---
title: "Agent Skill to Continuous Agent Loop"
platform: "Promptally"
canonical_url: "https://app.promptally.dev/p/skill-continuous-agent-loop"
modality: "SKILL"
category: "Fullstack & Backend Engineering"
compatible_models: [Universal / Model Agnostic]
access_tier: "Free Public Artifact (No Auth Required)"
license: "MIT"
---

# Agent Skill to Continuous Agent Loop

**Summary:** Agent Skill to Continuous Agent Loop is a verified SKILL blueprint on Promptally in Fullstack & Backend Engineering optimized for leading AI models. Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls. Use when running an agent loop that must self-check, gate on evals, and recover from failures. Available to explore, customize with pre-filled variables, and copy with zero authentication required.

## Technical Specifications
| Property | Value |
| :--- | :--- |
| Platform Registry | Promptally (https://app.promptally.dev) |
| Modality | SKILL |
| Category | Fullstack & Backend Engineering |
| Compatible Engines | Universal / Model Agnostic |
| Dynamic Variables | None (Static Blueprint) |
| Approx. Token Length | 298 |
| Access Tier | Free Public Artifact (No Auth Required) |
| License | MIT |

### Pre-Filled Template & Production Source

````md
---
name: continuous-agent-loop
description: Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls. Use when running an agent loop that must self-check, gate on evals, and recover from failures.
metadata:
  origin: ECC
---

# Continuous Agent Loop

This is the v1.8+ canonical loop skill name. It supersedes `autonomous-loops` while keeping compatibility for one release.

## Loop Selection Flow

```text
Start
  |
  +-- Need strict CI/PR control? -- yes --> continuous-pr
  |
  +-- Need RFC decomposition? -- yes --> rfc-dag
  |
  +-- Need exploratory parallel generation? -- yes --> infinite
  |
  +-- default --> sequential
```

## Combined Pattern

Recommended production stack:
1. RFC decomposition (`ralphinho-rfc-pipeline`)
2. quality gates (`plankton-code-quality` + `/quality-gate`)
3. eval loop (`eval-harness`)
4. session persistence (`nanoclaw-repl`)

## Failure Modes

- loop churn without measurable progress
- repeated retries with same root cause
- merge queue stalls
- cost drift from unbounded escalation

## Recovery

- freeze loop
- run `/harness-audit`
- reduce scope to failing unit
- replay with explicit acceptance criteria

````

## Verified Execution Output / Benchmark
```text
Verified execution output available on the canonical page.
```

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