--- title: Your AI-coding agents might need an org chart | daily.dev description: A controlled experiment tested writer-reviewer pipelines using Claude Opus 4.7 and Codex GPT-5.5 on 116 Python tasks from LiveCodeBench. Claude alone scored... canonical: https://daily.dev/posts/your-ai-coding-agents-might-need-an-org-chart-1tl73fkc4 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Your AI-coding agents might need an org chart | daily.dev og:description: A controlled experiment tested writer-reviewer pipelines using Claude Opus 4.7 and Codex GPT-5.5 on 116 Python tasks from LiveCodeBench. Claude alone scored... og:url: https://daily.dev/posts/your-ai-coding-agents-might-need-an-org-chart-1tl73fkc4 og:image: https://api.daily.dev/og/posts/1Tl73FkC4.png og:image:alt: Your AI-coding agents might need an org chart og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Your AI-coding agents might need an org chart **[LeadDev](https://daily.dev/sources/leaddev)** · 4 min read · 0 upvotes · 0 comments ## Summary A controlled experiment tested writer-reviewer pipelines using Claude Opus 4.7 and Codex GPT-5.5 on 116 Python tasks from LiveCodeBench. Claude alone scored 91.4%, but having Codex review its output dropped accuracy to 82.8% — Codex fixed only 3 of Claude's failures while breaking 13 correct solutions. The reverse pairing (Claude reviewing Codex) improved results. The key finding: hierarchy matters in multi-agent setups, just like in human teams — a less capable model reviewing a more capable one degrades quality. Adding a second reviewer also more than doubled cost ($0.19 to $0.44 per task) and nearly tripled latency (38.5 to 112.4 seconds), making the tradeoff context-dependent for engineering leaders. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Claude Code, Codex, and Pi can create their own AI agents now, and that changes everything](https://daily.dev/posts/claude-code-codex-and-pi-can-create-their-own-ai-agents-now-and-that-changes-everything-gupbhf4ms) · XDA Developers · 1 upvotes · 0 comments - [Claude did best on a new benchmark for agents that build agents. It still passed fewer than a quarter of the tests.](https://daily.dev/posts/claude-did-best-on-a-new-benchmark-for-agents-that-build-agents-it-still-passed-fewer-than-a-quarte-rrx7ttpl4) · The New Stack · 2 upvotes · 0 comments - [Codex vs Claude Code: Which AI Coding Assistant to Choose](https://daily.dev/posts/codex-vs-claude-code-which-ai-coding-assistant-to-choose-v6d7nl0kt) · freeCodeCamp · 4 upvotes · 0 comments - [How to Combine Claude Code and Codex for Maximum Coding Power](https://daily.dev/posts/how-to-combine-claude-code-and-codex-for-maximum-coding-power-h7fg7exw9) · Towards Data Science · 2 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#ai-agents](https://daily.dev/tags/ai-agents), [#claude](https://daily.dev/tags/claude), [#code-review](https://daily.dev/tags/code-review) [View this post on daily.dev](https://daily.dev/posts/your-ai-coding-agents-might-need-an-org-chart-1tl73fkc4) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Your AI-coding agents might need an org chart","url":"https://daily.dev/posts/your-ai-coding-agents-might-need-an-org-chart-1tl73fkc4","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/your-ai-coding-agents-might-need-an-org-chart-1tl73fkc4"},"datePublished":"2026-08-04T07:38:06.637Z","dateModified":"2026-08-04T07:38:31.753Z","description":"A controlled experiment tested writer-reviewer pipelines using Claude Opus 4.7 and Codex GPT-5.5 on 116 Python tasks from LiveCodeBench. 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