The energy cost of intelligence
What does intelligence cost in physical terms?
A framework for comparing the energy required for specific cognitive tasks, with performance, system boundaries, and measurement kept in view.
Which mechanisms in nature could change how we build machines?
01 / MOTIVATING OBSERVATION
Nature has long been a source of engineering ideas. The interesting step is identifying a mechanism precisely enough to learn from it, rather than stopping at a resemblance.
02 / STARTING CONTEXT
The lab's interest spans neural organization, distributed adaptation, and photosynthetic systems. These are starting points for separate investigations; a mechanism useful in one biological system does not automatically explain intelligence.
03 / WORKING HYPOTHESIS
A selected biological mechanism may suggest a computational design with a useful tradeoff in energy, robustness, or adaptation. The proposal needs to identify exactly what transfers from biology to engineering.
04 / PROPOSED INVESTIGATION
05 / WHAT WOULD CHALLENGE THE IDEA?
If the relevant biological conditions cannot be reproduced, or the proposed design offers no useful tradeoff, the analogy may have limited engineering value.
DOCUMENTING THE WORK
Papers, simulations, and video explanations will be linked as this investigation develops.
Visit the notebookWhat does intelligence cost in physical terms?
A framework for comparing the energy required for specific cognitive tasks, with performance, system boundaries, and measurement kept in view.
Could a different mathematical language reveal a different way to model cognition?
Explore what quantum probability and related formal models could contribute to learning, memory, and reasoning, alongside explicit classical comparisons.