EXPERTS
AI · 3 min read
Subagents Don't Spin Themselves Up. You Have to Ask.
Most AI models won't subdivide a task on their own, which makes the delegation instinct baked into some agent training worth a second look.
Read article ↗Ideas from the lab · Atlanta, GA · EST. 1999
Long-form thinking on agents, responsible AI, open technology, privacy, and the systems we build.
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AI · 3 min read
Most AI models won't subdivide a task on their own, which makes the delegation instinct baked into some agent training worth a second look.
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AI leadership · 3 min read
Web Experts has used Claude since launch, and the silent model switching, the shepherding, and the doom talk all add up to something that looks more like marketing than risk.
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Responsible AI · 3 min read
A short encounter changed how Web Experts thinks about AI and mental health, and the early research turned out to be stronger than expected.
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Responsible AI · 3 min read
Every AI tool you use keeps a transcript of what you told it and what it touched, and on most platforms that transcript is a plain text file sitting in a hidden folder on your computer.
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AI strategy · 2 min read
When anything can be duplicated faster and cheaper than ever, the advantage shifts from what you build to what you know.
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Web development · 2 min read
Automated design tools keep promising to end the profession, but taste, nuance, and the problems users never see are still human work.
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AI marketing · 3 min read
A social click is often a weak signal. Fullmoon takes a privacy-respecting approach: reach people at the moment they are actively asking for help.
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Responsible AI · 2 min read
Most companies use far more AI than they realize. A useful policy begins with an honest inventory of models, hidden features, energy, data, and human oversight.
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Things we built · 2 min read
A free calculator for the energy, carbon, and water behind AI use, built by a web development company trying to answer the question for itself.
Read article ↗AI leadership · 2 min read
Transformative AI can exist long before the public sees it. The decisive question is not only what technology can do, but who chooses to deploy it and under which constraints.
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Open-source AI · 2 min read
Restricting access may slow competitors, but it also slows the developers and researchers who create the next generation of useful technology.
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Measured results · 2 min read
A redesign can produce dramatic numbers, but the lesson is not that a new page is magic. Results come from strategy, structure, useful tools, and years of accumulated judgment.
Read article ↗AI history · 2 min read
Conversational AI did not begin with ChatGPT. ELIZA showed in 1966 how readily people attribute understanding to a machine that reflects language back to them.
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Digital marketing · 3 min read
Why a written client testimonial still means more to Web Experts than a stack of digital endorsements.
Read article ↗Responsible AI · 2 min read
AI can interpret, choose, persuade, and act. Anyone building with it must treat ethics and oversight as part of the engineering work.
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Custom software · 2 min read
AI-assisted development is making purpose-built software practical for more organizations, but lower coding cost does not remove the need for architecture, security, testing, and ownership.
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Things we built · 2 min read
An ad-free radio player became a live Bluesky-powered station with privacy-respecting analytics, no account, and thousands of human-curated tracks.
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Things we built · 2 min read
Fullmoon combines marketing experience with multiple AI systems to help local businesses identify stronger opportunities, better timing, and meaningful intent.
Read article ↗AI policy · 2 min read
Frontier models are powerful, but fear-heavy messaging can produce regulation that misses the practical reality of how useful systems are built and supervised.
Read article ↗Web development · 2 min read
A broken premium slider became an opportunity to build a focused replacement—with AI accelerating the work and experienced review keeping it dependable.
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AI strategy · 2 min read
Models improve, regress, disappear, change policies, and get renamed. Durable AI systems are designed to switch providers without rebuilding the business around them.
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AI implementation · 2 min read
A focused six-month collaboration produced roughly a dozen internal agents and a dozen training resources grounded in the real work of building science.
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Custom software · 2 min read
Business owners can now express powerful system ideas in Claude, ChatGPT, Codex, Zapier, and Airtable. Bringing them to production is a different discipline.
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Digital marketing · 2 min read
Attention is permission, not an unlimited resource. A schedule built around volume can quietly train the audience—and the algorithm—to ignore you.
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AI and content · 2 min read
The obvious tells keep changing. The deeper problem is prose that is perfectly calibrated, completely frictionless, and untouched by anyone who cared.
Read article ↗Search and AI · 2 min read
Google’s shift from ranked links toward AI answers, agents, and generated interfaces changes how organizations must structure useful, credible web content.
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AI agents · 2 min read
The interface was always a translation layer between human intent and machine execution. Agents are beginning to remove it—and that changes the work humans need to do.
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Things we built · 2 min read
Remembering an early Web Experts client, a video archive intranet, and a street naming in 2010.
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Open-source AI · 3 min read
As frontier model costs climb, Web Experts is leaning on DeepSeek v4 and Kimi 2.6 for the work that does not need heavy reasoning.
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AI strategy · 2 min read
April brought four new clients to Web Experts, split between AI tool development and digital marketing, and both halves of that work run on the same underlying approach.
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AI implementation · 3 min read
A morning spent combining prompts with another founder turned into a lesson about the difference between what a model can do and what it will do the same way twice.
Read article ↗AI implementation · 2 min read
The hard part is no longer launching a chatbot. It is deciding where AI belongs inside a real workflow without creating security, quality, adoption, or cost problems.
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Open-source AI · 3 min read
When an agent can run the commands for you, the learning curve that kept Linux out of most offices stops mattering.
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AI and content · 2 min read
A drone cinematography career, an industry outpaced by AI, and why leaning into the technology expanded the creative work instead of ending it.
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AI agents · 2 min read
The real divide in AI agents is not open source versus proprietary, it is whether you are building something to tinker with or something you rely on every day.
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AI history · 3 min read
The habits that make AI useful today were built decades ago in a computer school classroom full of machines nobody was afraid to break.
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AI history · 2 min read
Web Experts founder Elliott Augustine's first brush with AI was a 1960s chatbot he took apart as a kid, and that curiosity still shapes how the firm approaches today's tools.
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AI and content · 2 min read
Every model has tells, and if a person can spot them with the naked eye, search engines and AI crawlers can identify them with certainty.
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AI leadership · 2 min read
A thank you to El Jefe Enterprises and Johnny Tellez turns into a case for choosing vendors on passion, communication, and track record instead of price or logo size.
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Things we built · 2 min read
A long-term AI development agreement to build custom tools for the building science and sustainability industry.
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Measured results · 2 min read
Web Experts on why a rebuild should be judged by verifiable traffic and results, not by how it looks in a slide deck.
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Measured results · 2 min read
How Web Experts replaced a paid third-party market report workflow with a WordPress-based AI reporting engine, and cleaned up the technical performance while they were at it.
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Web development · 2 min read
Google Lighthouse gives a business owner a real scoreboard for their website, and guessing in SEO and digital marketing is expensive.
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Web development · 3 min read
Two weeks, fourteen hour days, and three AI agents later, Web Experts stripped decades of accumulated web tooling down to a perfect Lighthouse score.
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AI strategy · 2 min read
The categories a platform offers quietly shape how a firm describes itself, and right now the AI options are missing.
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AI implementation · 2 min read
The biggest shift in AI coding since GPT 3.5 became a reliable coder has changed what building software actually looks like day to day.
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AI implementation · 2 min read
Three projects in three days with leading coding agents confirmed what we already suspected: the speed is real, and so is the need for someone steering.
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AI agents · 2 min read
After a lot of experimentation, Web Experts landed on a model-per-job routing setup for OpenClaw that keeps spend down without giving up output quality.
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Measured results · 2 min read
Four new clients joined Web Experts this month, and the growth came from referrals rather than dashboards or vanity numbers.
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AI agents · 3 min read
A week of sandbox testing shows the most capable agentic framework we have tried this year is also the easiest way to quietly set money on fire.
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Measured results · 2 min read
Web Experts grew to 2.75 times its previous client volume in six months by asking whether the work actually helps a business meet its objectives.
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AI leadership · 3 min read
After two decades of managing developers and designers, Web Experts found itself supervising a team of machines instead, and the skills carried over more than expected.
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Web development · 2 min read
A surprising number of business websites are still running discontinued PHP, and the failures show up quietly before they show up loudly.
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AI and content · 2 min read
Website content used to cost $1,500 to $2,000 per page and take a month to draft, and the value has now moved from writing the words to knowing what to say.
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AI strategy · 2 min read
The shift toward orchestration layers on top of foundation models is what makes AI products reliable enough to put into production, and Web Experts has been building that way since 2023.
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Web development · 2 min read
The same pattern shows up in nearly every new client website review, and it almost never looks like a failure while it is happening.
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Digital marketing · 2 min read
Web Experts is starting the new year with an insurance agency, an industry where search visibility and site performance carry more weight than most people assume.
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Digital marketing · 2 min read
A site that sits untouched for years does not fail loudly, it just quietly stops bringing in business.
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Digital marketing · 2 min read
Web Experts is now working with El Jefe Enterprises, a franchise consulting firm that guides aspiring entrepreneurs through finding and evaluating business ownership opportunities.
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Digital marketing · 2 min read
When the inquiries coming in do not match the business, that is almost always a website problem rather than a sales problem.
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Digital marketing · 2 min read
Web Experts welcomes Jason Conn and Tyler Thomason, and explains why mortgage and exterior cleaning end up needing the same foundation.
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Open-source AI · 2 min read
Web Experts installed and customized an open source CRM on a dedicated virtual server, giving one client a shared pipeline without vendor lock in.
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AI leadership · 2 min read
A note of thanks from Web Experts after 25 years of building websites, software, and relationships in Atlanta.
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Measured results · 2 min read
An Atlanta business owner had traffic but almost no calls, and an eight-second homepage turned out to be the reason.
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Digital marketing · 2 min read
Web Experts is partnering with Prestige Workforce Solutions on ongoing digital marketing, with the goal of making a staffing team's genuine care visible to both job seekers and employers.
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Things we built · 2 min read
A fast-growing Atlanta home services company joins Web Experts to strengthen its digital presence and prepare for AI search.
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Measured results · 2 min read
A local business owner asked Web Experts to review his site, and clearer messaging plus a little cleanup did more than a rebuild would have.
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AI implementation · 2 min read
A client call, two AI agents, and a released patch in under 45 minutes: what support looks like when the shop is small and the tooling is good.
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Measured results · 2 min read
A business owner had been paying an SEO company for months without seeing a single number, and fixing that was the whole job.
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Digital marketing · 2 min read
A business owner had already paid two reputation management firms with nothing to show for it, so Web Experts took a different approach: publish enough good content to push the bad results off page one.
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AI leadership · 2 min read
One of Web Experts' oldest clients is merging with a company that has its own technology team, and fought to keep us in the room anyway.
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AI implementation · 2 min read
Building offline AI systems for schools sent Web Experts looking at how the federal government separates its networks, and the lessons transferred more cleanly than expected.
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AI strategy · 2 min read
Web Experts has already shipped systems that used to require full development teams, which says more about augmentation than replacement.
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AI strategy · 2 min read
A West Coast client flew into Atlanta, and it was a good reminder of why Web Experts keeps its roster small on purpose.
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AI strategy · 2 min read
A new partnership built around aligning strategy, technology, and automation for how legal services get delivered, discovered, and experienced.
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