Skills
.Work. You
Rest

Deep Escalation

Community

Resolve records needing deep LLM analysis in data cleaning pipeline

Data & Analytics#decision logging#data cleaning#web search integration#LLM analysis#record escalation
AuthorTrevorMann
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill is designed to address records that remain in the 'needs_review' state after the deterministic and AI planning phases of a data cleaning pipeline.

Core Features & Use Cases

  • Deep-tier Escalation: Escalates records to the deep LLM tier for multi-round investigation with web search, addressing stuck records.
  • Web Search Evidence Reuse: Utilizes the record's prior web-search evidence to avoid redundant searches.
  • Flagging and Decision Logging: Logs flags and audit decisions on the record after escalation.
  • Budget-gated Execution: Ensures that the deep LLM tier is only used when necessary, based on budget and record status.

Quick Start

Escalate a record to the deep LLM tier for analysis using the 'deep_escalation' skill.

Dependency Matrix

Required Modules

None required

Components

scripts

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: Deep Escalation
Download link: https://github.com/TrevorMann/AIDataCleansing/archive/main.zip#deep-escalation

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 620,000+ vetted skills library on demand.