Artificial meat is harder than artificial intelligence — Lewis Bollard

Lewis Bollard's starting point is that the end of factory farming is a political and cultural choice, not an automatic consequence of technological progress. Global factory farming still grows by roughly 2% a year, and the historical pattern has been that efficiency gains let the industry raise more animals and intensify production. Artificial general intelligence could accelerate alternative proteins and humane technologies, but it would enter a system that has already absorbed major technological changes without disappearing.

Even a technically successful cultivated-meat industry would face barriers outside the laboratory. Many consumers say they want conventional meat, while cultivated meat is already prohibited in seven US states and could face a wider European ban. The interview leaves open whether a future technology breakthrough would be enough to overcome those preferences and restrictions; Bollard argues that advocates should plan for the possibility that it will not.

The price advantage of conventional chicken begins with biology. Chickens convert grain into meat at a feed-conversion ratio of about 2: roughly two units of grain for one unit of meat. The grain itself is cheap, and the industrial production system keeps costs down by stripping out animal comfort and other expenses. A substitute therefore has to compete with inexpensive feed plus a production chain designed to minimize costs, which Bollard describes as a very demanding target.

Dwarkesh compares this challenge with reproducing intelligence: evolution has optimized biological systems for enormous spans of time, and engineering substitutes requires substantial investment. Meat production likewise draws on a deeply optimized animal system, from nutrient delivery and growth to texture. The analogy helps explain why cultivated meat may be harder to make cheap than its high-level promise suggests, though it does not establish that engineering can never catch up.

Cultivated meat is already being sold in small quantities at very high prices. The unresolved task is to scale production and lower costs enough to compete with factory-farmed chicken. Bollard says the current venture-capital supply and startup landscape do not put the sector on a path to cheaper-than-chicken products. He does not rule out a different path, including one enabled by AGI, but does not consider that the most likely default outcome.

Nanotechnology, robotics, or new proteins might eventually change the cost equation. Yet Bollard cautions that these technologies would need to become extraordinarily cheap to displace chicken, and that even a low-cost product would still meet consumer and political resistance. The exchange therefore treats cultivated meat as a valuable possibility rather than a dependable substitute for near-term policy and welfare work.

Public discussion often jumps to distant moonshots such as lab-grown meat, while paying less attention to practical changes within today's food system. Dwarkesh asks whether investment in measures such as screening eggs with MRI-like techniques could improve welfare sooner. Bollard estimates that venture funding for humane technology is probably under $10 million per year, compared with billions invested in alternative proteins in recent years.

Bollard does not frame this as a choice between the two approaches. Alternative proteins may attract investors because they promise higher margins and the possibility of replacing an old industry, much like electric vehicles or solar power. They could meet growing global demand without expanding factory farming, while humane technologies can reduce suffering in the farms that continue to operate. His near-term caution is that a complete market shift to alternatives is not imminent.

Bollard argues that the animal-welfare movement made a strategic mistake by centering personal diet. Individual choices to eat less meat or choose more humane sources can be valuable, but large-scale change requires government and corporate reform. People can contribute as advocates, funders, and supporters regardless of what they eat.