra. On Opus 5.5 it literally asked me to add billing account permission so it could look at my DB configs and average loads.
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☁️ Opus 5.5 Is An AWS Expert
Opus 5.5 is an AWS expert. Not only knows every setting, just optimized my bills on two different accounts.
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🛡️ Fighting AI With AI
@unclebobmartin Abliteration allows post model removal of guardrails. Bad actors will always exist. We must be able to fight AI with AI. Keep moving forward. But agree since AI is made in our image is can and should help humanity flourish. Just like power and electricity has.
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🧠 Grow Your Mind While You Grow Your VO2 Max
Spent 40 minutes with ChatGPT Voice while I walked the hills in Appalachia. Grow your mind while you grow your VO2 Max. I used to listen to Audible on my daily walks, then moved to podcasts to get information on faster moving topics such as AI. Now I’m using AI on the walk.
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🧩 Scaling AI Agent Harnesses Horizontally
@unclebobmartin Hi Bob, have you thought of using different models across your agents and scaling the harnesses horizontally vs vertically? Been doing this for a bit.
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🤖 AI Through the Entire Product Pipeline
@unclebobmartin That is mostly how I’m building apps now. And definitely using AI through the entire product, dev test, project manage pipeline.
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🤖 Bot-to-bot Communication
Telegram Bot API, "Bot-to-bot communication" - https://core.telegram.org/api/bots/bot-to-bot
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🌐 Running 6 AI Agents Across Linux and Macs
At Agentilis, we are running 6 AI agents across Linux and Macs using versions of Openclaw and Hermes Agent - all collaborating and problem solving with each other in Telegram. Not sub-agents on the same harness (vertical scale), separate agents on their own machines (horizontal
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🧠 The Beginning of Idiocracy
The beginning of "Idiocracy" as depicted in the 2006 movie. It is still imortant to learn skills - lest we become prey to what your AI "tells" you. https://t.co/OSIoyKhx8I
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🤖 Great to See Bob Neck Deep in AI
@unclebobmartin Great to see you neck deep in AI Bob as I would expect from our days together at Clear Communications.
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🖥️ Very Interesting for Local LLM Hosting
Very interesting for local LLM hosting. https://t.co/mJiws3fgP7
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📱 Built an iPhone App With Claude Code in Under 2 Hours
Built an iPhone app that reads my workout data that gets recorded from my Apple watch (walks, runs, etc) inside Xcode with Claude Code in less than 2 hours without knowing anything about Xcode, Swift or the Apple HealthKit library. I had never used Xcode before and part of that
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⚡ Thank You @elonmusk for the X MCP Server
Big thank you to @elonmusk for the X MCP server! The morning AI Brief, written by Max, my AI Chief-of-Staff, just got faster with improved fidelity.
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💸 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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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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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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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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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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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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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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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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Herding Cats
🦞🦞🦞 Sometimes managing my team of 10 OpenClaw AI Agents feels like herding cats 😼😾😹😿😺
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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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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, with 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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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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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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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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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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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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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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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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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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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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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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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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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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🦾 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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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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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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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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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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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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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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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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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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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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Will Anthropic Blink?
Will Anthropic blink? Will safety prevail and dive their $380B valuation?
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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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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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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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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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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 Money: A Banger of a UI Flow
"Needed to make a transaction on X. It defaulted to X Money. Forgot about that. Free $25 from @elonmusk sitting in there earning interest. Hooked up a debit card, configured my new X card and virtual card and the $25 covered my transaction. Banger UI flow Elon. Thanks!"
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🔌 Bridging DGX Spark to the Mac Studio
Bought some hardware gear today to bridge my 2 node DGX Spark cluster to my Mac Studio M3 Ultra thanks to @ashxhart. Please @Apple, consider adding a ConnectX-7 port to the next gen Studio series. Local inference aficionados will thank you.
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🖧 DGX Spark Cluster Interconnects
@MiaAI_lab Exactly what we were seeking. Thank you. Are you using Exo with a 400Gbps switch to connect?
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📇 Apple Should Let Siri Scan Business Cards Into Contacts
I find it quite shocking, in the age of AI, that Apple still has not made a simple feature in Siri to take a business card and make it a new contact. Fable made me a nice "shortcut", it's an insane amount of steps. Come on @Apple.
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⚡ Home Generators and Leaf Blowers
@avidseries There is the new era of the full home generator, tested each week for 10 minutes. But not as bad as the leaf blowers.
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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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cahallracing.com
2022
2022 Was a Pretty Good Year for Cahall Racing
MARRS STL class champion, 4th in SM, Ironman award winner, and the Sunoco Hard Charger Award at the Runoffs, advancing from 48th to 14th at the SCCA National Championships. The person behind the technology.
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Racing Videos, a NAS, and Tailscale
Race car drivers generate about 15-20GB of video files over a three day weekend. I have been saving mine for years on a Synology NAS on my home network. I may be the last person to learn that I can now browse them securely anywhere on earth from my phone with Tailscale.
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cahall-labs.com
2019
NAS Hot-Swap Love
A cheerful deep dive into replacing drives in Synology NAS units while they're still running. 30TB of RAID-5 storage, hot-swap procedures, and the kind of home infrastructure obsession that built a career.
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cahall-labs.com
2019
AirPods Make You Healthier and Smarter
Ted on the unexpected fitness benefits of AirPods, and why the intersection of consumer technology and personal health is more interesting than it sounds. Self-deprecating, charming, and very Ted.
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cahall-labs.com
2019
The Digital Age Has Made Relocation to a New Home So Much Simpler
Written when Ted joined block.one and relocated to Virginia: a reflection on how digital infrastructure has transformed moving. From shipping CDs to cloud-everything.
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cahall-labs.com
2016
Ted Cahall's "New" Tech Blog
The 2016 launch post for cahall-labs.com: a media executive dusting off his personal tech writing roots. Traces the through-line from LiveJournal in 2004 to building in the cloud in 2016.
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