Flint 在 AI 意图和图表代码之间增加语义中间层，使可视化生成可编辑、可迁移、可测试。
Flint adds a semantic intermediate representation between AI intent and chart code, making visualization generation editable, portable, and testable.
将实时转写设计为独立协议合同，明确 Turn 身份、增量文本、完成事件、延迟、修订与降级路径。
Design realtime transcription as an independent protocol contract with explicit turn identity, deltas, completion, latency, revisions, and fallbacks.
HANDBOOK.md 说明规则进入 Context 仍不足以形成控制。本文给出规则检索、执行前判定、提交门控与事后核验四层方案。
HANDBOOK.md shows why policy in context is not control. Build AI agent compliance with retrieval, preflight decisions, commit gates, and verification.
语音 Agent 的闭环分析需要把每次对话连接到推荐、成交、退款、人工接管和增量贡献利润，再用结果驱动下一轮迭代。
Closed-loop voice agent analytics connects every conversation to recommendations, purchases, refunds, handoffs, and incremental contribution profit.
欧盟 AI 法案第 50 条需要提供者与部署者建立证据交接，分别处理机器标记、用户披露、例外和线上验证。
EU AI Act Article 50 needs a provider-to-deployer evidence contract for machine marks, human disclosures, exceptions, and audit-ready handoffs.
