Copasetic Flow

 Learning Morse code is easier — and way more fun — when you can practice with real people anytime, anywhere. KO6BTY and I have been building a phone-based CW practice app that lets you send and receive code with other operators over the internet, no radio, antenna, or license required. This post walks through the waterfall display, keyer modes, histograms, and demo videos so you can jump right in and start making contacts from your phone. KO6BTY and I have been working on a two-way phone based CW (Morse code) practice app for a while. We'd really love for people try it out, and let us know what to improve, or what to implement next. We've finally got it in a state where people can start to test it. If you'd like to practice sending and receiving code with other people via your phone anyhere you can get on the internet, read on. App Components Project TouCans CW Practice app is a Morse code tranceiver that operates over your phone, so no ham license, (or antenna), is req...

I put OpenAI’s gpt-5-nano and gpt-5.1 head-to-head on my psy-ops article scorer to see what you really get for the extra spend. Along the way I ran into pricing surprises, wild variance, and a reminder that ChatGPT’s shiny new memory feature can quietly bend your evals if you’re not careful.   A post on LinkedIn a few days back suggested using Small Language Models (SLMs) as opposed to LLMs for repetitive tasks. This seemed like a great idea in some regards for me, but I was curious about how it would apply to apps that were intended to perform lanugage analysis. Luckily, I have the psy-ops app up and running. Also? At the moment, it is using a close-to-an-SLM model, gpt-5-nano due to pricing decisions. I used it as a test vehicle to look at the difference betwween gpt-5 nano and full featured gpt-5.1. The testing framework I used: Starting from this article, I first did three separate anayses with gpt-5-nano, and then three others with gpt-5.1. I then used gpt-5.1...

 We're working on a promo video for our smartphone-based CW practice app. We had great luck last week using the sora-2 app to create B-Roll footage for the Gladych Files . This week, I'm hoping to make an entire scripted trailer for the CW app using sora-2. There are issues though. The first one is that while the sora app has a storyboard feature, (at least the one I can access this week), the API does  not. It does however allow you to pass in reference images to bridge scenes. That's pretty cool, and seems to work. I'm working on  a Python script to wait for bridging images between clips. That's worked out ok.  The real issue, so far, has been sora-2 moderation. Profanity and Real-Person Filters You cannot pass the image of a real person, (even one sora-2 invented), between clips. Moderation stops it every time. ( Moderation is what sora-2 calls its engine that decides if it's able to make your video at all.) This is what set off a cascade of moderatio...

 I deployed the LLM Psy-ops detection app earlier today! For those of you just hopping onboard, the WhyFiles ran an episode highlighting a simple, logical scoring method publicized by NCI for determining if a piece media or new article was emotionally manipulative, (think propaganda), or not.  I was looking for a good app to practice deployment, guardrails, and evals, and this one suggested by a @somethingLethal on reddit seemed promising in all those regards. If you'd like to try it, you can find the app at  https://projecttoucans.com/gladych_files_psy_ops  .  LLMs, Simple Math, and Pricing The Psy-op scoring instrument requires that the model sum the scores for the twenty categories. gpt-4o-mini did not sum any of the scores correctly. It got close, but that was about it. I experimented with the python code interpreter to cure the simple math issue. The code interpreter seemed reasonable at first. I mean, three cents per compute minute , not bad right? Ins...

 AI guardrails are everywhere in modern development discussions—but what if the best guardrail is not needing one at all? As I explored OpenAI’s new Agent Builder guardrail system this week, a surprising idea surfaced: engineers can sometimes design AI workflows so constrained that there’s nothing left to guard. In this post, I walk through the metaphor, the engineering mindset, and why shrinking the attack surface may be the most underrated AI safety technique.

 After gaining access to OpenAI’s new Sora-2 video API , I rebuilt my entire B-roll workflow for The Gladych Files channel — automating prompt generation, stitching clips together, and producing cinematic sequences in minutes. In this post, I walk through the full pipeline, share lessons learned, and offer tips for anyone curious about AI-assisted video creation.