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  <title>MARGINAL Research &amp; Engineering</title>
  <id>https://signallayerlabs.github.io/Marginal/blog/</id>
  <link href="https://signallayerlabs.github.io/Marginal/blog/"/>
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  <updated>2026-08-19T13:14:00+02:00</updated>
  <author><name>SignalLayer Labs</name><uri>https://github.com/SignalLayerLabs</uri></author>
  <subtitle>Evidence-first engineering notes on AI coding-agent no-progress detection and runtime governance.</subtitle>
  <entry><title>Detecting No-Progress in AI Agents Without Reading Prompts</title><id>https://signallayerlabs.github.io/Marginal/blog/detecting-no-progress-without-reading-prompts/</id><link href="https://signallayerlabs.github.io/Marginal/blog/detecting-no-progress-without-reading-prompts/"/><published>2026-08-19T13:14:00+02:00</published><updated>2026-08-19T13:14:00+02:00</updated><summary>A technical model for detecting AI coding-agent no-progress loops from action identity, outcomes, state and evidence—without treating raw prompts as required telemetry.</summary><category term="AI agent observability"/></entry>
  <entry><title>Why an AI Agent Governor Should Start Powerless</title><id>https://signallayerlabs.github.io/Marginal/blog/why-ai-agent-governor-should-start-powerless/</id><link href="https://signallayerlabs.github.io/Marginal/blog/why-ai-agent-governor-should-start-powerless/"/><published>2026-08-19T13:14:00+02:00</published><updated>2026-08-19T13:14:00+02:00</updated><summary>Installing an AI agent governor should not automatically grant blocking authority. A safer runtime model starts in Shadow Mode and earns narrow enforcement from local evidence.</summary><category term="Runtime governance"/></entry>
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