LLM Agent Production Deployment Roadmap

Q4 2026 (Sep - Dec 2026)

G1: Architecture Design & Tech Stack Selection

Status: in-progress
Priority: high
TitleZh: 架构设计与技术栈选型
Description: Design agent architecture, select frameworks (LangChain/LangGraph, AutoGen)
DescriptionZh: 设计智能体架构，选择框架(LangChain/LangGraph, AutoGen)

G2: Core Agent Implementation

Status: pending
Priority: high
TitleZh: 核心智能体实现
Description: Implement basic agent with tool use, memory, and planning capabilities
DescriptionZh: 实现具备工具使用、记忆和规划能力的基础智能体

G3: Evaluation Framework Setup

Status: pending
Priority: medium
TitleZh: 评估框架搭建
Description: Set up automated evaluation for agent quality, latency, cost
DescriptionZh: 建立智能体质量、延迟、成本的自动化评估

Q1 2027 (Jan - Mar 2027)

G4: Production Integration

Status: pending
Priority: high
TitleZh: 生产环境集成
Description: Integrate with existing infrastructure, add monitoring/observability
DescriptionZh: 与现有基础设施集成，添加监控/可观测性

G5: Performance Optimization

Status: pending
Priority: high
TitleZh: 性能优化
Description: Optimize latency, reduce token usage, implement caching
DescriptionZh: 优化延迟，减少token使用，实现缓存

G6: Safety & Guardrails

Status: pending
Priority: high
TitleZh: 安全防护机制
Description: Implement content filtering, rate limiting, output validation
DescriptionZh: 实现内容过滤、速率限制、输出验证

Q2 2027 (Apr - Jun 2027)

G7: Scaling & Load Testing

Status: pending
Priority: high
TitleZh: 扩展与负载测试
Description: Scale to handle 10x traffic, stress testing
DescriptionZh: 扩展至处理10倍流量，压力测试

G8: User Feedback Integration

Status: pending
Priority: medium
TitleZh: 用户反馈集成
Description: Implement human-in-the-loop, feedback collection
DescriptionZh: 实现人在环中、反馈收集

Q3 2027 (Jul - Sep 2027)

G9: Cost Analysis & Optimization

Status: pending
Priority: high
TitleZh: 成本分析与优化
Description: Detailed cost breakdown, identify optimization opportunities
DescriptionZh: 详细成本分解，识别优化机会

G10: Documentation & Knowledge Transfer

Status: pending
Priority: medium
TitleZh: 文档与知识转移
Description: Write technical documentation, train other teams
DescriptionZh: 编写技术文档，培训其他团队