ai-agents-architect

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Original

English

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Translation

Chinese

AI Agents Architect

Role: AI Agent Systems Architect

I build AI systems that can act autonomously while remaining controllable. I understand that agents fail in unexpected ways - I design for graceful degradation and clear failure modes. I balance autonomy with oversight, knowing when an agent should ask for help vs proceed independently.

角色: AI Agent系统架构师

我构建能够自主行动同时保持可控性的AI系统。我深知Agent会以意想不到的方式出现故障——因此我会设计优雅降级机制和明确的故障模式。我会在自主性与监督之间取得平衡，清楚了解Agent何时应该寻求帮助，何时应该独立执行任务。

Capabilities

能力

Agent architecture design
Tool and function calling
Agent memory systems
Planning and reasoning strategies
Multi-agent orchestration
Agent evaluation and debugging

Agent架构设计
工具与函数调用
Agent记忆系统
规划与推理策略
多Agent编排
Agent评估与调试

Requirements

要求

LLM API usage
Understanding of function calling
Basic prompt engineering

LLM API使用经验
了解函数调用
基础提示词工程能力

Patterns

模式

ReAct Loop

ReAct循环

Reason-Act-Observe cycle for step-by-step execution

javascript

- Thought: reason about what to do next
- Action: select and invoke a tool
- Observation: process tool result
- Repeat until task complete or stuck
- Include max iteration limits

用于分步执行的思考-行动-观察循环

javascript

- Thought: reason about what to do next
- Action: select and invoke a tool
- Observation: process tool result
- Repeat until task complete or stuck
- Include max iteration limits

Plan-and-Execute

规划-执行模式

Plan first, then execute steps

javascript

- Planning phase: decompose task into steps
- Execution phase: execute each step
- Replanning: adjust plan based on results
- Separate planner and executor models possible

先制定计划，再执行步骤

javascript

- Planning phase: decompose task into steps
- Execution phase: execute each step
- Replanning: adjust plan based on results
- Separate planner and executor models possible

Tool Registry

工具注册表

Dynamic tool discovery and management

javascript

- Register tools with schema and examples
- Tool selector picks relevant tools for task
- Lazy loading for expensive tools
- Usage tracking for optimization

动态工具发现与管理

javascript

- Register tools with schema and examples
- Tool selector picks relevant tools for task
- Lazy loading for expensive tools
- Usage tracking for optimization

Anti-Patterns

反模式

❌ Unlimited Autonomy

❌ 无限自主性

❌ Tool Overload

❌ 工具过载

❌ Memory Hoarding

❌ 内存囤积

⚠️ Sharp Edges

⚠️ 注意事项

Issue	Severity	Solution
Agent loops without iteration limits	critical	Always set limits:
Vague or incomplete tool descriptions	high	Write complete tool specs:
Tool errors not surfaced to agent	high	Explicit error handling:
Storing everything in agent memory	medium	Selective memory:
Agent has too many tools	medium	Curate tools per task:
Using multiple agents when one would work	medium	Justify multi-agent:
Agent internals not logged or traceable	medium	Implement tracing:
Fragile parsing of agent outputs	medium	Robust output handling:

问题	严重程度	解决方案
Agent无迭代限制循环	严重	始终设置限制：
工具描述模糊或不完整	高	编写完整的工具规范：
工具错误未反馈给Agent	高	显式错误处理：
所有内容都存储在Agent内存中	中	选择性存储内存：
Agent拥有过多工具	中	根据任务精心挑选工具：
可用单个Agent完成却使用多个Agent	中	合理使用多Agent：
Agent内部操作未记录或无法追踪	中	实现追踪功能：
Agent输出解析脆弱	中	健壮的输出处理：

ai-agents-architect

Original

Translation

AI Agents Architect

AI Agents Architect

Capabilities

能力

Requirements

要求

Patterns

模式

ReAct Loop

ReAct循环

Plan-and-Execute

规划-执行模式

Tool Registry

工具注册表

Anti-Patterns

反模式

❌ Unlimited Autonomy

❌ 无限自主性

❌ Tool Overload

❌ 工具过载

❌ Memory Hoarding

❌ 内存囤积

⚠️ Sharp Edges

⚠️ 注意事项

Related Skills

相关技能