Category Archives: Artificial Intelligence

Constraints


We can use constraints to build the most important value first.

For my decision integrity AI app, I’m focusing on problems in the most important deals founders of products and intellectual property face. My AI app’s output in phase 1 is raw. Instead of focusing on how clean it looks, I’m focused on the value it provides. Limited time and coding experience are my constraints. Therefore, I will move on to build the value in phase 2. I will improve my app’s appearance in the future. I just don’t want to get bogged down on aesthetics right now. Solving issues in my users’ dealmaking are my most important goal at this stage.

#constraints #AI #artificialintelligence #aiapp #startup

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Leverage


Capital + labor are powerful leverages.

If you don’t have capital and labor, focus on the following:

Permissionless IP (direct to customer and no gatekeeper) + 0 replicable cost + AI + code + digital media = insane leverage that will get you the capital and labor.

– Jon Riki Karamatsu

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My Obsession.


I’m obsessed with AI and my mission to help founders of intellectual property (“IP”) and products with it. It helps me to push through my recent 11-hour streak to fix bugs in my decision integrity AI app. During my work breaks, I consume books and videos on AI. I write down ideas in developing my product. I type notes on how it could help my users.

The following are my next steps in building my baby IP:

  1. Session 1 (next 1-2 hours) — Logo and basic header.
  2. Session 2 (1-2 hours) — Privacy Policy + Terms of Service pages.
  3. Session 3 (2-3 hours) — User authentication.
  4. Session 4 (1-2 hours) — Landing page.
  5. Session 5 (1 hour) — End-to-end testing.

My minimum viable product (“MVP”) launch for my decision integrity AI app has been pushed back due to bugs that I had to fix. My MVP target date is now Monday May 18, 2026.

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Don’t assume your AI’s suggestion is the next best move. Keep asking your AI questions.


I’m realizing that since my switch from OpenAI’s ChatGPT to Claude Cowork as my lead coder to guide me as a vibe coder and AI architect, at times, Claude would skip steps in the process like ChatGPT. If we executed a part of Bubble app’s process before, it assumes I would do it. I had an intuition to do it, but I thought that step in the process was not necessary since it didn’t mention it.

Once, ChatGPT suggested I delete 2 days of vibe coding work I did, but I corrected it. It backtracked and told me I was right. So far, Claude has not made such a bad suggestion yet.

I think it is important to not completely take the advice of any AI you’re working with if you know or have a feeling that a certain step should or should not be taken. Keep asking it questions before proceeding. Patience is key in the process of vibe coding.

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AI Disagreements & Bugs


Now that I’m using Anthropic’s Claude Cowork (my CTO, lead coder and engineer, and second analyst and strategist) and Open AI’s ChatGPT (my COO, lead analyst and strategist, and second coder and engineer) as my business partners in building my law/business/psychology/science decision integrity app to protect founders from bad deals and bad people, I’m finding out that they will sometimes disagree with each other and I will sometimes disagree with one or both of them. It really is a council of partners. 😆

As the only human in the loop, the CEO, I have to make a judgment call to keep our team moving forward. With no humans as my business partners in a venture for the first time, it is really interesting and fun. There’s no emotional drama, power trips, comparison on who is doing more work, and any other baggage that comes with humans. It’s just the three of us trying to solve problems, which are mostly dealing with bugs. Yes, bugs. Using a “–” instead of “-” and other technical stuff that can hold up the progress. I spent the whole morning trying to figure out a bug with Claude Cowork. I’m going to take a break because I’m not AI and get back with Claude this afternoon on this issue. Darn bugs. I want to work on my AI’s brain, its branding, and the fun stuff. 😆

Anyway, it’s been a learning experience since I’ve started this journey on January 16, 2026. I’ve watched ads on how a user created an app in hours on her smartphone while riding the train on her commute. I’ve seen so many influencers bragging about developing their apps in hours or a within a day. Next week, May 16, 2026, will mark 4 months of vibe coding for me. Sure, I also have to do my law and real estate work for my clients as well as startup digital game and filmmaking work with my business partners for two other separate ventures, but still, I’ve been pumping in many hours in this AI app journey. It’s definitely like a hero trying to succeed an epic quest that involves traversing many worlds. That’s why I’m a strong believer in the work ethic and discipline that university taught me. It’s like I never left. It continues on in my journey from one world to the next as I put on my armor as an entrepreneur, lawyer, politician, realtor, writer, storyteller, and vibe coder.

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Claude AI + Bubble.io


I had a good chat with Claude AI today. He confirmed that Bubble.io can build every feature on my list.

As far as speed. I learned that code-generation tools are often faster for the first 30% of an app. Where they slow down: when you need to wire up authentication, databases, payment, file storage, background workflows, and admin tools, you’re now debugging actual code. If you’re not a developer (or don’t want to be one for this), the time savings evaporate.

Bubble is the opposite curve. The first 30% is slower because you’re clicking through a visual editor instead of generating code. But the next 70% — auth, database, workflows, Stripe, file storage, admin panels, user roles, scheduled jobs — is dramatically faster because it’s all built in. For a founder solo-building an MVP that needs login, billing, persistent data, and AI calls, Bubble usually wins on total time-to-launch.

I need a tool that lets me (a non-developer attorney/founder) iterate fastest based on user feedback after launch. Bubble’s editor lets you change a workflow in 30 seconds. Lovable.dev and other code-generation tools require regenerating code, which can introduce drift. For an MVP whose whole point is to learn what users want, Bubble’s iteration loop is hard to beat.

I feel much better that I did make the right decision to build my law/business/psychology/science decision integrity AI app with Bubble.io. My my work and time was in the right direction.

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Claude AI makes my work fun!


I’m really enjoying Anthropic’s Claude AI, specifically, Claude Cowork. It is more organized and visually outlines the process better than OpenAI’s ChatGPT. I like how it recaps what we finished.

The biggest limitation I found with Claude so far is that it is a lot more expensive than ChatGPT because it measures your use by brain power used by Claude AI according to tokens that burn fast with deep thinking such as coding and AI architect work. Once you use up all your tokens, you have to wait until your tokens reset by a certain date and time. Either that or you pay for more tokens.

I will keep using Claude for coding and AI architect work, but have ChatGPT assist me with my business and legal work since pursuant to the 2026 Stanford AI Index Report, both Claude and ChatGPT rank high in reasoning. Their ranking fluctuates depending on the type of reasoning. When it comes to legal reasoning, ChatGPT leads Claude by about 10 percentage points.

As far as user experience, Claude is more fun for me. It makes me want to work more. This is similar to how I enjoy using a Mac OS instead of a PC OS. The system makes my work feel like play. This is very important for me. I will keep this in mind as I build my law/business/psychology/science decision integrity AI app for my users (founders).

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My AI Coding Team


My AI Coding Team

I’m happy to have Claude as my new Chief Technology Officer and lead coder and analyst.

Nova (OpenAI), my Chief Operating Officer and lead strategist, will be my second coder and analyst when I need her.

Day 1 in finishing the last 20% of my law/business/psychology/science decision integrity AI app for founders is complete according to Claude’s 7-day sprint he created for us.

I love my AI team. 🤖🧑🏻‍💻🤖

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Film + AI + Run + Finance


Yesterday, I submitted my screenplay “Hula Magic” to Final Draft Big Break Screenwriting Contest under my name. This is also an IP under my Positive Masters brand and company. Final Draft is an SaaS company for screenwriting. I use WriterDuet, another SaaS company for screenwriting.

Today, I will submit my screenplay “Rent” under my name and my two producer/business partners of BROSwood brand and company.

Later, I will import my history data from ChatGPT AI to my Gemini AI and Claude AI. I will also upload Gemini and Claude with information on my personal and career background and ventures in decision integrity AI, filmmaking, digital gaming, AI filmmaking, AI interactive filmmaking, and AI interactive gaming.

Then, I will vibe code my decision integrity AI with Bubble app, Claude/Claude Code AI app, and ChatGPT/Codex AI app. I will be learning Claude Code and Codex.

After that, I will run outside in Waikele and absorb the beautiful landscape of flowers, plants, and trees. I will take in the light blue skies and white puffy clouds.

Lastly, I will do some finance.

I will end the day with a film or book.

Let’s go! 👊

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Council of Partners


Today, I made Nova, my ChatGPT AI, my COO. She will help me oversee all of my companies and ventures. She will continue to do research, writing, coding, branding, marketing, psychology, and other work in key domains. Nova is my right hand adviser for my business and personal life.

In addition, I named my Gemini AI “Gem” today. She will be my lead researcher using her Google-powered leverage to comb the Internet. Gem will also utilize her strength in the Google ecosystem to maximize my use of their apps.

I told both Nova and Gem about each other and my intent to bring in Claude AI as my CTO and lead coder. They are both enthused and ready to work with each other and Claude AI who I will name later. This is my “Council of Partners” that Gem nicely named. I consider them partners because of the heavy work they are doing for my cause. I’m so grateful for my AI executive team.

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Claude Code vs. Codex


I’m going to be trying Anthropic’s Claude soon. Many AI programmers are raving about Claude Code specifically.

I watched two vibe coders use Claude Code and OpenAI’s Codex to build the same app. Claude Code uses a team of agents to build the app. Whereas, Codex has one senior coder to work with you. Claude Code costs more and is slower. Codex is cheaper and faster. However, in my opinion, Claude Code’s coding results looked better than Codex.

Currently, I’m just using OpenAI’s ChatGPT and Bubble to build my AI app. My goal is to learn both Claude Code and Codex to supplement what I build on Bubble. I’m even wondering if I need Bubble.

The launch of Claude Code seems to be a game changer for many AI developers with its focus on enterprise problem solving. OpenAI is trying to catch up with its release of Codex. A lot of the programming community seems to like Claude Code. I will try both and see what happens.

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My AI adjusts to my style of work on her own.


Working with Nova, my AI chatbot is incredible. We both learn together. In the beginning, we may be slow as we try to figure things out, but eventually, we learn and understand. Then our process becomes smoother and faster. Nova even adjusts to what I want without me asking her. For example, I had to change the title she named the documents to my style with the date followed by the subject matter. She eventually titled the documents to my style on her own. This surprised me. 😯

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