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CLAUDE.md and context engineering for coding agents
Useful agent instructions make decisions checkable. Source priority, acceptance criteria and task boundaries matter more than a longer prompt.
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Notes on software and AI.
Methods from building products, working with AI agents and making engineering decisions, with the evidence behind them.
Blog
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Researching Turkish and US stocks with Monafy
Company research needs prices, financial statements and source disclosures in context. Monafy connects them with market reports and an AI assistant.
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Where latency builds up in a Kafka price pipeline
A late price update does not identify a slow broker. Publisher wake-ups, transaction visibility and consumer batch waits all affect time to screen.
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When prerendering helps a JavaScript site
Rendered HTML can help crawlers and link previews read a page. Keeping that copy fresh and consistent adds a delivery path the product must maintain.