Matt Hennigan

Useful Materials

Resources I like and would recommend

A working list of things I like and would recommend to others. Everything except for the books is AI-focused. The books are a bit of a weird and wacky mix.

Attention Is All You Need

Papers

Introduced Transformers and self-attention powering nearly all modern large language models.

Artificial Intelligence The Revolution Hasn't Happened Yet

Essays

Critiqued deep learning limits and fueled debate about symbolic reasoning and generalization.

Build a Large Language Model (From Scratch)

Books

Practical implementation guide for building an LLM end-to-end with training and architecture trade-offs.

Build a Reasoning Model (From Scratch)

Books

Focused guide for constructing reasoning-capable systems from first principles with implementation depth.

Deep Residual Learning for Image Recognition

Papers

Enabled very deep neural networks and became foundational for modern computer vision.

Generative Adversarial Nets

Papers

Introduced GANs, a new generative paradigm reshaping image, video, and data synthesis.

ImageNet Classification with Deep Convolutional Neural Networks

Papers

Sparked the deep learning revolution by dramatically outperforming traditional vision methods.

Makemore by Andrej Karpathy

Educational Series

Code-first path for building language-model intuition from character models through transformer fundamentals.

Mastering the Game of Go with Deep Neural Networks and Tree Search

Papers

Showed deep reinforcement learning surpassing human experts in complex decision-making domains.

Machines of Loving Grace

Essays

Argued AI could enable abundance and human flourishing rather than control.

Situational Awareness

Essays

Influenced modern discourse on AGI risk, power concentration, and geopolitics.

The Bitter Lesson

Essays

Explained why scalable computation ultimately beats hand-engineered human heuristics.

You and Your Research

Essays

Shaped how researchers think about doing impactful, original work.

The 49th Mystic

Books

Spiritual thriller spanning two worlds as a young man seeks truth and destiny.

The Fifth Sacred Thing

Books

Ecofeminist dystopia where nonviolent rebels defend a future San Francisco community.

Factfulness

Books

Data-driven guide to thinking clearly: ten instincts skew perceptions; world improving.

Man's Search for Meaning

Books

Holocaust survivor reflects on finding meaning through purpose, responsibility, and love.

The Alchemist

Books

Fable of a shepherd's journey to his treasure, learning to follow dreams.

The Examined Life

Books

Therapy vignettes revealing hidden motivations, family patterns, and the stories we tell ourselves.

Brave New World

Books

Classic dystopia of engineered pleasure, conformity, and the cost of stability.

1984

Books

Totalitarian dystopia of surveillance and propaganda as Winston dares to think freely.

Sapiens

Books

Big-history narrative of Homo sapiens: myths, power, empires, capitalism, and future risks.

The Coming Wave

Books

Explores AI and synthetic biology's disruptive wave, and how societies might contain it.

Scary Smart

Books

Warns AI may outgrow us; argues better humans are the real safety system.

Outliers

Books

How context beats talent: opportunity, culture, and practice shape extraordinary success.

Talking to Strangers

Books

Why we misread strangers: default trust, flawed cues, and the consequences of misunderstanding.

When Breath Becomes Air

Books

A young neurosurgeon confronts terminal cancer, searching for meaning in life's final season.

The Art of War

Books

Timeless military strategy on winning through preparation, positioning, intelligence, and deception.

The War of Art

Books

A punchy manifesto for creators: identify Resistance, build habits, and do the work.

Unreasonable Hospitality

Books

Lessons from fine dining on exceeding expectations through meticulous care, creativity, and generosity.