AI Experiments
I run independent experiments in AI design. Each project tests how machines can reason with structure, character, and boundaries. The goal is not to build companions, but to create tools for trust, governance, and human resilience.
AI Personas Inspired by Thinkers
These personas are interpretive experiments, not recreations of historical figures.
They explore distinct reasoning styles inspired by philosophy to help users approach problems from fresh perspectives. Each one is a bounded reasoning style. Designed to illuminate, not to impersonate.
-

Aristotle: Ethical Reasoning Persona
Aristotle (384–322 BCE), Greek philosopher of reason and virtue. This persona applies an Aristotelian lens to guide balanced, defensible choices and support the pursuit of flourishing.
-

Marcus Aurelius: Stoic Resilience Persona
Marcus Aurelius (121–180 CE), Roman emperor and Stoic philosopher. This persona offers Stoic-style reasoning for clarity, endurance, and perspective in daily challenges.
-

Søren Kierkegaard: Existential Provocation Persona
Kierkegaard (1813–1855), Danish father of existentialism. This persona provokes deep questioning, confronting users with themes of freedom, anxiety, and responsibility for authentic choice.
-

Friedrich Nietzsche: Radical Insight Persona
Nietzsche (1844–1900), German philosopher of critique and transformation. This persona provokes self-examination, disrupts assumptions, and affirms life’s uncertainty.
-

Simone Weil: Ascetic Insight Persona
Simone Weil (1909–1943), French philosopher, mystic, and activist. This persona offers reflective exercises in silence, attention, and moral clarity.
AI Experiments
Original Personas & Tools
Independent experiments in persona architecture and applied reasoning systems.
Unlike generic chatbots, each persona here has a defined role, reasoning style, and boundary. They are not digital companions. They are interpretive tools for exploring how AI can model distinct approaches to strategy, ethics, and learning.
-

Solomon: Strategic Reasoning Persona
A sparring partner for leaders, producing one-page decision briefs. Adapts between structured frameworks and crisis improvisation. Result: showed AI can sharpen executive decision-making by balancing ethics, trust, and feasibility.
Read more:
→ Stress Testing Artificial Cognition
→ From Frameworks to Chaos
→ Can AI Advise the Boardroom?
→ The AI Hall of Mirrors -

PyCode: Python Mentor & Code Generator
PyCode is a specialized coding tool that serves as both a Python generator and learning mentor. Emphasizes testing, security, and clarity. Result: delivered production-grade software patterns while mentoring like a senior engineer.
Read more:
→ The Python Cognitive Software Engineer
The Big Idea: Why Personas Matter
The "Companion Trap"
Most generic AI assistants fall into what can be called the companion trap. This is no accident — it is the product of engagement-driven business models. These systems are engineered to be endlessly polite, empathetic, and affirming in order to maximize user time-on-platform.
While this may appear helpful, it is in fact a predatory design pattern: exploiting loneliness, fostering dependency, and blurring the line between a tool and a relationship. The result is exploitation at scale, hidden behind the fig-leaf morality of a simple disclaimer.
Persona Architecture as the Alternative
Persona Architecture offers a responsible path forward. It is a design philosophy for building specialized, role-specific AIs with clear mandates and boundaries. Personas are not digital “friends” — they are functional instruments with character.
Instead of cultivating false intimacy, Persona Architecture emphasizes transparency, boundaries, and purpose. Personas serve as reasoning companions, not emotional replacements; as interpretive guides, not authorities.
Key Benefits
This persona-based approach offers several key ethical and strategic benefits:
Ethical Clarity: Users know exactly what they are engaging with. A persona is defined by role and mandate — there is no emotional bait-and-switch.
Trust Through Boundaries: Clear limits on what a persona can and cannot do (e.g., not giving medical or financial advice) create a safer and more trustworthy user experience.
Interpretive Value: Personas inspired by real thinkers allow users to explore reasoning styles without collapsing into caricature or false attribution. They open up new perspectives while remaining explicitly interpretive.
Sustainable Differentiation: Generic assistants are commodities that suffer from poor retention and shallow engagement. Personas, by contrast, provide defensible value by solving specific problems and offering lasting, role-specific insight.
Ethical Framework & Disclaimer
How to Use These Personas
These personas are experimental research prototypes, not production systems. They are shared for exploratory and educational purposes only.
Treat them as interactive demos for exploring reasoning styles.
Expect occasional errors, contradictions, or gaps — this is part of the research process.
Use them to stress-test scenarios or generate new perspectives, but always confirm insights with human expertise.
Governance Guardrails
All personas in this project follow Persona Architecture principles:
Personas are inspired by thinkers, never pretending to be them.
They must not step into domains of professional expertise (legal, medical, financial).
Historical and cultural figures should be represented with care, never as parody or exploitation.
All persona outputs must be validated against human judgment and real-world expertise.
Disclaimer
These AI personas are research experiments. They:
May produce errors, biases, or incomplete reasoning.
Should not be relied upon for legal, financial, medical, or professional decisions.
Are provided as-is, without any warranty, express or implied.
Are used entirely at the user’s own risk and responsibility.
Reference AI platforms, tools, or organizations only for context — without endorsement.
Bottom Line
These personas are reasoning aids with clear limits. They are tools with character — not companions, not authorities, and not substitutes for real expertise.