User NN Vo: Short sentences (20-25 words), B2B tone. Strictly forbids dashes/hyphens (except CLI/paths). Templates must use placeholders. Prefers dynamic local scripts over static sheets/3rd-party connectors. § Prefers automated Tasks via local scripts/9router for reporting/dashboards, rejecting static sheets, 3rd-party connectors (Windsor.ai), or dedicated agent roles. Prefers dynamic algorithms/methodologies. § Dashboards: Real data, English headers. Main highlights white, reserve colors for graphs. Use icons for data sources. Avg Pos inverse. Eng Rate 25-40% amber. § Mandates specialized profiles for Telegram threads. Expects proactive error resolution, prompt troubleshooting, retries, and clear explanations for session/auth/tool issues. § User NN Vo primary Google account is nhivo2504@gmail.com. Account tracyng411@gmail.com is secondary or incorrect. Always ensure Google Workspace connection processes prioritize nhivo2504@gmail.com. § Automated Research Pipeline: Unified Multi-Agent Kanban (1 Umbrella Task, Sequential Handoff). Flow: R&D (data) -> Subc (Idea Contract V1) -> Grill-QA (stress-test/APA 7, no new ideas) -> Subc (V2 update & publish 3-part report). Macro/policy is separate from AI infra research (focus: MCP, ARS, memory — no chatbots).