Nifty, reliable custom software, systems & support. In plain English. Since 1982.
I asked ChatGPT “what’s the best SEO tool?” and a bunch of similar questions, about 1,200 times. Same prompts, same model. Here’s what came back: Ahrefs and Semrush show up in basically every answer. Both score above 88/100 on overall AI Visibility. So far, no surprise. Moz is where it gets interesting. ChatGPT knows exactly … Read more
700-word Executive Summary below AI adding to / morphing from, not replacing SEO.AI uses SEO to choose authority, truth, data-source.1 SEO defines the verifiable truth/data.2 GEO makes truth/data understandable to “AI” (LLM/RAG).3 AIO facilitates business (sales, links, lookups) via AI.—I asked AI: Regarding seo and ai — is the above accurate, concise? —- It replied: … Read more
Using AI agents “hurts the ego,” he admits. There’s something inherently diminishing about going from creator to director, from craftsman to critic. Yet he finds the trade-off worth it because coding with AI is “more fun” — the drudgery removed, leaving only the creative architecture and problem-solving. This reframing is crucial. The future of software engineering may not be … Read more
When a model trains, it is not “learning facts” the way a human does. It is adjusting billions of numbers so that: Given this sequence of tokens, what token is most likely next? That’s it. No concepts. No understanding. Just probability shaping. But here’s the magic: When trained on enough text — books, code, discussions, … Read more
LOCAL DEEP RESEARCH SearXNG
Wildly frightening. Where does private / copyrighted data actually live in an AI system? https://www.youtube.com/watch?v=O7BI4jfEFwA
“…an agent in the machine which represents you.” – Larry Tesler, Xerox PARC / Apple 22:47 in
nullClaw – “…this is the ai-brain for robocop, kill-bot swarms, that killer dog thing from black-mirror, etc…” Transcript
“Your brain was never designed to be a storage system. It was designed to think. Every time you force it to remember something instead of letting it work on something new, you’re paying a tax you don’t see. And in 2026, when AI can multiply what you produce, that tax is more expensive than ever.” … Read more
“AI can hold a 200k token context window (150k words) in a form of attention that allows constant cross-referencing across that entire input length… This isn’t intelligence in the human sense, it’s something different: Comprehensive pattern matching across a very large context window, with the ability to apply consistent rules without fatigue or forgetfulness — … Read more