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spending $1000 on inference over the weekend to vibecode your toy app is like spending $1000 on gas fees to mint an NFT in 2021. a few years from now this will seem insane and we’ll get whatever the AI equivalent is of an L2 blockchain…harness rigorously optimized for costs

@johnpalmer·Jul 12, 2026·4 sources·neutral
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The article compares expensive AI inference to high NFT gas fees in 2021, predicting future cost optimizations akin to L2 blockchains.

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spending $1000 on inference over the weekend to vibecode your toy app is like spending $1000 on gas fees to mint an NFT in 2021. a few years from now this will seem insane and we’ll get whatever the AI equivalent is of an L2 blockchain…harness rigorously optimized for costs

@johnpalmer
Jul 12, 2026

Narrative violation People say they want local models until they realize how much they’ll spend on hardware and electricity to run worse models at lower tokens per second If the goal is cheaper inference, the answer usually isn’t local. It’s custom. Small models trained on your exact workload, lik

@loganjastremski
Jul 12, 2026

Narrative violation People say they want local models until they realize how much they’ll spend on hardware and electricity to run worse models at lower tokens per second If the goal is cheaper inference, the answer usually isn’t local. It’s custom. Small models trained on your exact workload, lik

@loganjastremski
Jul 12, 2026

Narrative violation People say they want local models until they realize how much they’ll spend on hardware and electricity to run worse models at lower tokens per second If the goal is cheaper inference, the answer usually isn’t local. It’s custom. Small models trained on your exact workload, lik

@loganjastremski
Jul 12, 2026

spending $1000 on inference over the weekend to vibecode your toy app is like spending $1000 on gas fees to mint an NFT in 2021. a few years from now this will seem insane and we’ll get whatever the AI equivalent is of an L2 blockchain…harness rigorously optimized for costs

@afdudley0
Jul 12, 2026