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human‑agent collaboration

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Kuaishou Tech
Kuaishou Tech
Jul 7, 2026 · Artificial Intelligence

AI Coding Product Evolution: From Autocompletion to Human‑Agent Collaboration

The talk traces Kuaishou's AI coding journey from early tab‑completion with 5‑20% generation rates to a 90‑100% code‑generation ratio in recent weeks, analyzes the persistent ABAB serial‑execution friction, and proposes a spec‑driven long‑running Agent loop that externalizes state, unifies execution nodes, and enables true human‑agent parity through shared context and CLI integration.

AI codingcoding agentsexecution node
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AI Coding Product Evolution: From Autocompletion to Human‑Agent Collaboration