<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>The Context Layer</title><description>Technical writing.</description><link>https://dperez.com/</link><item><title>Who Owns What Your Agent Learns</title><link>https://dperez.com/posts/who-owns-what-your-agent-learns/</link><guid isPermaLink="true">https://dperez.com/posts/who-owns-what-your-agent-learns/</guid><description>Agents that learn from their own work are already in production. Whether that learning lives in the model&apos;s weights or in the harness around it decides who can inspect, revert and keep it.</description><pubDate>Sun, 01 Nov 2026 00:00:00 GMT</pubDate><category>agents</category><category>ai</category><category>harness</category></item><item><title>PHP2Shell: When Finding Bugs Gets Faster Than Fixing Them</title><link>https://dperez.com/posts/php2shell/</link><guid isPermaLink="true">https://dperez.com/posts/php2shell/</guid><description>AI helped find PHP2Shell, though less than the headlines imply. The sharper lesson is what happens when bugs get cheaper to find and fixing them stays slow.</description><pubDate>Sat, 24 Oct 2026 00:00:00 GMT</pubDate><category>security</category><category>ai</category><category>php</category></item><item><title>The Bottleneck Moved to the Merge</title><link>https://dperez.com/posts/the-bottleneck-moved-to-the-merge/</link><guid isPermaLink="true">https://dperez.com/posts/the-bottleneck-moved-to-the-merge/</guid><description>Coding agents can produce code faster than an organisation can absorb it. Source control, review and CI each break differently, and Anthropic&apos;s Scion shows the order.</description><pubDate>Sat, 17 Oct 2026 00:00:00 GMT</pubDate><category>agents</category><category>source-control</category><category>ci</category></item><item><title>Build for the Model You Trust Least</title><link>https://dperez.com/posts/build-for-the-model-you-trust-least/</link><guid isPermaLink="true">https://dperez.com/posts/build-for-the-model-you-trust-least/</guid><description>Satya Nadella argues enterprises should treat frontier models as insider risks. That moves the hard engineering into the system around the model, where a 1972 security idea still applies.</description><pubDate>Sun, 11 Oct 2026 00:00:00 GMT</pubDate><category>agents</category><category>security</category><category>governance</category></item><item><title>The Agent Just Stopped Living in the Chat Window</title><link>https://dperez.com/posts/the-agent-just-stopped-living-in-the-chat-window/</link><guid isPermaLink="true">https://dperez.com/posts/the-agent-just-stopped-living-in-the-chat-window/</guid><description>Meta put an agentic model on a single consumer GPU, while xAI and OpenAI gave their agents computers in the cloud. Neither yet gives enterprises an agent identity they can govern.</description><pubDate>Sat, 03 Oct 2026 00:00:00 GMT</pubDate><category>agents</category><category>models</category><category>identity</category></item></channel></rss>