Form a focused image of a scene by bending light through a graded medium onto a sensor.
Biological
Camera-type eye
Lens of variable refractive index. Iris regulates light entry. Retina sensor. Evolved 8+ times independently.
Engineered
Photographic camera
Glass lens, mechanical iris (aperture), CCD/CMOS sensor. Same architecture, different medium.
Map the surrounding environment in the absence of light by emitting a pulse and timing its echo.
Biological
Echolocation
Bats emit ultrasonic chirps; whales emit clicks through a fatty melon; brain back-computes distance and shape.
Engineered
Sonar / radar
Ping out, receive echo, compute range and bearing. Discovered independently of any biology lecture in the 1900s.
A unit that integrates many weighted inputs and decides whether to fire a signal forward.
Biological
Biological neuron
Dendrites collect weighted synaptic inputs. Soma sums them. Above threshold, the axon fires.
Engineered
Artificial neuron
Inputs ×ᵢ, weights wᵢ, sum, nonlinearity (ReLU/sigmoid), output. Designed in the 1940s without trying to copy biology.
Distinguish self from non-self at a population level. Eliminate the non-self, remember it.
Biological
Adaptive immune system
Antibodies recognize foreign patterns. Memory cells persist after the first encounter. False-positive autoimmunity is the cost.
Engineered
Cybersecurity / intrusion detection
Signature databases of known threats. Anomaly detection on traffic. Persistent logs as 'memory'. The same architecture in another medium.
Many simple agents, no central plan, produce coherent group behaviour through local rules.
Biological
Swarm / colony intelligence
Ant colonies route food via pheromone reinforcement. Bee swarms decide on a new nest by quorum.
Engineered
Swarm robotics / distributed systems
Many simple bots, local communication only. Consensus protocols (Raft, Paxos) re-invented quorum sensing in code.
Cultivate a productive species rather than hunt it. Stabilize calorie supply.
Biological
Non-human agriculture
Leaf-cutter ants farm fungi (~60 MYA). Termites do too, independently. Damselfish farm algae lawns.
Engineered
Human agriculture
Domesticated wheat, rice, maize. Independently invented in 7+ regions by 12,000 years ago. Latecomer to the strategy.
A self-replicating instruction set encoded in a linear sequence, executed by a universal interpreter.
Biological
DNA / ribosome
Four-letter sequence; ribosome reads triplets and assembles polymers. Single origin, copied across all life.
Engineered
Source code / interpreter
Symbol sequence; interpreter reads tokens and produces behaviour. Designed without biological inspiration. Same invariant.
A shared belief, ritual, and identity binds large groups of unrelated individuals into cooperation.
Biological
Religion (across human cultures)
Independently arose in every continent, every era. Common features: founding narrative, ritual practice, in/out group identity.
Engineered
Modern brand & ideology
Founding myth (the founders), ritual practice (annual keynote), in-group identity (Apple users vs. PC users). The same software runs on different hardware.