Insights
Occasional, in-depth pieces on the architectural and strategic decisions founders actually lose sleep over. Written to be useful on their own. Read them here, or take the PDF with you.
There is a category of product that people genuinely love and almost never open. Legal tech, incident response, security tooling, and most AI-native consumer products share the shape: value that is real, acute, and episodic. Why that caps the business, and the three bridges that convert crisis usage into habit without spending the trust the product runs on.
When your model provider returns HTTP 529, you can't add capacity to their fleet. All you can decide is how long to wait and what to do next. A practical strategy for keeping live AI agents available: second engines, routing harnesses, streaming failover, idempotent actions, and fallbacks that work when they're finally needed.
New pieces land when there's something worth saying, not on a content calendar. Want a heads-up when the next one publishes? Drop me a line.
Advisory Notice
Briefs are published by Purple Kiwi Advisory for general informational and strategic planning purposes only. Each reflects patterns observed across the industry as of its publication date and does not constitute engineering, legal, financial, or compliance advice. The right approach depends on the specifics of your situation: your providers, contracts, regulatory obligations, risk tolerance, and operating environment. Validate anything described here against your own requirements and testing before relying on it in production. Purple Kiwi Advisory accepts no liability for decisions made or actions taken on the basis of these documents. For guidance tailored to your company, get in touch.
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