# Cielara Code Just Beat Claude Code and Codex at the Hardest Part of Agent Work Page: https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/cielara-code-just-beat-claude-code-and-codex-at-the-hardest-part-of-agent-work Text version: https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/cielara-code-just-beat-claude-code-and-codex-at-the-hardest-part-of-agent-work.md Podcast: [Tech Stories Tech Brief By HackerNoon](https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648) Published: 2026-05-06T16:01:22+00:00 Episode link: https://share.transistor.fm/s/8b06ef79 Audio file: https://media.transistor.fm/8b06ef79/d2ad7b48.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/tech-stories-tech-brief-by-hackernoon-6365648/episodes/cielara-code-just-beat-claude-code-and-codex-at-the-hardest-part-of-agent-work Duration seconds: 724 ## Resource This story was originally published on HackerNoon at: https://hackernoon.com/cielara-code-just-beat-claude-code-and-codex-at-the-hardest-part-of-agent-work . Causal Dynamics Lab proves AI coding agents spend 56.8% of compute searching, not coding. Cielara Code beats Claude Code & Codex across three independent tests. Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories . You can also check exclusive content about #cielara-code , #causal-dynamics-lab , #claude , #ai , #codex , #good-company , #technology , #startups , and more. This story was written by: @ishanpandey . Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com . ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/tech-stories-tech-brief-by-hackernoon-6365648/episodes/cielara-code-just-beat-claude-code-and-codex-at-the-hardest-part-of-agent-work/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/cielara-code-just-beat-claude-code-and-codex-at-the-hardest-part-of-agent-work.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.