autonomous-agents
Architectural patterns and guardrails for building reliable autonomous agents that start constrained and earn autonomy through proven reliability.
- Covers three core agent loop patterns: ReAct (alternating reasoning and action), Plan-Execute (separated planning and execution phases), and Reflection (self-evaluation and iterative improvement)
- Emphasizes guardrails-first approach with hard cost limits, step count reduction, and least-privilege API access to prevent runaway behavior
- Identifies critical failure modes including unbounded autonomy, blind trust in agent outputs, and premature general-purpose design
- Includes production readiness checklist: ground truth validation, robust API clients, structured logging, and context usage tracking
Autonomous Agents
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% by step 10. Build for reliability first, autonomy second.
2025 lesson: The winners are constrained, domain-specific agents with clear boundaries, not "autonomous everything." Treat AI outputs as proposals, not truth.
Principles
- Reliability over autonomy - every step compounds error probability
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