---
format: "aidr-story-markdown/v1"
id: "3865805b2c981dfdf2ba01ac748d8ce069d4fdb98ae5c124dbb90df52925c392"
canonical_url: "https://aidr.today/3865805b?lang=en"
title: "nac Fixes multiPL-E Benchmarks in 2 Hours, Cutting Audit Time From Days"
lang: "en"
requested_lang: "en"
available_langs: ["en","vi"]
translation_fallback: null
fallback_fields: []
published_at: "2026-08-22T03:00:19.000Z"
category: "Research"
topics: ["benchmark","coding","mcp"]
source_urls: ["https://huggingnews.com/ai/nac-fixes-multipl-e-benchmarks-in-2-hours-cutting-audit-time-from-days-38da996c"]
summary: "Developer @code_star used 47 concurrent nac sessions via Codex and an MCP server to audit and correct errors across the multiPL-E, MBPP, and HumanEval benchmar…"
---

# nac Fixes multiPL\-E Benchmarks in 2 Hours, Cutting Audit Time From Days

> [Open the canonical story](<https://aidr.today/3865805b?lang=en>)

**Published:** 2026-08-22T03:00:19.000Z
**Category:** Research
**Topics:** benchmark, coding, mcp

## Summary

Developer @code\_star used 47 concurrent nac sessions via Codex and an MCP server to audit and correct errors across the multiPL\-E, MBPP, and HumanEval benchmar…

## Sources

- [Story source](<https://huggingnews.com/ai/nac-fixes-multipl-e-benchmarks-in-2-hours-cutting-audit-time-from-days-38da996c>)