fix(api): mount Next.js frontend as default app and prefix all API routes under /api

feat(research): implement autonomous research pipeline and persistence

feat(orch): implement continuous system orchestration, telemetry layer, FastAPI endpoints, SSE event stream and resolve test runner deadlock

feat(api): add FastAPI service, Docker support, and Hugging Face Space deployment