Complete Docker Compose setup with database, cache, storage, and development tooling.
Create a complete Docker Compose development environment for this project. Include: 1. **Application service:** Multi-stage Dockerfile with development and production targets, hot reloading, debugger support 2. **Database:** PostgreSQL with persistent volume, initialization scripts, health check 3. **Cache:** Redis with persistence configuration and memory limits 4. **Message queue:** RabbitMQ or similar if the project uses async processing 5. **Object storage:** MinIO as S3-compatible local storage 6. **Mail catcher:** Mailhog for email testing For each service: - Proper health checks with intervals and retries - Depends_on with condition: service_healthy - Environment variables from .env file - Named volumes for data persistence - Network isolation between services - Resource limits (memory, CPU) Also include: - Makefile with common commands (up, down, logs, shell, migrate, seed) - .dockerignore file - docker-compose.override.yml for local customization
Run with @workspace to detect your project stack and generate matching services.
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