Product engineering, agentic software, and the decisions that show up once a system leaves the demo.
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Short notes from client work and internal builds — written for people who have to ship.
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AI Infrastructure
Model APIs slow down, rate-limit, and fail. Reliable AI products use time budgets, queues, idempotency, isolation, and graceful degradation to keep the user’s work intact.
Agents
The same tool call, the same observation, the same retry — until cost and latency run away. How agent loops start, how to detect them, and how to stop them before they reach a user.
AI Products
AI can prepare evidence and recommendations without owning the final outcome. A practical framework for placing human judgment where authority, risk and accountability change.
SEO
Google now reports visibility inside generative AI search experiences. The useful work begins by connecting those impressions to qualified visits, user behaviour and commercial outcomes.
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If a workflow is looping, stalling, or costing more than it returns, we can help you put a stop condition on it.
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