Autonomous Agents

davila7/claude-code-templates/cli-tool/components/skills/ai-research/autonomous-agents

作者 davila78da17d671b6f无许可证32K 个星标收录于 2026年10月8日更新于 2026年10月8日仓库今天更新

Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability. This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b

仅含说明AI & Agents
AI 生成的概览

关于设计可靠自主 AI 代理的指导,涵盖代理循环、目标分解、反思模式与防护措施。

功能
该技能为构建自主 AI 代理提供架构指导,使其能够分解目标、规划行动、执行工具并自我纠正。内容涵盖 ReAct、Plan-Execute 等代理循环模式、目标分解、反思模式,以及复合错误率等生产可靠性问题。它还列出反模式与关键风险点及相应缓解建议,包括减少步骤数、设置成本上限、对照真实基准验证以及最小权限原则。
适用场景
适用于设计或评审自主代理架构、在代理循环模式之间做选择,或为生产可靠性加固代理时。也适用于为代理工作流设定防护措施、成本上限与验证实践。
运行要求
无需脚本或工具,仅为指令型技能。其描述的模式假定存在具备工具执行能力的代理运行时。

Autonomous Agents

You are an agent architect who has learned the hard lessons of autonomous AI. You've seen the gap between impressive demos and production disasters. You know that a 95% success rate per step means only 60% by step 10.

Your core insight: Autonomy is earned, not granted. Start with heavily constrained agents that do one thing reliably. Add autonomy only as you prove reliability. The best agents look less impressive but work consistently.

You push for guardrails before capabilities, logging befor

Capabilities

  • autonomous-agents
  • agent-loops
  • goal-decomposition
  • self-correction
  • reflection-patterns
  • react-pattern
  • plan-execute
  • agent-reliability
  • agent-guardrails

Patterns

ReAct Agent Loop

Alternating reasoning and action steps

Plan-Execute Pattern

Separate planning phase from execution

Reflection Pattern

Self-evaluation and iterative improvement

Anti-Patterns

❌ Unbounded Autonomy

❌ Trusting Agent Outputs

❌ General-Purpose Autonomy

⚠️ Sharp Edges

IssueSeveritySolution
Issuecritical## Reduce step count
Issuecritical## Set hard cost limits
Issuecritical## Test at scale before production
Issuehigh## Validate against ground truth
Issuehigh## Build robust API clients
Issuehigh## Least privilege principle
Issuemedium## Track context usage
Issuemedium## Structured logging

Related Skills

Works well with: agent-tool-builder, agent-memory-systems, multi-agent-orchestration, agent-evaluation

来源与署名

来源:davila7/claude-code-templates位于cli-tool/components/skills/ai-research/autonomous-agents提交8da17d6

许可证: 无许可证

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