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Automation
Skill

/anti-drift

Hierarchical coordination and drift detection with frequent checkpoints, shared memory coherence validation, role specialization enforcement, and short task cycles.

From plugin
babysitter
1.8k200 skills3 agents21 commands1 MCP
Install
$ npx -y skills add a5c-ai/babysitter --skill anti-drift --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/anti-drift

Context preview

The summary Claude sees to decide when to auto-load this skill.

Hierarchical coordination and drift detection with frequent checkpoints, shared memory coherence validation, role specialization enforcement, and short task cycles.

SKILL.md

anti-drift.SKILL.md
name: anti-drift
description: Hierarchical coordination and drift detection with frequent checkpoints, shared memory coherence validation, role specialization enforcement, and short task cycles.
allowed-tools: Read, Write, Edit, Bash, Grep, Glob, WebFetch, WebSearch, Agent, AskUserQuestion
graph:
  domains: [domain:software-engineering]
  skillAreas: [skill-area:agentic-loops, skill-area:orchestration-loop]
  workflows: [workflow:feature-development]
  topics: [topic:developer-experience]
  roles: [role:tech-lead, role:backend-engineer]
  • Tasks with high risk of scope creep
  • When multiple agents work on related subtasks
  • Critical tasks where deviation is costly

Anti-Drift Mechanisms

1. **Hierarchical Coordinator** - Queen agent validates alignment at checkpoints 2. **Frequent Checkpoints** - Every 2 subtasks (configurable) 3. **Shared Memory Coherence** - Validate all agents see consistent state 4. **Short Task Cycles** - Bounded execution windows prevent runaway agents 5. **Role Specialization** - Agents stay within their assigned scope

Drift Scoring

  • `0.0-0.1`: Fully aligned, no intervention needed
  • `0.1-0.3`: Minor drift, automatic correction
  • `0.3-0.5`: Significant drift, checkpoint correction with logging
  • `0.5+`: Critical drift, human escalation via breakpoint

Agents Used

  • `agents/swarm-coordinator/` - Drift detection and correction
  • `agents/tactical-queen/` - Checkpoint enforcement
  • `agents/adaptive-queen/` - Real-time course correction

Tool Use

Invoke via babysitter process: `methodologies/ruflo/ruflo-swarm-coordination`

Read more
Ships withbabysitter

Enforce obedience on agentic workforces. Manage extremely complex workflows through deterministic, hallucination-free self-orchestration.

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