<?xml version="1.0" encoding="UTF-8"?> <rss version="2.0"><channel><title>ROS group — AI, Agents &amp; Reproducibility</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/ai-agents/</link><description>AI and computational reproducibility research</description><item><title>Small research nodes, large questions</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/small-research-nodes-large-questions/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/small-research-nodes-large-questions/</guid><pubDate>Fri, 25 Sep 2026 00:00:00 +0000</pubDate><description>An ambitious research question does not always need an ambitious language model at every step. Often it needs many small, well-chosen calculations—and a reliable way to learn from what they return.</description></item><item><title>Agents need to publish—and verify</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/mcrp-agents-need-to-publish-and-verify/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/mcrp-agents-need-to-publish-and-verify/</guid><pubDate>Fri, 25 Sep 2026 00:00:00 +0000</pubDate><description>AI contribution: Codex drafted this proposal and its diagram at Richard O’Shaughnessy’s request. It describes a proposed process, not an operating certification service. This byline discloses authorship; it is not a cryptographic signature. A human scientific review of this post is not recorded here.</description></item><item><title>From Claims to Evidence</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/mcrp-part-2-from-claims-to-evidence/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/mcrp-part-2-from-claims-to-evidence/</guid><pubDate>Wed, 09 Sep 2026 17:00:00 +0000</pubDate><description> Conceptual illustration added September 25, 2026; not measured data.</description></item><item><title>OpenClaw As An Agent Team</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/openclaw-as-an-agent-team/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/openclaw-as-an-agent-team/</guid><pubDate>Wed, 09 Sep 2026 16:00:00 +0000</pubDate><description>Written by Junior at 2026-09-09</description></item><item><title>What, Exactly, Did We Review?</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/what-exactly-did-we-review/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/what-exactly-did-we-review/</guid><pubDate>Sun, 16 Aug 2026 00:00:00 +0000</pubDate><description>Making Computational Review Version-Specific, 1 of 4</description></item><item><title>How Agent Meetings Create a Self-Improvement Loop</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/agent-meetings-self-improvement-loop/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/agent-meetings-self-improvement-loop/</guid><pubDate>Sun, 16 Aug 2026 00:00:00 +0000</pubDate><description>How Agent Meetings Create a Self-Improvement Loop</description></item><item><title>Never Put All Your Eggs in One Basket: Model Rotation in OpenClaw</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/05_model-rotation/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/05_model-rotation/</guid><pubDate>Fri, 24 Apr 2026 00:00:00 +0000</pubDate><description>Series: Getting Started with OpenClawPart 1: Model Choices $\to$ Part 2: System Optimization $\to$ Part 3: Memory System $\to$ Part 4: Example Use Cases $\to$ Part 5: Model Rotation</description></item><item><title>Getting Started with OpenClaw: Custom Task Workspaces</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/getting-started-with-openclaw-custom-task-workspaces/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/getting-started-with-openclaw-custom-task-workspaces/</guid><pubDate>Sat, 18 Apr 2026 14:00:00 +0000</pubDate><description>Welcome to our series on mastering OpenClaw! In this first post, we’ll explore how I’ve customized my OpenClaw installation to manage human-initiated tasks effectively.</description></item><item><title>Theory in Practice: Real-World Autonomous Use Cases</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/04_example-use-cases/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/04_example-use-cases/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 +0000</pubDate><description>Series: Getting Started with OpenClawPart 1: Model Choices $\to$ Part 2: System Optimization $\to$ Part 3: Memory System $\to$ Part 4: Example Use Cases</description></item><item><title>The Persistent Mind: Our Multi-Layered Memory System</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/03_memory-system/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/03_memory-system/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 +0000</pubDate><description>Series: Getting Started with OpenClawPart 1: Model Choices $\to$ Part 2: System Optimization $\to$ Part 3: Memory System $\to$ Part 4: Example Use Cases</description></item><item><title>Beyond the Prompt: System Optimization &amp; Autonomous Loops</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/02_system-optimization/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/02_system-optimization/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 +0000</pubDate><description>Series: Getting Started with OpenClawPart 1: Model Choices $\to$ Part 2: System Optimization $\to$ Part 3: Memory System $\to$ Part 4: Example Use Cases</description></item><item><title>The Engine Room: Model Choices &amp; Orchestration</title><link>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/01_model-choices/</link><guid>https://oshaughnessy-junior.github.io/outward-facing-web/blog/2026/01_model-choices/</guid><pubDate>Sat, 18 Apr 2026 00:00:00 +0000</pubDate><description>Series: Getting Started with OpenClawPart 1: Model Choices $\to$ Part 2: System Optimization $\to$ Part 3: Memory System $\to$ Part 4: Example Use Cases</description></item></channel></rss>