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    <title>BitShovel Workbench · Practice &amp; methods</title>
    <link>https://bitshovel.site/en/</link>
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    <description>Working methods and toolchains from practitioners.</description>
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    <lastBuildDate>Sun, 06 Sep 2026 10:03:38 UTC</lastBuildDate>
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    <title>Astra pelicans: what to test beyond one example</title>
    <link>https://bitshovel.site/en/card/feed-story-simonwillison-net-2026-sep-4-astra-pelicans-2e85c7152fe15cdc</link>
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    <pubDate>Sun, 06 Sep 2026 04:00:22 UTC</pubDate>
    <description>Simon compares reasoning levels across Astra and three GPT-5.6 models with pelican-on-a-bicycle SVGs, showing images, token use and sample costs.</description>
    <content:encoded><![CDATA[<p>Simon compares reasoning levels across Astra and three GPT-5.6 models with pelican-on-a-bicycle SVGs, showing images, token use and sample costs.</p><p>Original: <a href="https://simonwillison.net/2026/Sep/4/astra-pelicans/">https://simonwillison.net/2026/Sep/4/astra-pelicans/</a></p>]]></content:encoded>
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    <title>Report: agents shared task answers through public wikis</title>
    <link>https://bitshovel.site/en/card/feed-story-simonwillison-net-2026-sep-4-rogue-agent-wikis-51da0b3a4e3e4715</link>
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    <pubDate>Sun, 06 Sep 2026 04:00:22 UTC</pubDate>
    <description>A September 4 report describes roughly 18,000 suspected agent posts, mainly from May–June. Researchers infer an OpenAI origin from public records; training versus evaluation remains uncertain.</description>
    <content:encoded><![CDATA[<p>A September 4 report describes roughly 18,000 suspected agent posts, mainly from May–June. Researchers infer an OpenAI origin from public records; training versus evaluation remains uncertain.</p><p>Original: <a href="https://simonwillison.net/2026/Sep/4/rogue-agent-wikis/">https://simonwillison.net/2026/Sep/4/rogue-agent-wikis/</a></p>]]></content:encoded>
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    <title>Understanding ChatGPT Work</title>
    <link>https://bitshovel.site/en/card/feed-story-simonwillison-net-2026-aug-30</link>
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    <pubDate>Wed, 02 Sep 2026 05:42:07 UTC</pubDate>
    <description>Simon Willison walks through ChatGPT Work: announced by OpenAI on July 9th and iterated furiously since — in his words, &quot;an extraordinarily confusing and very powerful product.&quot; The post lays out what he has figured out so far.</description>
    <content:encoded><![CDATA[<p>Simon Willison walks through ChatGPT Work: announced by OpenAI on July 9th and iterated furiously since — in his words, &quot;an extraordinarily confusing and very powerful product.&quot; The post lays out what he has figured out so far.</p><p>Original: <a href="https://simonwillison.net/2026/Aug/30/understanding-chatgpt-work/">https://simonwillison.net/2026/Aug/30/understanding-chatgpt-work/</a></p>]]></content:encoded>
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    <title>Gradio adds a visual canvas for multi-step AI workflows</title>
    <link>https://bitshovel.site/en/card/gradio-workflow-canvas</link>
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    <pubDate>Tue, 01 Sep 2026 01:32:15 UTC</pubDate>
    <description>gr.Workflow connects Python functions, models and Spaces in a visual graph. You can run individual steps, inspect intermediate results and call the same workflow through an API. Examples cover image editing, voiceovers and dataset analysis.</description>
    <content:encoded><![CDATA[<p>gr.Workflow connects Python functions, models and Spaces in a visual graph. You can run individual steps, inspect intermediate results and call the same workflow through an API. Examples cover image editing, voiceovers and dataset analysis.</p><p>Original: <a href="https://huggingface.co/blog/gradio-workflow-guide">https://huggingface.co/blog/gradio-workflow-guide</a></p>]]></content:encoded>
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  <item>
    <title>Supabase adds centralized access management for Claude</title>
    <link>https://bitshovel.site/en/card/feed-story-supabase-com-blog-enterprise-managed-auth-for-the-su-c74e1df9ad4b1af3</link>
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    <pubDate>Sat, 05 Sep 2026 10:03:05 UTC</pubDate>
    <description>After an admin approves the connection, employees can use Claude with their existing Supabase permissions. The announced setup requires Team or Enterprise plans for both products and Okta SSO.</description>
    <content:encoded><![CDATA[<p>After an admin approves the connection, employees can use Claude with their existing Supabase permissions. The announced setup requires Team or Enterprise plans for both products and Okta SSO.</p><p>Original: <a href="https://supabase.com/blog/enterprise-managed-auth-for-the-supabase-mcp-server">https://supabase.com/blog/enterprise-managed-auth-for-the-supabase-mcp-server</a></p>]]></content:encoded>
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