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This section holds tellable case studies and engineering notes. The flagship is a desensitized edge voice-agent control platform.

Flagship project

Edge Voice-Agent Control Platform

Console + control API + on-device speech service in one loop. Past half-year focus; functionally closed and entering launch.

Stack (aligned with the flagship)

Admin web

Vue console, multi-region business APIs, permission-aware UI.

Control API

Java / Spring Boot, MySQL, Redis; devices, agents, models, knowledge, team permissions.

Device service

Python / asyncio, WebSocket sessions; VAD→ASR→LLM→TTS or end-to-end speech.

Retrieval and multimodal

External knowledge/vector engines via adapters; ASR/TTS and vision-related capabilities.

Engineering notes

Lessons learned

Dual-mode config, session latency, permission layers.

LLM gotchas

Injection, hallucination, context, rate limits.

Performance tips

Latency and throughput practices.