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The context flywheel: how each engagement makes the next one cheaper and the agents better

calendar_today July 8, 2026 person Samuel Mirpuri domain flowscope

In AI services, code is becoming copyable and cheap, so it cannot compound into a moat. What compounds is accumulated context: the library of exceptions, document variants, and write-back patterns that each deployment teaches the shared agent infrastructure. This post states that loop literally and argues why it is a context flywheel a new entrant cannot buy.

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