autonomous-agents

sickn33/antigravity-awesome-skills · updated Apr 8, 2026

$npx skills add https://github.com/sickn33/antigravity-awesome-skills --skill autonomous-agents
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summary

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
  • Iden
skill.md

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

Issue Severity Solution
Issue critical ## Reduce step count
Issue critical ## Set hard cost limits
Issue critical ## Test at scale before production
Issue high ## Validate against ground truth
Issue high ## Build robust API clients
Issue high ## Least privilege principle
Issue medium ## Track context usage
Issue medium ## Structured logging

Related Skills

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

When to Use

This skill is applicable to execute the workflow or actions described in the overview.

Discussion

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general reviews

Ratings

4.747 reviews
  • Yusuf Rao· Dec 24, 2024

    Useful defaults in autonomous-agents — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Anika Huang· Dec 20, 2024

    autonomous-agents is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • William Sharma· Dec 12, 2024

    Keeps context tight: autonomous-agents is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Dhruvi Jain· Dec 8, 2024

    Useful defaults in autonomous-agents — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Sophia Mehta· Dec 4, 2024

    I recommend autonomous-agents for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

  • Oshnikdeep· Nov 27, 2024

    autonomous-agents is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • William Reddy· Nov 23, 2024

    Keeps context tight: autonomous-agents is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Kwame Bhatia· Nov 15, 2024

    autonomous-agents is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Benjamin Martinez· Nov 11, 2024

    Useful defaults in autonomous-agents — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • William Liu· Nov 3, 2024

    I recommend autonomous-agents for anyone iterating fast on agent tooling; clear intent and a small, reviewable surface area.

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