The View from Outside the Glass: Why Growing Organizations Need the Outsider's Mirror
TL;DR, Growing engineering organizations get trapped in the “inner loop” — high-velocity execution that slowly drifts from strategic intent. An external consultant’s value isn’t superior knowledge; it’s lower latency to the truth. This post explores why speaking up is an act of service, not arrogance, and how the “outsider’s mirror” helps teams move from reactive execution to intentional alignment.
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The $1,892 Agent: MiniMax M2.5 and the Dawn of Always-On Intelligence
TL;DR
MiniMax M2.5 is a 230B-parameter model that activates only 4% of its weights per token — yet scores 80% on SWE-bench Verified, putting it neck-to-neck with Anthropic Opus 4.6 at roughly 3% of the cost. At ~$1,892/year for a continuously running agent, the “always-on agent” is no longer a thought experiment. The cost of intelligence is approaching the cost of electricity, and Jevons’ Paradox says: demand is about to explode.
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