Equation 15 · Part 1 · AI Feeds on the Distance Between an Intention and an Outcome
Symbol A_t
What this part means
is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Its job in the formula
is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Full expression→Symbol A_t→Article meaning
The passage around this formula
The proposed object is fifty containerized repository-repair tasks. Each task would have a frozen repository commit, a reproducible execution image, a fixed hidden-test predicate \{0,1\} , and a retained canonical historical resolution kept outside the agent and annotation contexts. The canonical resolution is evidence for task construction, not the grading oracle: an alternative patch may be valid if it reaches the fixed test predicate without violating predeclared collateral checks. The study would never equate source-code similarity with success.
Learn the underlying idea
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Sources cited in the article section
- [9] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments ↗
- [10] AppWorld: A Controllable World of Apps and People for Benchmarking Interactive Coding Agents ↗
These citations provide research context; check each source for the exact claim it supports.