The Math · How it works
Why a "reliable" agent quietly fails
Eight chain steps that are each 85% reliable succeed end-to-end only 27% of the time - 0.85 to the 8th power. The kit computes true end-to-end reliability for every agent and flags the long chains before they quietly fail.
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<iframe src="https://redhub.ai/visuals/kit/quiet-failure-drift-monitor-kit.html" title="Why a "reliable" agent quietly fails — the math — RedHub AI" width="760" height="1290" loading="lazy" style="border:0;width:100%;max-width:760px"></iframe>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai/visuals/kit/quiet-failure-drift-monitor-kit">Why a "reliable" agent quietly fails — the math</a> — by <a href="https://redhub.ai">RedHub AI</a>, the AI that tells you when to doubt it.</p>Image + link — a static picture for any blog
<a href="https://redhub.ai/visuals/kit/quiet-failure-drift-monitor-kit"><img src="https://redhub.ai/visuals/kit/quiet-failure-drift-monitor-kit-share.png" alt="Formula 0.85 to the 8th power times 100 equals 27.2%, showing an 8-step agent with 85%-reliable steps runs clean end-to-end only about 1 time in 4." width="760" loading="lazy" style="max-width:100%;height:auto;border-radius:16px"></a>
<p style="font:14px/1.5 system-ui,sans-serif"><a href="https://redhub.ai">RedHub AI</a> — the AI that tells you when to doubt it.</p>
This is the math behind AI Agent Quiet-Failure & Drift Monitor Kit. More diagrams in the Visual Field Guide.