{"type":"post","id":"gumloop-says-its-internal-software-factory-merged-571-68e712","slug":"gumloop-says-its-internal-software-factory-merged-571-68e712","title":"Gumloop says its internal Software Factory merged 571 agent-written pull requests in six weeks","description":"Gumloop says its internal Software Factory merged 571 agent-written pull requests in six weeks, while engineers retained review and merge authority.","retrieval_nugget":"Gumloop says its internal Software Factory merged 571 agent-written pull requests in six weeks, while engineers retained review and merge authority. The company reports faster agents, lower database query load, and more merged work per line owner. The case matters because it makes the surrounding workflow—not a coding model alone—the unit of automation.","published_at":"2026-11-13","updated_at":"2026-11-13","record_date":"2026-11-13","date_kind":"published_at","topics":["coding-agents","code-review","automation"],"entities":["Gumloop","Software Factory","Cursor","Devin","Linear","Cognition"],"related_patterns":["ai-native-orgs-move-to-review-and-orchestration"],"novelty_label":"new_fact","what_changed":"Gumloop describes its own Software Factory, reporting 571 agent-written PRs merged in six weeks, 2.5× more weekly merges for line owners, and a 40% reduction in daily database query CPU.","prior_refs":["https://newruntime.com/posts/superplane-1-0-launches-as-an-open-source-14c409/"],"source_url":"https://www.gumloop.com/engineering/software-factory","source_urls":["https://www.gumloop.com/engineering/software-factory"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:gumloop-says-its-internal-software-factory-merged-571-68e712","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/gumloop-says-its-internal-software-factory-merged-571-68e712/","markdown":"https://newruntime.com/posts/gumloop-says-its-internal-software-factory-merged-571-68e712.md","json":"https://newruntime.com/posts/gumloop-says-its-internal-software-factory-merged-571-68e712.json"},"markdown_url":"https://newruntime.com/posts/gumloop-says-its-internal-software-factory-merged-571-68e712.md","next_reads":[{"type":"topic","path":"/topics/coding-agents/","url":"https://newruntime.com/topics/coding-agents/","title":"Coding Agents","reason":"Explore the coding-agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/coding-agents.md","json_url":"https://newruntime.com/topics/coding-agents.json"},{"type":"topic","path":"/topics/code-review/","url":"https://newruntime.com/topics/code-review/","title":"Code Review","reason":"Explore the code-review topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/code-review.md","json_url":"https://newruntime.com/topics/code-review.json"},{"type":"topic","path":"/topics/automation/","url":"https://newruntime.com/topics/automation/","title":"Automation","reason":"Explore the automation topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/automation.md","json_url":"https://newruntime.com/topics/automation.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}