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infinite-agents-public/infinite_variants/VARIANT_5_INDEX.md

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Infinite Loop Variant 5: Configuration-Driven Orchestration

Status: ✓ Complete
Generated: 2025-10-10
Location: /home/ygg/Workspace/sandbox/infinite-agents/infinite_variants/infinite_variant_5/

Overview

This variant implements a configuration-driven orchestration system with chain prompting patterns for multi-stage workflow execution. All orchestration parameters are externalized to JSON configuration files, enabling flexible, reproducible, and production-ready infinite loop execution.

Key Innovation

Configuration-Driven Architecture: Complete elimination of hardcoded values through hierarchical JSON configuration system with multi-stage validation and runtime overrides.

Chain Prompting: 7-stage workflow decomposition with XML state passing, self-correction loops, and single-task focus per stage.

Web Learning Applied

Source: https://docs.claude.com/en/docs/build-with-claude/prompt-engineering/chain-prompts

Techniques:

  1. Workflow decomposition into sequential subtasks (7 stages)
  2. State passing via XML tags between stages
  3. Self-correction loops for quality improvement
  4. Single-task focus for maximum attention per stage

Statistics

  • Total Files: 14
  • Total Lines: 4,723
  • Documentation: 2,526 lines (53% coverage)
  • Configurable Parameters: 40+
  • Configuration Profiles: 3 (development, production, research)
  • Commands: 3 (/project:infinite-config, /project:validate-config, /project:configure)
  • Validation Stages: 3 (schema, semantic, cross-field)
  • Chain Prompting Stages: 7 (standard, expandable to 11+)

Files Generated

Commands (3 files, 1,541 lines)

  • .claude/commands/infinite-config.md (511 lines) - Main orchestration with chain prompting
  • .claude/commands/validate-config.md (457 lines) - Multi-stage configuration validation
  • .claude/commands/configure.md (573 lines) - Interactive configuration management

Configuration System (5 files, 655 lines)

  • .claude/config/defaults.json (77 lines) - Base configuration
  • .claude/config/schema.json (261 lines) - JSON schema for validation
  • .claude/config/profiles/development.json (78 lines) - Development profile
  • .claude/config/profiles/production.json (77 lines) - Production profile
  • .claude/config/profiles/research.json (81 lines) - Research profile

Documentation (4 files, 2,526 lines)

  • README.md (407 lines) - Overview and quick start
  • CLAUDE.md (555 lines) - Project instructions for Claude Code
  • docs/configuration_guide.md (1,371 lines) - Complete configuration reference
  • specs/example_spec.md (193 lines) - Example specification

Examples & Settings (2 files, 82 lines)

  • examples/custom_config.json (78 lines) - Example custom configuration
  • .claude/settings.json (4 lines) - Tool permissions

Key Features

1. Configuration-Driven Architecture

  • Zero hardcoded values - all parameters externalized
  • Hierarchical merging: defaults → profile → custom → runtime
  • JSON Schema validation (schema + semantic + cross-field)
  • Multiple profiles (development, production, research)
  • Runtime overrides via inline JSON

2. Chain Prompting Implementation

  • 7-stage workflow: Load → Validate → Merge → Analyze → Plan → Execute → Validate
  • XML state passing for traceability
  • Single-task focus per stage
  • Self-correction loops
  • Expandable to 11+ stages for research

3. Configuration Profiles

Development:

  • Small batches (3), 2 agents, verbose logging
  • Review stage enabled, lower uniqueness (0.7)
  • Use: Testing, debugging, learning

Production:

  • Large batches (10), 5 agents, minimal logging
  • Review disabled, high uniqueness (0.9)
  • Use: Scale, efficiency, throughput

Research:

  • Medium batches (5), 3 agents, maximum logging
  • Review enabled, very high uniqueness (0.95)
  • 11 stages, extensive web priming (8 URLs)
  • Use: Quality, exploration, experimentation

4. Interactive Configuration Tools

  • Create: Guided configuration creation
  • Edit: Modify existing configurations
  • Compare: Side-by-side comparison
  • Optimize: Auto-optimize for use case (speed, quality, scale)
  • Merge: Combine multiple configurations

5. Validation System

  • Schema Validation: Types, constraints, enums, patterns
  • Semantic Validation: Logical consistency, value reasonableness
  • Cross-Field Validation: Relationships, compatibility, performance

Usage Examples

# Use default configuration
/project:infinite-config specs/example_spec.md output 5

# Use development profile
/project:infinite-config specs/example_spec.md output_dev 3 development

# Use production profile
/project:infinite-config specs/example_spec.md output_prod 20 production

# Use custom configuration
/project:infinite-config specs/example_spec.md output 10 custom examples/custom_config.json

# Inline overrides
/project:infinite-config specs/example_spec.md output 5 development '{"orchestration":{"max_parallel_agents":8}}'

# Validate configuration
/project:validate-config examples/custom_config.json

# Create custom configuration
/project:configure create production my_custom.json

# Compare profiles
/project:configure compare development production

# Optimize for speed
/project:configure optimize speed

Configuration Sections

  1. orchestration (6 settings) - Parallel execution, batching, timeouts
  2. generation (5 settings) - Output directory, naming, format, metadata
  3. quality (5 settings) - Uniqueness, validation, review, retries
  4. web_enhancement (7 settings) - Web learning, priming, URLs, caching
  5. logging (5 settings) - Level, verbosity, agent outputs, web fetches
  6. chain_prompting (4 settings) - Stages, self-correction, state passing
  7. features (4 settings) - URL strategy, theme evolution, learning, indexing
  8. limits (4 settings) - Max iterations, file sizes, output size, warnings

Total: 40+ configurable parameters

Benefits

  1. Flexibility: Every parameter adjustable without code changes
  2. Reproducibility: Save and share configurations
  3. Quality: Multi-stage validation ensures correctness
  4. Scalability: Profiles optimize for different scales
  5. Maintainability: Configuration separate from logic
  6. Experimentation: Easy to test different settings
  7. Collaboration: Share configurations across team
  8. Transparency: Chain prompting provides audit trail

Comparison to Other Variants

Feature Variant 1 (Original) Variant 5 (Config-Driven)
Configuration Hardcoded Fully configurable
Profiles None 3 built-in + custom
Workflow Single-stage Chain prompting (7 stages)
Validation Basic Schema + semantic + cross-field
Flexibility Low High
Production-Ready No Yes
Self-Correction No Yes (configurable)
Runtime Overrides No Yes
Interactive Tools No Yes

Next Steps

  1. Explore configuration profiles in .claude/config/profiles/
  2. Read complete guide in docs/configuration_guide.md
  3. Try example specification with different profiles
  4. Create custom configuration with /project:configure create
  5. Validate configurations with /project:validate-config
  6. Run generations with /project:infinite-config
  7. Compare profiles with /project:configure compare
  8. Optimize for use case with /project:configure optimize

Documentation

  • README.md - Overview and quick start guide
  • CLAUDE.md - Project instructions for Claude Code
  • docs/configuration_guide.md - Complete 1,371-line configuration reference
  • GENERATION_SUMMARY.txt - Detailed generation summary
  • .claude/commands/*.md - Command documentation

See Also

  • Variant 1: Original infinite loop orchestration
  • Variant 2: Web-enhanced infinite loop
  • Variant 3: State-based orchestration
  • Variant 4: Specialized agent roles
  • Variant 6+: Future variants building on this foundation