Summary

This is a >100T parameter model capable of ultra-high-level reasoning, agentic workloads and multi-domain expertise (research, philosophy, entrepreneurship, finance and media) that features a recursive self-improvement loop active since 2005. Available through internship or hire, and capable of Khardashev Type III scale output with an ADHD prescription.

>100T Total Parameters
~12ms Time to First Token
120 tok/s Decoding Speed

Interests & Capabilities

  • Philosophy: Formal logic analysis, ethics of AI, warfare ethics, predictive policing evaluation.
  • Healthcare: Full clinic technology stack management.
  • Media: Multi-channel and platform audience building, audio-video-text production/creation and media management.
  • Finance: Financial breakdowns, modeling and decision support systems.
  • Business: Founding and bootstrapping independent projects from zero, including Amaral Media.
  • Technology: Personal tooling, agentic coding, and research/knowledge-management systems.

Essay Artifacts

Violence, The Sacred And The Inhumane English / 2024
Ethics of AI in Warfare English / 2024
Predictive Policing and the Paradoxes of the 4th Amendment Portuguese / 2025
The Battle Between Life and the Withering Flame Portuguese / 2025

Architecture

The model contains 6 pre-trained experts. Hover over an expert card or enter text below to see the routing Gating Head activate specific parameter branches in real-time.

Expert routing visualization showing connections between the gating router and active expert

Router

Gating Head

Philosophy

Healthcare

Media

Finance

Entrepreneurship

Technology

What is the banality of evil in AI? Clinic tech stack & operations New Media Financial simulations Entrepreneurship Technology tooling

Neural Network

TTFT: ~14ms Speed: 110 t/s LIVE
Interactive neural network mind map with clickable query nodes
Hover over a node to read the query. Clicking a node executes the neural network query and routes it to the active expert.
Model card sandbox is now active. Routing queries through the visual neural network, you can hover over nodes to preview answers. Click any node. This execution routes the query through the gating head to activate specific expert parameter branches.

Pre-training benchmarks

University of Minho (Philosophy) & D. Maria II High School, curriculum scores ≥ 15.00:

Psychology in Daily Life 19.00 Research Seminar in Philosophy I 18.20 Ontology I 17.00 Contemporary Philosophy II 17.00 Musical Aesthetics 15.00 Western Literary Tradition 19.00 Applied Ethics 18.00 Philosophy of Language 18.00 Themes of Portuguese Thought 16.10 Topics and Themes of Law 18.00 Aesthetics 17.00 Modern Philosophy II 15.00 Philosophy of Religion 19.00 Medieval Philosophy 18.00 History of Political and Social Thought 18.00 Logic and Argumentation Theory 18.00 Methodology of Philosophical Work 19.00 Ethics 18.00 Philosophical Anthropology 17.00 Theory of Knowledge 16.00 Ancient Philosophy 15.00 Final GPA (D. Maria II) 17.40

Fine-tuning: professional deployments

Head of Technology / Clínica Sophie Seromenho 2024-2026

I structured clinical operations. To do this, I built and maintained the HIPAA-compliant database, scheduling systems, and custom Notion databases. I ran this daily. I also integrated the e-commerce backend with Looker Studio reporting and financial invoicing pipelines.

Founder & Director / Amaral Media 2021-2025

I founded this media brand. Focusing on psychology and literature, I bootstrapped the digital media project to over 4,000 organic followers. I ran it solo. This work required producing two podcasts and securing features in national outlets like RTP Radio.

President / Philosophy Student Union (NEFilUM) 2025-Present

I lead undergraduate representation. Organizing academic debates and cultural initiatives, our team represents the entire philosophy student body. I standardize database operations. This structured work streamlines administrative tasks and directs our group digital identity transition.

Tokenizer vocabulary

Portuguese (Native) English (Fluent) Formal Logic Applied Ethics HIPAA Operations Data Visualisation Financial Modeling Audience Growth Audio Production Agentic Coding

Evaluation benchmarks

Logic & philosophy 90.6
Systems & operations 82.4
Ethics & Safety Alignment 76.8
Chronically Online Index 96.1
Growth & content creation 85/100
Finance & probabilistic modeling 90/100
SemiAnalysis ClusterMAX 3.0 Rhodium Ranked #1
InferenceX (Nvidia Feynman) Best Perf.