<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>BitLark — Writing</title><description>Field notes from BitLark on product decisions, AI in working software, and the problems that become interesting during a build.</description><link>https://bitlark.dev/</link><language>en-us</language><item><title>What it took to make MCP useful in BrewLogica</title><link>https://bitlark.dev/writing/implementing-mcp-for-real-users/</link><guid isPermaLink="true">https://bitlark.dev/writing/implementing-mcp-for-real-users/</guid><description>Connecting an AI assistant to a user&apos;s coffee history required tools, authentication, sync, and a clear decision about who can reach the data.</description><pubDate>Thu, 26 Feb 2026 00:00:00 GMT</pubDate><category>AI</category><category>MCP</category><category>Engineering</category></item><item><title>AI-native starts in the product loop</title><link>https://bitlark.dev/writing/what-ai-native-actually-means/</link><guid isPermaLink="true">https://bitlark.dev/writing/what-ai-native-actually-means/</guid><description>A field note from BrewLogica on structured input, review, recurring cost, and the work AI has to carry inside a product.</description><pubDate>Thu, 26 Feb 2026 00:00:00 GMT</pubDate><category>AI</category><category>BrewLogica</category><category>Product</category></item></channel></rss>