Equation 10 · Reliable AI Agents Are Control Systems, Not Chatbots
What does this equation mean?
Read the formula alongside the article passage below. Each part has a deeper page with its role in the equation, the supporting passage and nearby citations.
the number of dependent stages. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.
Read it piece by piece
How to interpret it
Read this expression with the definitions, units, and assumptions supplied by the article.
What the article says around this equation
Single-turn model quality can hide long-horizon fragility. Suppose a task has n dependent stages and each stage succeeds with conditional probability given that all previous stages succeeded. Then
Sources cited in the article section
- [9] SWE-bench: Can Language Models Resolve Real-World GitHub Issues? ↗
- [10] tau-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains ↗
These citations give research context. Read each source to check which claims it supports.
Return to Reliable AI Agents Are Control Systems, Not Chatbots