UNISOC details enterprise agent rollout: '4+1' bar, camera debugging, forecasting agents

火山引擎 · wechat · 2026-11-06

UNISOC, the chip design company, shared how it moves agents from demo to production using a "4+1" bar: safety first, then stability, observability, measurability, plus human-AI collaboration; agents must reach 90/100 before trial production. Deployed cases include an Android camera memory debugging agent that turns expert investigation methods into reusable Skills (local evidence collection, MCP-based sanitized summaries), a sales/supply-chain forecasting agent with natural-language analysis, and a project-risk tracker flagging red/yellow/green risks in Feishu tables. The company also built a UniMaaS platform that brokers Volcano Ark APIs to all business units.

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