CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges · HackerPapers discussionshttps://hackerpaper.kaipfister.de/p/2401.07339/Collected HN comments and submissions linking this paper.enMon, 02 Nov 2026 11:27:26 GMTCodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges — HN submissionhttps://news.ycombinator.com/item?id=45027597urn:hackerpapers:submission:2401.07339:45027597Tue, 26 Aug 2025 15:05:02 GMT<p>Show HN: Smooth – Faster, cheaper browser agent API</p><p>Hey there HN! We&#x27;re Antonio and Luca, and we&#x27;re excited to introduce Smooth, a state-of-the-art browser agent that is 5x faster and 7x cheaper than Browser Use (https://docs.circlemind.co/performance). We built Smooth because existing browser agents were slow, expensive, and unreliable. Even simple tasks could take minutes and cost dollars in API credits. We started as users of Browser Use, but the pain was obvious. So we built something better. Smooth is 5x faster, 7x cheaper, and more reliable. And along the way, we discovered two principles that make agents actually work. (1) Think like…</p><p>54 points; 16 discussion replies on HN. <a href="https://hackerpaper.kaipfister.de/p/2401.07339/">Paper and source history</a>. A submission is not an endorsement.</p>cs.SE