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Co-Coding: frontier coding by working together

Co-Coding: frontier coding by working together We trained Ampersand to work better with people - and found that…

This is a AI post classified by AGK Intelligence as AI coding agents (a launch), kept by the AI Radar because it carries real work, not commentary.

Co-Coding: frontier coding by working together We trained Ampersand to work better with people - and found that multi-agent Ampersand matches frontier coding models while being faster and cheaper, despite no extra coding training - 92.2% on SWE-bench Pro v2 HARD-51, matching Fable 5.1 (while 70% cheaper) and Gemini 4 Argon and outperforming Astra, Muse Wonder, and Kimi K3 - 77.9% on DeepSWE v1.1, on par with Gemini 4 Argon and ahead of Astra, Grok-4.7, Kimi K3, and Deepseek-v4-pro Try co(llaborative)-coding with Ampersand’s multi-agent mode, available exclusively through our Agent API Have

Posted by humans& (13.7k followers) 20 h ago · 226 likes · 29.9k views · view the original post on X. Kept by the AI Radar as AI coding agents.

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Every post is read and classified by AGK Intelligence: what it is, which market it belongs to, and whether the link is a real tool. 65.5k posts from 5k X accounts over the last 14 days, 10.4k tools, 19 markets. New posts are collected several times an hour and the full ranking is recomputed every hour — last update 2026-11-06 16:50 UTC. Full method.