{"id":2410,"date":"2026-04-09T05:04:03","date_gmt":"2026-04-09T05:04:03","guid":{"rendered":"https:\/\/icelandconsulateghana.com\/greg-ziolkowski-research-architecting-tools-for-ai-agents-at-scale\/"},"modified":"2026-04-09T05:04:03","modified_gmt":"2026-04-09T05:04:03","slug":"greg-ziolkowski-research-architecting-tools-for-ai-agents-at-scale","status":"publish","type":"post","link":"https:\/\/icelandconsulateghana.com\/is\/greg-ziolkowski-research-architecting-tools-for-ai-agents-at-scale\/","title":{"rendered":"Greg Zi\u00f3\u0142kowski: Research: Architecting Tools for AI Agents at Scale"},"content":{"rendered":"<p>Loading all available tools into an LLM\u2019s context simultaneously is one of the most consequential architectural mistakes teams make when building AI integrations.\u00a0The solution isn\u2019t bigger context windows, and it\u2019s progressive tool exposure: dynamically presenting only the tools relevant to each interaction. This post surveys the major patterns for doing so, drawn from production servers, [\u2026]<\/p>","protected":false},"excerpt":{"rendered":"<p>Loading all available tools into an LLM\u2019s context simultaneously is one of the most consequential architectural mistakes teams make when building AI integrations.\u00a0The solution isn\u2019t bigger context windows, and it\u2019s progressive tool exposure: dynamically presenting only the tools relevant to each interaction. This post surveys the major patterns for doing so, drawn from production servers, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","footnotes":""},"categories":[],"tags":[],"class_list":["post-2410","post","type-post","status-publish","format-standard","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Greg Zi\u00f3\u0142kowski: Research: Architecting Tools for AI Agents at Scale<\/title>\n<meta name=\"description\" content=\"Loading all available tools into an LLM\u2019s context simultaneously is one of the most consequential architectural mistakes teams make when building AI integrations.\u00a0The solution isn\u2019t bigger context windows, and it\u2019s progressive tool exposure: dynamically presenting only the tools relevant to each interaction. 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