Equation 45 · Part 10 · OpenAI Codex as a Software-Engineering System: Models, Harnesses, and Evidence
=
=
What this part means
The expressions on both sides represent the same quantity under the stated assumptions.
Its job in the formula
The equals sign connects the complete expression on the left with the complete expression on the right. Both sides must have compatible units.
Full expression→=→Article meaning
The passage around this formula
A complete evaluation record should identify at least . where D is the task distribution, M the model snapshot, H the harness, B the inference and retry budget, P permissions, X the execution environment, V verification, and the evaluation date. Omitting any of these makes reproduction or comparison weaker.
Learn the underlying idea
An equals sign says that the expression on its left and the expression on its right have the same value under the stated definitions and assumptions.
Open the illustrated equality: what the equals sign claims guide →
Sources cited in the article section
- [1] Evaluating Large Language Models Trained on Code ↗
- [11] SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering ↗
- [3] Introducing GPT-5.3-Codex ↗
- [12] Measuring AI Ability to Complete Long Software Tasks ↗
These citations provide research context; check each source for the exact claim it supports.