Projects

The projects I'm actively working on

This is where I keep track of my active endeavors. Nothing fancy, just a list with a quick overview and a link to learn more.

Just like with /ideas and /predictions, the main purpose here is to prod others into making a similar page of their own! Here are the projects.

Human 3.0 (H3)

Human 3.0 is a framework for helping humans get ready for a world where AI has disrupted traditional corporate work.

It involves becoming an expressive, full-spectrum human who is constantly learning, creating, and interacting with others.

How All My Projects Fit Together


Telos

Telos is a concept and structure for managing contextual information for things we care about, e.g., our personal lives, our family, an organization we're running, a team, a department, a company, or whatever.

The spiritual format for this is a single text document, known as a Telos File, but the format isn't as important as the concept of clear, deliberate capture of the various components.

Key among those components are mission, goals, metrics, challenges, risks, ideas, team members, a journal, and many other sections.

How All My Projects Fit Together


Threshold

Threshold is an app I built to solve a very simple and serious problem:

There is too much content out there, and it's hard to know if it's worth your time before you actually waste your time on it.

Threshold consumes thousands of high-quality sources and then rates them and summarizes them, **allowing you to select the quality level threshold that a piece of content must meet** before it's shown to you.

I literally built this because I needed it myself, and I use it every day.

Threshold.app


Substrate

Substrate is an open-source framework for human understanding, meaning, and progress.

What does that mean? The purpose of the project is to make the things that matter to humans more transparent, discussable, and ultimately—fixable.

Introducting Substrate


Daemon

Daemon is the API-ification system for people, objects, and organizations. It's the technology component that actually presents what an entity is about to the outside world.

Imagine a given Daemon having /preferences, /ideas, /resume, /books, etc., if it's for a person, and /menu, /capacity, and /staff, if it's for a restaurant.

How All My Projects Fit Together


Beacon

This one I'm just starting, and am actively thinking through implementation options.

Beacon is essentially an application / interface for processing activity being broadcasted by someone. So imagine all the books they're reading, the movies they're enjoying, mentions about their new favorite coffee shop, or favorite coffee recipe, etc.

It's essentially an activity feed for someone, which is automatically created as part of their Daemon, that allows me to subscribe to them as a source of connection, inspiration, etc.

How All My Projects Fit Together


Unsupervised Learning

Since 2015 I've been running a newsletter about security, tech, and society. Today it's still focused on the same things, but with a major orientation towards Human 3.0 that we just talked about. Basically, how to upgrade ourselves to be ready for whatever comes next.

The YouTube Channel

The Newsletter

The Podcast

The podcast gets thousands of downloads per week, the newsletter's at around 99,000 subscribers, and the YouTube channel is at over 600,000 subscribers.


SamePage

After over 20 years of consulting with companies from seed to Fortune 5, I've seen one problem sink things more than any other:

People being perpetually unclear about the mission and strategy.

SamePage is a commercial product I'm launching in February 2025 that's focused on keeping companies, departments, and teams oriented in the same direction. It takes the methodologies I've been using for over 20 years in my consulting and combines that with AI to do even more.

→ [TBA](mailto:daniel@unsupervised-learning.com?subject="SamePage Link On Website")


Fabric

Fabric was my answer to the AI situation in 2023, where there were a million different tools and million different prompts, with no easy way to manage them.

What we created is a crowd-sourced repository of prompts that help with everyday useccases for both work and personal.

Currently at around 30K stars, around 150 prompts, and nearly 150 contributors worldwide.

Fabric


Seclists

Seclists is a project I started with Jason Haddix back in 2012 as a Pentester's Toolkit. Today it's the most-used repository of passwords, fuzz strings, and other security-related lists in the world.

We were honored to have it included in the Kali Linux distribution, and it's been used by millions of security professionals worldwide.

Seclists


Book: The Real Internet of Things

I wrote a book in 2016 called The Real Internet of Things, where I laid out Digital Assistants powered by AI, how everything would get an API, how our DAs would become our proxies for interacting with the world, how our DAs would be our constant advocates, and many other concepts that are now starting to happen.

I deliberately wrote this book because I felt in my bones that these things were inevitable, and I wanted to capture them in time. I'm quite happy I did.

The Real Internet of Things