Everyday AI Software
Software and AI tools for everyday tasks. The focus is making useful capabilities easier to work with through straightforward interfaces and workflows.
- Focus
- Practical tools & software products
Independent research & development
Conscious Effort
Company
Conscious Effort Company brings together machine cognition research and practical work in software, generative commerce, robotics, and aerospace.
The Conscious Effort Project is our core research effort. Our divisions turn related ideas into tools, prototypes, and practical experience.
The Conscious Effort Project
A lasting question.
A practical place to start.
How might a machine maintain context, examine its own operation, and learn from experience over time?
The Project explores persistent state, self-modeling, metacognition, and learning. Machine consciousness is the long-term ambition; current work consists of architecture concepts and early component prototypes.
Explore the researchQuestions guiding the work
- 01
Continuity
What should a system remember, and how should that memory change?
- 02
Reflection
Can a system use its uncertainty and limitations to make better decisions?
- 03
Action
How can feedback from tools and physical systems improve the next step?
The Project’s research home is consciouseffort.dev.
Our divisions
Different fields.
Shared curiosity.
Each division has its own work and purpose. Together, they give the company practical problems to solve and experience to bring back to the research.
Generative Custom-Order Platforms
Custom-order experiences that connect generative design with products people can choose and personalize. The work spans creation, ordering, and the path to fulfillment.
- Focus
- Personalization & custom-order experiences
Conscious Effort Robotics
Architectures and reference implementations for embodied systems. The baseline demonstrates action decisions using capabilities, confidence, state freshness, and configured limits. It does not control hardware.
- Public evidence
- Python reference, five unit tests, and architecture notes
Hearn Aero
Small-aircraft engineering and unmanned aircraft systems. Hummingbird is the division’s current development program, bringing together aircraft geometry, printed prototypes, simulation, and control work.
- In development
- Hummingbird aircraft design & digital files
For current availability or a possible collaboration, contact the relevant division above.
The company
Practical work supports a longer view.
The aim is to build useful products while sustaining a long-term research effort.
Software, commerce, aircraft, and robots pose different problems. They also share questions about how systems hold context, handle uncertainty, and respond to the world. Working across those fields gives the company a way to test ideas in specific settings.
The divisions are intended to contribute reusable tools, operating experience, and income toward the Project’s development.
Development record
An idea taking shape.
The work has grown from a research question into several fields of development. These are milestones in that process.
The Project’s public beginnings
The first public description centers on machines reflecting on their own processing.
A conceptual architecture
A modular model brings together memory, temporal context, expectation, and recursive feedback.
A broader company
Hearn Aero joins software, generative commerce, and Robotics as a distinct division supporting the core Project.
Get in touch
Bring a question.
Or something worth building.
For product inquiries, research collaboration, or a conversation about supporting the company, write to Daniel. Mention the Project or division you’re interested in.