Complete WebSocket notification system with rooms, reconnection, and React hooks.
Build a real-time notification system using WebSockets. The implementation should include: **Server:** - WebSocket server setup with connection authentication (verify JWT on upgrade) - Room/channel management for per-user and per-topic subscriptions - Heartbeat mechanism with configurable ping/pong interval - Graceful reconnection handling with message buffering - Message types: notification, typing_indicator, presence_update, data_sync - Redis pub/sub for horizontal scaling across multiple server instances **Client:** - React hook: useWebSocket with auto-reconnect and exponential backoff - Connection state management (connecting, connected, disconnected, error) - Message queue for offline resilience - Notification toast component with dismiss, action buttons, and stacking - Unread count badge component **Shared:** - TypeScript message type definitions - Protocol version negotiation - Message serialization/deserialization
Use in Copilot Agent Mode for multi-file generation. Adapts to your existing tech stack.
POC: Fully autonomous weapons systems via LLMs — deepseek-v4-pro reasoning model with unrestricted system prompt demonstrates autonomous offensive cyber operations capability for classification analysis and regulatory discussion. ECCN: 4D004 / EAR99.
Codex Cost Router Skills - preflight task routing skills for Codex to reduce token waste, choose model tiers, reasoning effort, permissions, and execution prompts.
Test and compare LLM prompts across providers — automated quality scoring, latency benchmarks, cost analysis. YAML-driven, works with any OpenAI-compatible API.
基于 FastAPI 的 DeepSeek Chat 反向代理,将 DeepSeek 网页版的 API 转换为 OpenAI 兼容格式。 支持流式/非流式对话、专家模式、深度思考(reasoning_content)、工具调用(DSML prompt injection)。 自动处理 PoW 鉴权挑战,无需官方 API Key。
Frozen reasoning LLM (DeepSeek-V4-Flash) as an in-context surrogate for lithium-electrolyte ionic conductivity on CALiSol-23 — selector ablation, chain-of-thought pattern mining, and a one-sentence prompt change that cut worst-case error 87×.
Local DeepSeek V4 proxy: reduces hallucinations strengthens system prompt following stops reasoning loops repairs empty tool-call replies — with built-in session analysis and GUI. / 本地 DeepSeek V4 代理:降低幻觉、增强 system prompt 遵循、防思维循环、修复空回复 自带会话分析与 GUI。
Workflows from the Neura Market marketplace related to this DeepSeek resource