Anything on a public leaderboard gets trained against. The only AI advantage that doesn't expire is the definition of good that lives exclusively inside your company.
David Haber at a16z: every unrecorded meeting is AI context you'll never recover. The companies recording everything are building a corpus no competitor can access.
NomadGo promised 99% accuracy and 8x faster counts. Starbucks rolled it out to 11,000 stores without testing the number on the actual floor. On Monday, they retired it.
Cursor, Devin, and Replit run the same three frontier models. Swap the model and the products keep working. Swap the harness and they break.
Aakash Gupta named the system this week that we already run inside IQ Source: three layers that make a team's past reasoning queryable in 15 seconds.
Karpathy's LLM Wiki hit 17M+ views describing memory. We have spent 18 days running the four layers around it: senses, nerves, immune system.
17 million saw Karpathy's post about LLM knowledge bases. Most copied the folder structure. Few understood the real shift: knowledge that compounds vs. knowledge that rots.
Google DeepMind mapped 18 attack types against AI agents. A viral thread fabricated the paper's numbers. The irony proves the thesis.
Simon Willison is wiped out by 11am directing agents. Andreessen says execution is dead. The bottleneck your company faces just moved.
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