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Alibaba

Mandate: unclear Big tech (China) 50k+ employees

No company-wide mandate reported. Alibaba's Amap team describes moving from 'vibe coding' to spec-driven development with harness constraints after a high AI code share did not translate into obvious efficiency gains.^[1]

Tools

Nothing verified from a public source yet. Know a source?

Metrics tracked

The Amap team's AI-generated code share rose from 53% to 80-90% or more.^[1]

Guardrails

The team adopted spec-driven development (SDD) and harness governance to constrain AI-written code.^[1]

Hiring, reviews & process changes

Nothing verified from a public source yet. Know a source?

Reported results

Despite the higher code share, 'efficiency gains were not obvious' until the team changed its process.^[1]

Metric tags: % code AI-generated, Quality / defects

Editor's note: Covers one team (Amap), not all of Alibaba.

Sources

Alibaba Cloud blog: Farewell to vibe coding, team-level AI development powered by harness governance and SDD · 2026-08-12 · company source

Last verified 2026-10-25. Industry and size are editorial bands; see methodology. Spot an error? Submit a correction.