What we build, what we test, and what we learn, written up in plain words. New notes every week.
mcptoon promises to cut the tokens an agent reads for its tools. Our hands-on test found the headline number measures the menu, not the working load. The real saving was 51 percent, and accuracy is still unmeasured.
Oct 19, 2026Hyperframes renders real HTML and CSS to video, and our hands-on test proved the quality is real. But its audio path is untested, so we are not switching. Here is the verdict, with numbers.
Oct 9, 2026Meta's 60-day tokens expire on a schedule, most schedulers never refresh them, and switching apps won't save you. Here's what's actually happening and the only real fix.
Oct 9, 2026Two AI creators gave away their best templates free this week. The template is the ad: people try it, it works, and the ones who want the full system come back asking to buy.
Oct 9, 2026I tested Koerner's $8K/month AI dubbing playbook on a real 60-second video: Spanish voiceover, timing verified, free. Here's the exact pipeline and its honest limits.
Oct 9, 2026A $5,000 job went to voicemail and never came back. Missed calls are leaking real money from local businesses every week, and I built a free calculator that shows exactly how much.
Oct 9, 2026ReStructure AI sold a dealership an AI team that researches, writes, and runs ads with a human approval queue. You don't need the $25K version. You need the pattern.
