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Two techniques for working with System One models
You can turn any LLM into a System One model by batching prompts that generate a single token with structured output.

You can turn any LLM into a System One model by batching prompts that generate a single token with structured output.

Use your own words, don't let the model trick you into thinking your draft is good, and let the model act as a copyeditor.

Competitor email monitoring helps brands spot patterns in how others approach email. Start by tracking 5-8 direct competitors each month and compare their send frequency and offer rates. Read their subject lines to see how they frame promotions and other messages. Open unusual emails and note what stands out or changes over time. Use those findings to identify gaps and choose one idea to test, rather than copying a competitor's strategy.

Reliable AI products need more than better prompts or models. Teams need evals, guardrails, and orchestration to catch errors and help agents correct them.

A product launch only generates lasting attention when it gives people something to do beyond scroll past it, whether that is showing up somewhere in person, guessing what is coming, or filming something unusual enough to send to a friend. The brands getting the most mileage out of a launch treat it as an ongoing event instead of a single announcement, letting creators and customers do the distribution for free. None of it requires a bigger budget, just a reason for people to keep talking after day one.

Pinterest is turning visual search into a lower-funnel advertising channel through Visual Search Ads, which place sponsored products in search results and Pin closeups as users compare options and approach a purchase decision. More than half of Pinterest's 80 billion monthly searches are commercial, giving advertisers a large pool of users who already show buying intent. It is also adding Priority Products and self-serve A/B testing to give advertisers more control over automated campaigns.