<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>juliardi — updates</title><description>Short, dated signals of what Juliardi is shipping and learning.</description><link>https://sog01.github.io/</link><language>en</language><item><title>GPT-6 on ARC-AGI-3 scores 62.7% without a harness and 99.9% with one. Choosing or build…</title><link>https://sog01.github.io/updates/#2026-09-11-harness-over-finetuning/</link><guid isPermaLink="true">https://sog01.github.io/updates/#2026-09-11-harness-over-finetuning/</guid><description>GPT-6 on ARC-AGI-3 scores 62.7% without a harness and 99.9% with one. Choosing or building the harness now matters more than fine-tuning the model.</description><pubDate>Fri, 11 Sep 2026 00:00:00 GMT</pubDate><category>agents</category></item><item><title>Spoke at a developer event on what is actually inside an agent harness: how the archite…</title><link>https://sog01.github.io/updates/#2026-06-agent-harness-talk/</link><guid isPermaLink="true">https://sog01.github.io/updates/#2026-06-agent-harness-talk/</guid><description>Spoke at a developer event on what is actually inside an agent harness: how the architecture fits together, and how it can improve itself. The harness is the layer that turns “answers questions” into “gets work done”.</description><pubDate>Thu, 18 Jun 2026 09:00:00 GMT</pubDate><category>agents</category></item><item><title>Collaborated with SUMU on a session about OpenClaw and how businesses are actually usin…</title><link>https://sog01.github.io/updates/#2026-04-sumu-openclaw/</link><guid isPermaLink="true">https://sog01.github.io/updates/#2026-04-sumu-openclaw/</guid><description>Collaborated with SUMU on a session about OpenClaw and how businesses are actually using it. Thanks to Mas Ghufron Mustaqim and the SUMU team for the invitation.</description><pubDate>Sat, 18 Apr 2026 00:00:00 GMT</pubDate><category>agents</category></item></channel></rss>