The moat was always the interface; now that agents are eating the interface, Salesforce is smartly surrendering the card that doesn't protect you anymore. This signals what platform incumbents learn last: agents are a distribution channel, not a feature. If Salesforce executes this, it keeps enterprises' data gravity. If it doesn't, it gets disintermediated by someone who builds API-first from the start.

Stratechery (free feed) · 3h ago

This is what efficient inference stratification looks like in practice. If Jev's numbers hold on real workloads, it changes the unit economics of agent pipelines that currently waste expensive model tokens on routing decisions. For builders: measure whether you're using frontier model capacity for tasks that don't need it. For investors: the margin compression in small models just got real.

Latent Space · 3h ago

This is essential reading if you care about coding-agent benchmarks or are building one. The finding that the top thirty systems are statistically indistinguishable on Verified split demolishes the leaderboard's ranking function. The implication: published leaderboards are theater until they redesign. Builders should focus on specific failure modes, not ordinal score chasing.

arXiv cs.AI · 11h ago