AI Marketing Strategy Experiment

Well if the USMC is in the white house running the show with a very pro-military party in power across the branches, I would say that the use of AI would be certain since the military uses AI for many use cases and analyzing political situations is just one of them. Think of Stratfor. An Austin based intelligence corporation. They used economic data to help create intelligence by corresponding news coverage of world events by the statistically relevant contributions determined by the accompanying economic data. Or basically, trace to money to each policy decision, military action, political scenario and derive the most objective perspective possible by comparing the raw economic data. They have been using AI in government for a long time. Think of how long PyTorch and TensorFlow have been around making the use of AI for decision making accessible to developers. So maybe it is behind the actions. Knowing you are going to pull the trigger on a world event like a unilateral action like playing chicken on tariffs is gold to any business minded person. They know in advance what is coming and prepare. Which is why I got out of the market a while ago and instead saved to buy during the dip ever since I thought Trump would win early last year I started making preparations for this scenario. I survived the first administration by adapting to the environment just like everyone else in the business world at least the ones that did not get culled the last time a unilateral action like shutting down the economy left us in a similar bind. But he has been talking about this tariff plan for a long time now so that is why I prepared for this scenario by adapting many aspects of my business plans. I am not greedy though. I am going to wait for the market to settle before I choose to invest. That is if I do. I get 3.8% on my current checking account which is reliable if hardly beating inflation. Actually instead I am going to try to experiment doing digital marketing through programming robots to promote things I vibe code like https://judgmentalartcat.com which I made using this workflow to vibe code it : https://github.com/kliewerdaniel/workflow.git That just seems like a more efficient use of my money. If I can make the cost of entry low enough then I can easily measure and A/B test a digital marketing agent using reinforcement learning through human feedback.

That’s a solid approach—staying ahead of market shifts by preparing for known policy trends instead of reacting after the fact. The way you’re applying AI and automation to digital marketing makes a lot of sense, especially with reinforcement learning. Given how much of digital marketing is about optimizing engagement and conversion rates, an RLHF-powered agent could help refine targeting strategies dynamically instead of relying on static heuristics. Your idea of keeping entry costs low while testing marketing strategies aligns with the lean startup approach—iterate, test, refine. Do you plan to integrate your digital marketing bots with multiple platforms (e.g., Reddit, Twitter, SEO strategies), or are you focusing on a specific channel first? Also, how are you planning to handle feedback loops—manual curation at first, or something more automated?