📍 Puerto Madryn, Patagonia Argentina — where the whales breach and the packets flow.

Cybersecurity researcher, AI builder, and the kind of person who trains neural networks to detect fire and then builds a WAF to detect attackers. I don't talk about AI — I ship it.

"From the first artificial neurons to the quantum consciousness of intelligence."

→ Read the Book + Labs

A comprehensive book, course, and lab environment covering the full arc of AI — from McCulloch & Pitts' mathematical neuron (1943) to autonomous defensive systems deployed in production today. 8 chapters, 2 papers, 4 hands-on labs, and The Warden autonomous defense architecture.

Includes:

• 📚 8 Chapters — AI history, neural networks, ML algorithms, biases & validation, The Warden, static vs adaptive defense
• 📄 2 Papers — "Redes Neuronales como nunca te las explicaron" (2018), "La Realidad que Aprende" manifesto
• 🧪 4 Labs — Classification, threshold tuning, confusion matrices, active learning pipelines
• 🏗️ The Warden — Autonomous defense architecture: KNN + LLM + active learning feedback loop

Python scikit-learn TF-IDF KNN Active Learning Claude/GPT

"An AI that protects you while you sleep."

→ Source Code | → Mirror on my profile | tokioia.com

Not a dashboard. Not a monitoring tool. A full Security Operations Center that thinks, decides, and acts autonomously.

• 🧠 26 WAF signatures + behavioral rules + honeypot traps + IP reputation scoring
• ⚡ Instant blocking — critical attacks die on the first request
• 🔗 Multi-phase correlation — tracks attackers across recon → probe → exploit → exfiltration
• 🤖 AI Agent (30+ tools) — Claude, GPT-4, Gemini with automatic fallback, 3 retries + exponential backoff
• 🔧 Integrations — Home Assistant (LocalTuya), Alexa, IoT devices, Kafka, Tailscale mesh, Telegram
• 📊 Document generation — PDF reports, PPTX presentations, CSV exports via natural language
• 🚁 NEW: Drone Control — DJI Tello flight control via natural language: takeoff, patrol patterns (square, triangle, circle, zigzag, sweep), camera, telemetry, and full simulation mode without hardware

Python FastAPI PostgreSQL Kafka Nginx Docker GCP Anthropic Claude OpenAI GPT-4 Google Gemini DJI Tello

airesiliencehub.com

We lead the AI Village at Ekoparty, the largest security conference in Latin America. Research, workshops, and live demos on AI-powered cybersecurity — offensive and defensive. Building the bridge between AI and infosec communities.

"Hacking is breaking — code, narratives, ego, illusions. What remains is real."

→ Read the Writings

78 texts extracted from @niperialab Instagram stories — poetry, essays, aphorisms, and reflections written between 2022 and 2026. Where engineering meets philosophy: Jungian shadow, cyclic civilizations, consciousness, technology, and the art of breaking your own preconceptions.

• 🌙 Poetry & Lyric Texts — Verses on existence, growth, and the inner search
• 🔮 Consciousness, Ego & Shadow — 25 explorations on Jungian shadow, integration, and hidden patterns
• 🤖 Philosophy of Technology — AI, biological vs artificial processors, the future of consciousness
• 📜 Essays & Reflections — Long-form thoughts on life, process, and personal evolution

Philosophy Psychology Jung Technology Poetry Consciousness

I didn't start in cybersecurity. I didn't start with code. I started as a kid in my brother's electronics workshop in Villaguay, Entre Ríos — a small neighborhood facing a cemetery. We built machines with our hands: sound devices, mosquito repellers, FM radio transmitters, spy microphones. Then I built scientific instruments from nothing — a pluviometer, a barometer, a hygrometer made from human hair, an ant farm, a telescope from old lenses. That kid never left.

The real beginning. A small town in Villaguay, a big brother, and an electronics workshop facing a cemetery. Building machines from scraps: FM transmitters, spy mics, mosquito repellers. But also obsessed with nature — hours observing insects and plants, trying to understand how they worked. Built an ant farm to watch emergent behavior, a telescope from old lenses to map the sky, scientific instruments from nothing (pluviometer, barometer, hygrometer made from human hair). Once dissected a frog with a Gillette razor blade following a manual — because he needed to know how things work inside. That impulse never left: the tool changed from a Gillette to a debugger to TensorFlow, but the drive is the same.

At 25, the curious kid came back. Started with malware reversing, migrated to Chubut, Patagonia. From 2010-2012, reported multiple vulnerabilities that improved security of important provincial systems — real responsible disclosure on production infrastructure. Founded Chubut Hack to bring hacking culture to a region where none existed.

Back to building physical machines. The same impulse from the workshop, now with better tools.

It started in a workshop next to a cemetery.

Villaguay, Entre Ríos. A kid and his older brother
building electronic machines from scraps: FM radios,
spy microphones, mosquito repellers.

But also outside — in the dirt, under rocks,
between plants. Watching insects for hours.
Studying how ants organize without a leader.
Building an ant farm to observe emergent behavior.
Dissecting a frog with a Gillette, following a manual,
because he needed to know how things work inside.

A pluviometer from a tin can. A barometer.
A hygrometer made with human hair.
A telescope from old lenses. A stellarium.

That kid didn't have a computer. He had solder,
curiosity, a razor blade, and a brother who
taught him that if you can imagine it,
you can build it.

At 25, that kid came back. Started reverse-engineering
malware. Migrated to Patagonia. Reported vulnerabilities
that fixed real systems. Founded Chubut Hack because
nobody was teaching security in his region.

Then he taught machines to see fire, detect pests,
solve CAPTCHAs. Then he broke them with adversarial
attacks. Then he realized: if you can break AI,
you can build AI that can't be broken.

Puerto Madryn: 45° south latitude, population 120k.
Penguins outnumber developers. The wind teaches
you that persistence isn't optional.

TokioAI is not a startup pitch. It's the convergence
of a lifetime of building things that work, from a
place nobody expects innovation to come from.

"No busco que las máquinas sean humanas.
 Busco que los humanos recuerden cómo aprenden."

"El bit defectuoso del fin del mundo..."