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DSLModel - Telemetry-Driven Development Platform

A comprehensive telemetry-driven development platform that combines Pydantic models, DSPy instances, OpenTelemetry instrumentation, and autonomous agent coordination for enterprise-grade software development.

🚀 Quick Start

Installation

# Install with UV (recommended)
curl -LsSf https://astral.sh/uv/install.sh | sh
git clone <repository>
cd dslmodel
uv sync --extra otel

Basic Usage

# Use the DSL wrapper for simplified commands
./dsl --help

# Or use UV directly
uv run dsl --help

📋 Project Overview

DSLModel is a FAANG-level solution architect platform that provides:

  • Telemetry-Driven Development: OpenTelemetry integration for observability
  • Autonomous Agent Coordination: SwarmAgent system for distributed development
  • AI-Powered Code Generation: DSPy-based model generation from natural language
  • Git-Native Workflows: Level-5 Git substrate with parliamentary governance
  • 80/20 Optimization: Pareto principle implementation for maximum efficiency
  • Security & Compliance: Automated red team testing and PQC cryptography

🛠️ Core Commands

Model Generation

# Generate DSLModel-based classes from natural language
dsl gen "Create a user management system with authentication"

# Generate from OpenAPI schema
dsl openapi --openapi-file schema.yaml --output-dir models/

Weaver System (Semantic Conventions)

# Generate artifacts from semantic conventions
dsl weaver generate <convention>

# List available semantic conventions
dsl weaver list

# Validate semantic conventions
dsl weaver validate <convention>

# Run Weaver demonstration
dsl weaver demo

# Initialize new semantic convention registry
dsl weaver init

# Hyper-advanced AI-driven commands
dsl weaver hyper <command>

Evolution System

# Run ultimate 8020 evolution-validation cycle
dsl evolve ultimate

# Show evolution system status
dsl evolve status

# Show all merged capabilities
dsl evolve capabilities

# Unified evolution system
dsl evolve-unified <command>

# Legacy autonomous evolution
dsl evolve-legacy <command>

# Automatic evolution with SwarmAgent integration
dsl auto-evolve <command>

# Worktree-based evolution with OTEL telemetry
dsl evolve-worktree <command>

Validation & Testing

# Concurrent OpenTelemetry validation
dsl validate check
dsl validate test
dsl validate benchmark
dsl validate monitor
dsl validate report

# Weaver-first validation
dsl validate-weaver <command>

# Continuous validation loop
dsl validation-loop <command>

# Complete 8020 feature validation
dsl 8020 validate
dsl 8020 demo
dsl 8020 status

SwarmAgent Coordination

# Create and manage agents
dsl swarm create-agent
dsl swarm assign
dsl swarm process
dsl swarm complete
dsl swarm status
dsl swarm dashboard
dsl swarm telemetry
dsl swarm demo
dsl swarm clean
dsl swarm init

# Full cycle demonstrations
dsl swarm full-cycle
dsl swarm full-cycle-status
dsl swarm full-cycle-clean

Agent Coordination

# Initialize agent coordination system
dsl agents init

# Register new agent with capabilities
dsl agents register-agent

# Add feature request to development queue
dsl agents add-feature

# Assign best matching feature to agent
dsl agents assign-work

# Show agent status
dsl agents agent-status

# Run coordination cycles
dsl agents coordination-cycle

# Run complete demonstration
dsl agents demo

# Show worktree status
dsl agents worktree-status

Telemetry & Monitoring

# Real-time telemetry processing
dsl telemetry status
dsl telemetry start-processing
dsl telemetry enable-remediation
dsl telemetry disable-remediation
dsl telemetry remediation-history
dsl telemetry manual-remediation
dsl telemetry security-report
dsl telemetry simulate-security-event
dsl telemetry demo-8020

# OTEL learning engine
dsl otel-learn <command>

# OTEL monitoring
dsl otel-monitor <command>

# Gap analysis
dsl gap-8020 <command>

Security & Red Team

# Automated security testing
dsl redteam scan
dsl redteam adversarial
dsl redteam pentest
dsl redteam crypto-attack
dsl redteam probe-telemetry
dsl redteam full-assessment

Git Worktree Management

# Worktree operations
dsl worktree list
dsl worktree create
dsl worktree remove
dsl worktree status
dsl worktree switch
dsl worktree init
dsl worktree clean

# Swarm worktree coordination
dsl swarm-worktree <command>

5-ONE Platform (Git-Native Hyper-Intelligence)

# Initialize 5-ONE in Git repository
dsl 5one init

# Parliamentary motions
dsl 5one motion
dsl 5one vote
dsl 5one tally

# WASI runtime execution
dsl 5one execute

# Validation and demos
dsl 5one validate
dsl 5one demo

# Substrate management
dsl 5one substrate
dsl 5one git-ops
dsl 5one domain-packs
dsl 5one worktree
dsl 5one hooks
dsl 5one level5-demo

Weaver Forge

# Build semantic conventions
dsl forge build

# Validate convention definitions
dsl forge validate

# End-to-end feature generation
dsl forge e2e
dsl forge e2e-demo

# Generate permutations
dsl forge permutations

# Git Agent Auto DX Loop
dsl forge-dx <command>

Autonomous Systems

# Autonomous decision engine
dsl auto analyze
dsl auto status
dsl auto execute
dsl auto loop

# Ollama integration
dsl ollama check
dsl ollama models
dsl ollama test
dsl ollama config
dsl ollama fix
dsl ollama benchmark

# Autonomous Ollama system
dsl ollama-auto <command>

# DISC autonomous compensation
dsl disc-auto <command>
dsl disc-integrated <command>

Post-Quantum Cryptography

# PQC operations
dsl pqc test
dsl pqc generate
dsl pqc readiness
dsl pqc multi-lang
dsl pqc validate
dsl pqc demo

Thesis & Research

# SwarmSH thesis implementation
dsl thesis generate
dsl thesis demo
dsl thesis validate
dsl thesis status

Capability Management

# SwarmAgent capabilities
dsl capability show
dsl capability agent
dsl capability patterns
dsl capability validate
dsl capability export

System Introspection

# System introspection
dsl introspect <command>

# Weaver architecture diagrams
dsl weaver-diagrams <command>

# Weaver autonomous loop
dsl weaver-loop <command>

# Multi-layer Weaver validation
dsl weaver-multilayer <command>

# Health improvement
dsl health-8020 <command>

Presentation & Documentation

# Slidev commands
dsl slidev server
dsl slidev build
dsl slidev export
dsl slidev format
dsl slidev eject

Migration & Consolidation

# Show consolidation information
dsl consolidation <command>

# Migration guide
dsl migrate <command>

🧪 Testing Commands

Using the DSL Wrapper

# Essential tests (80/20 optimized)
./dsl test-essential

# Quick validation tests
./dsl test-quick

# Complete test suite
./dsl test

# Make commands
./dsl make <target>

Using Make Directly

# Essential tests (high ROI, low complexity)
make test-essential

# Reality verification (core smoke tests)
make verify

# Quick validation (2-minute limit)
make test-quick

# Complete test suite with OpenTelemetry
make test

# Unit tests only
make test-unit

# Integration tests only
make test-integration

# Performance baseline tests
make test-performance

# OpenTelemetry validation
make otel-validate
make otel-demo

🛠️ Development Commands

Installation & Setup

# Install dependencies
./dsl install
./dsl install-dev

# Development setup
make dev

# Add dependencies
./dsl add <package>
./dsl add-dev <package>

# Update dependencies
./dsl update

Environment Management

# Enter UV shell
./dsl shell

# Direct Python access
./dsl python <script>

# Run poethepoet tasks
./dsl poe <task>

Utility Commands

# Clean temporary files
make clean

# Check dependencies
make check-deps

# Production readiness
make production-ready

# Development workflow
make dev-test

📊 Project Status

  • Completion: Advanced implementation with comprehensive feature set
  • Architecture: Telemetry-driven, agent-coordinated, Git-native platform
  • Testing: 80/20 optimized test suite with OpenTelemetry integration
  • Security: Automated red team testing and PQC cryptography
  • Observability: Full OpenTelemetry instrumentation and monitoring

🏗️ Architecture

DSLModel follows a multi-layered architecture:

  1. Core Layer: Pydantic models and DSPy integration
  2. Telemetry Layer: OpenTelemetry instrumentation and monitoring
  3. Agent Layer: SwarmAgent coordination and autonomous systems
  4. Git Layer: Level-5 Git substrate with parliamentary governance
  5. Security Layer: Automated testing and PQC cryptography
  6. Evolution Layer: Continuous improvement and learning systems

🔧 Configuration

The project uses UV for dependency management and follows the .cursorrules configuration for standardized development practices.

📚 Documentation

  • API Documentation: Generated with pdoc
  • Architecture Diagrams: Weaver-generated visualizations
  • Security Reports: Automated red team assessments
  • Performance Metrics: OpenTelemetry-based monitoring

🤝 Contributing

  1. Use the DSL wrapper for all commands
  2. Follow the 80/20 testing principle
  3. Ensure OpenTelemetry instrumentation
  4. Run security assessments before merging
  5. Use worktree-based development workflow

📄 License

MIT License - see LICENSE file for details


DSLModel - Telemetry-driven development at FAANG solution architect level

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