April 2026 has been a denser stretch on the model release calendar than any quarter since GPT-5 itself shipped last August. One read of what shifted, what stayed, and what it changes for anyone making AI decisions right now.
The word lost most of its meaning in 2024 and has been slowly recovering it. A working definition, three failure modes, and a checklist.
The most common opening question we get from buyers in 2026 is 'should we build an agent?' It's the wrong question, and the right one is harder.
The honest answer about local AI changed sometime in the past year. Here is what runs locally now, what doesn't, what 'local' really means, and who actually benefits.
The conversation we have with first-time AI buyers on a discovery call. Start with one bounded workflow — not a tool, not a budget, not an agent.
The demo is always good. The version still running in month four is always less impressive than the demo. Half the work of every AI engagement is unglamorous, and that half decides whether the system survives.
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