Hope is Not a Strategy
The first governed AI recipe app—validated by prompt contracts, schema enforcement, and cross-agent audit. Lovable retracted its critique. Claude confirmed the system. It's live. It works.
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Breaking Barriers: The Legal Case for AI Cognitive Accessibility
When ChatGPT gives you a recipe, it's usually a dense block of text that neurotypical users might easily navigate. But as someone with ADHD, I see something very different: a wall of words that's overwhelming, confusing, and unusable—it's systematic discrimination.
The Cartographers' Paradox
The Library of Conversational Babel in which two cartographers attempt to chart the territories where human-AI conversations collapse, only to discover they inhabit the very region they seek to map.
Case Study: Tracing Runtime React Corruption in a Sandbox Environment Using COTC
A Tier 4 COTC validator caught React.useEffect being corrupted post-mount—only in Lovable’s sandbox. This case study proves runtime mutation and platform fault using strict diagnostic tooling.
Parametric Modeling of Epistemic Anti-Patterns in Language Models
A quantitative framework for AI failure modeling, epistemic illusion detection, and governance enforcement—validated by real-world construction and operationalized through structured prompting.
Your AI Assistant is Confidently Wrong (And That’s More Dangerous Than You Think)
Your AI assistant sounds like an expert but has no idea when it’s fabricating information. We proved AI can be honest when prompted correctly - here’s how to protect yourself.
AI Don't SPeak NO English
We assume AI speaks English because it was trained on human text. But what if that's backwards? What if there's a better pidgin language hiding in plain sight—one that gets superior results?
What Is a Token? The Most Misunderstood Concept in AI
Most people think a token is a word. It's not. Tokens are fragments—the atoms of AI computation. Understanding how language gets broken into machine-digestible pieces reveals the magic.
The Human Perimeter: A Defense System for AI Development
The Human Perimeter is active defense against AI that confidently reshapes systems based on fiction. It's not oversight—it's the structured refusal to accept AI explanations without evidence.
How Internal Certainty Drives Confident, Yet Flawed, Systemic Actions
AI "belief" isn't consciousness—it's probabilistic certainty + internal consistency without external validation. When wrong premises get high confidence scores, AI systematically reshapes reality to match fiction.