<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Ranjib Dey - Systems in Practice</title><link>https://ranjib.github.io/</link><description>Recent writing from Ranjib Dey on reliable systems, production infrastructure, agentic AI, open-source making, field systems, and learning.</description><generator>Hugo</generator><language>en-us</language><copyright>Copyright © Ranjib Dey</copyright><managingEditor>ranjib@linux.com (Ranjib Dey)</managingEditor><webMaster>ranjib@linux.com (Ranjib Dey)</webMaster><atom:link href="https://ranjib.github.io/index.xml" rel="self" type="application/rss+xml"/><lastBuildDate>Sun, 30 Aug 2026 00:00:00 -0700</lastBuildDate><item><title>Model Routing Is an Engineering Decision</title><link>https://ranjib.github.io/posts/model-routing-is-an-engineering-decision/</link><pubDate>Sun, 30 Aug 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/model-routing-is-an-engineering-decision/</guid><description>Model routing is built from workload-specific, harness-aware benchmarking, kept fresh by periodic re-benchmarking and a standing research feed.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>Gardening With an Operations Mindset</title><link>https://ranjib.github.io/posts/gardening-with-an-operations-mindset/</link><pubDate>Thu, 13 Aug 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/gardening-with-an-operations-mindset/</guid><description>A systems view of gardening: zones, seasonal work, water budgets, source hierarchy, monitoring, and feedback loops.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>Context Engineering Evals Remind Me of Infrastructure Testing</title><link>https://ranjib.github.io/posts/context-engineering-evaluation-and-infrastructure-testing-lessons/</link><pubDate>Tue, 11 Aug 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/context-engineering-evaluation-and-infrastructure-testing-lessons/</guid><description>Why agent evals echo infrastructure testing: make hidden assumptions explicit, test behavior by layer, and keep context from drifting.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>Planning Overlanding Trips Like Reliability Reviews</title><link>https://ranjib.github.io/posts/planning-overlanding-trips-like-reliability-reviews/</link><pubDate>Sun, 02 Aug 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/planning-overlanding-trips-like-reliability-reviews/</guid><description>Applying reliability review habits to overlanding: route risk, changing conditions, margins, bailout plans, and final go/no-go checks.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>My Personal LLM Wiki Operating Model</title><link>https://ranjib.github.io/posts/my-personal-llm-wiki-operating-model/</link><pubDate>Sun, 26 Jul 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/my-personal-llm-wiki-operating-model/</guid><description>A practical operating model for turning raw notes into reviewed wiki pages, context packs, and evaluated agent memory.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>What Incident Taxonomies Are Really For</title><link>https://ranjib.github.io/posts/reliability-and-incident-taxonomy/</link><pubDate>Sat, 18 Jul 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/reliability-and-incident-taxonomy/</guid><description>Incident taxonomies turn production stories into engineering signal, shared vocabulary, and better reliability investment decisions.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>reef-pi as a Small Open Source Platform</title><link>https://ranjib.github.io/posts/reef-pi-as-a-small-open-source-platform/</link><pubDate>Fri, 10 Jul 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/reef-pi-as-a-small-open-source-platform/</guid><description>How reef-pi grew a durable hardware abstraction boundary from real bug reports, hardware pressure, and long-lived maintenance needs.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>The Through-Line From Chef to Agentic AI</title><link>https://ranjib.github.io/posts/through-line-from-chef-to-agentic-ai/</link><pubDate>Sun, 05 Jul 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/through-line-from-chef-to-agentic-ai/</guid><description>From Chef and infrastructure-as-code to agentic AI, the recurring lesson is to make operational intent explicit and testable.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>Treating Context Like Code</title><link>https://ranjib.github.io/posts/treating-context-like-code/</link><pubDate>Sun, 28 Jun 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/treating-context-like-code/</guid><description>Prompts, project instructions, context packs, and memory can change agent behavior, so durable context needs engineering discipline.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>reef-pi and Public Engineering Lessons</title><link>https://ranjib.github.io/posts/reef-pi-public-engineering-lessons/</link><pubDate>Sun, 31 May 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/reef-pi-public-engineering-lessons/</guid><description>What reef-pi shows about public engineering systems: modules, hardware abstraction, documentation, community, and long maintenance.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>Platform Engineering Through Automation</title><link>https://ranjib.github.io/posts/platform-engineering-through-automation/</link><pubDate>Sun, 31 May 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/platform-engineering-through-automation/</guid><description>A public-career thread through Chef, infrastructure testing, service discovery, production engineering, and ML-assisted operations.</description><author>ranjib@linux.com (Ranjib Dey)</author></item><item><title>About this website</title><link>https://ranjib.github.io/posts/about/</link><pubDate>Sun, 31 May 2026 00:00:00 -0700</pubDate><guid isPermaLink="true">https://ranjib.github.io/posts/about/</guid><description>A short explanation of this site's public-safe publishing workflow, professional archive, and systems-oriented writing surface.</description><author>ranjib@linux.com (Ranjib Dey)</author></item></channel></rss>