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delegation-core

@athola/claude-night-market
8
0

Framework for delegating tasks to external LLM services. Uses leyline infrastructure for quota, logging, and error handling.

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SKILL.md

name delegation-core
description Framework for delegating tasks to external LLM services. Uses leyline infrastructure for quota, logging, and error handling.
category delegation-framework
tags delegation, external-llm, gemini, qwen, task-management, quality-control
dependencies leyline:quota-management, leyline:usage-logging, leyline:service-registry, leyline:error-patterns, leyline:authentication-patterns
tools delegation-executor
usage_patterns task-assessment, delegation-planning, quality-validation, integration-workflows
complexity intermediate
estimated_tokens 250
progressive_loading true
modules modules/task-assessment.md, modules/cost-estimation.md, modules/handoff-patterns.md, modules/troubleshooting.md
references leyline/skills/quota-management/SKILL.md, leyline/skills/usage-logging/SKILL.md, leyline/skills/error-patterns/SKILL.md, leyline/skills/authentication-patterns/SKILL.md, leyline/skills/service-registry/SKILL.md

Delegation Core Framework

Overview

A method for deciding when and how to delegate tasks to external LLM services. The core principle: delegate execution, retain high-level reasoning.

When to Use

  • Before invoking any external LLM for task assistance.
  • When operations are token-heavy and exceed local context limits.
  • When batch processing benefits from different model characteristics.
  • When tasks require routing between models.

Philosophy

Delegate execution, retain reasoning:

  • Claude handles: Architecture, strategy, design, and review.
  • External LLMs perform: Data processing, pattern extraction, bulk operations, summarization.

Delegation Flow

  1. Task Assessment: Classify task by complexity and context size.
  2. Suitability Evaluation: Check prerequisites and service fit.
  3. Handoff Planning: Formulate request and document plan.
  4. Execution & Integration: Run delegation, validate, and integrate results.

Quick Decision Matrix

Complexity Context Recommendation
High Any Keep local
Low Large Delegate
Low Small Either

High Complexity: Architecture, design decisions, trade-offs, creative problem solving.

Low Complexity: Pattern counting, bulk extraction, boilerplate generation, summarization.

Detailed Workflow Steps

1. Task Assessment (delegation-core:task-assessed)

Classify your task:

  • See modules/task-assessment.md for classification criteria.
  • Use token estimates to determine thresholds.
  • Apply the decision matrix.

Exit Criteria: Task classified with complexity level, context size, and delegation recommendation.

2. Suitability Evaluation (delegation-core:delegation-suitability)

Verify prerequisites:

  • See modules/handoff-patterns.md for checklist.
  • Evaluate cost-benefit ratio using modules/cost-estimation.md.
  • Check for red flags (security, real-time iteration).

Exit Criteria: Service authenticated, quotas verified, cost justified.

3. Handoff Planning (delegation-core:handoff-planned)

Create a delegation plan:

  • See modules/handoff-patterns.md for request template.
  • Document service, command, input context, expected output.
  • Define validation method.

Exit Criteria: Delegation plan documented.

4. Execution & Integration (delegation-core:results-integrated)

Execute and validate results:

  • Run delegation and capture output.
  • Validate format and correctness.
  • Integrate only after validation passes.
  • Log usage.

Exit Criteria: Results validated and integrated, usage logged.

Leyline Infrastructure

Conjure uses leyline for shared infrastructure:

Leyline Skill Used For
quota-management Track service quotas and thresholds.
usage-logging Session-aware audit trails.
service-registry Unified service configuration.
error-patterns Consistent error handling.
authentication-patterns Auth verification.

See modules/cost-estimation.md for leyline integration examples.

Service-Specific Skills

For detailed service workflows:

  • Skill(conjure:gemini-delegation): Gemini CLI specifics.
  • Skill(conjure:qwen-delegation): Qwen MCP specifics.

Module Reference

  • task-assessment.md: Complexity classification, decision matrix.
  • cost-estimation.md: Pricing, budgets, cost tracking.
  • handoff-patterns.md: Request templates, workflows.
  • troubleshooting.md: Common problems, service failures.

Exit Criteria

  • Task assessed and classified.
  • Delegation decision justified.
  • Results validated before integration.
  • Lessons captured.