Opening Note
As 2025 wraps up and we start a fresh 2026 with the news of a major US operation on Venezuela for the capture of Nicolas Maduro, I couldn’t help but wonder about such clean execution.
I was absolutely pinning this success on the coordinated outcome of human-AI collaboration. (JSOC)
December ended with several prototype apps and systems that are to be implemented in the greaterThesisProject [humanOS], one small step at a time.
With the successful alpha build of [peakRobeOS], I exercised the concept of what would be later formalized as The Bowtie Analogy, which is the ontological skeleton of any computer assisted process involving real life variables.
By taking a picture of every clothing asset against a green screen background, applying ID naming conventions, creating schemas, deconstructed metadata, and applying an algorithmic-constraint-based-logic,
I was able to construct a full closed loop where real life information would be stored in an actionable database that could be instantly consulted upon, at any time.
These concepts and ideas would later be formalized and strengthened into the following AOS ecosystem.
February 2026
Marked by the announcement of the sunset of gpt-4o-model, I sympathized with the ongoing need and practicality of having a tool that would be especially helpful for those that would need to export their chat logs, optimizing for Obsidian formatting without losing conversational-structure.
This led to the free release of the Raccoon Sanitizer Pipeline
Which includes the whole educational UX and tools:
- Raccoon Sanitizer Pipeline
- Raccoon Sanitizer Github
- dev-copyBar bookmarklet
- Raccoon Sanitizer Gemini Extension
- Youtube Explainer Video
Raccoon Sanitizer release promo.
March 2026
Continuing with the public exposure and interaction through the niche circles of X,
I followed up on the existing methodology of crystallizing thesis conclusions ( 7-chapters-alman-theory ) with the research and development now focused on the notation convention practices that have been carried out,
tested and measured for efficiency across all industry standard leading models with the langscript-whitepaper that led to further formalization into an entire teachable methodology.
This formalization of the Langscript Home Page
Which includes the whole educational UX and tools:
- Langscript Method Course
Langscript home page, available starter course.
Let’s take this further…
Discuss this page with GPT/Claude
Challenge this page with GPT/Claude
Go Deeper with GPT/Claude