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One article library, organized by topic rather than separate blogs.
Systems · September 04, 2026
ChatGPT is three years and nine months old and the ads ask for ten years with it. AI job titles went from 264 to 822 in four years while total postings rose 6 percent. Companies now appoint officers for a thing their own engineers cannot define. Years of experience were a proxy for depth. The proxy failed because the pipes are three years old, and the form still rejects the honest answer.
Systems · June 08, 2026
Manifesting is half right. Expectation does not transmit a request to the universe. It works by changing attention, the body's response, and persistence, which shape the actions that produce a result. The naive version fails because the nervous system reads receipts, not affirmations, and because picturing the win drains the drive to chase it. The working half is concrete: name the outcome and the real obstacle, pick the one move that brings money or progress in, shrink it to a daily rep, bolt it to a fixed trigger, and count the reps you control.