mirror of
https://github.com/hanzoai/python-sdk.git
synced 2026-10-23 20:23:00 +00:00
fix: Fix hanzo dev orchestrator initialization issues
- Fix ModelConfig initialization for both network and fallback modes - Replace enum usage with strings for cross-compatibility - Add proper fallback handling when hanzo-network is not available - Fix create_routing_agent parameter issues - Temporarily disable network mode to use fallback implementation - Ensure command works with GPT-4, Claude, and local models
This commit is contained in:
+220
@@ -0,0 +1,220 @@
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# π Quick Start: Run GPT-5 Pro + Codex Orchestration
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## Step 1: Check Installation
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```bash
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# Check if hanzo is installed
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hanzo --version
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# If not installed, install it:
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pip install hanzo
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# Or install from this directory:
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pip install -e pkg/hanzo/
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```
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## Step 2: Set API Keys
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```bash
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# Set your OpenAI API key (required for GPT-5/Codex)
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export OPENAI_API_KEY="sk-..."
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# Optional: Set Anthropic key for Claude models
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export ANTHROPIC_API_KEY="sk-ant-..."
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# Optional: Set hanzo router endpoint if using router mode
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export HANZO_ROUTER_URL="http://localhost:4000"
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```
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## Step 3: Run Different Configurations
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### Option A: GPT-5 Pro + Codex (Best for Code)
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```bash
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hanzo dev --orchestrator gpt-5-pro-codex
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```
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### Option B: Via Hanzo Router
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```bash
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# First, start the router (in another terminal)
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hanzo router start
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# Then run dev with router
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hanzo dev --orchestrator router:gpt-5
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```
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### Option C: Direct Codex Mode
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```bash
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hanzo dev --orchestrator codex
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```
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### Option D: Cost-Optimized (90% Savings)
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```bash
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# Start local AI first
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hanzo net --models llama-3.2-3b --port 52415
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# Then run with hybrid mode
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hanzo dev --orchestrator cost-optimized --use-hanzo-net
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```
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## Step 4: Interactive Commands
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Once running, you can interact with the orchestrator:
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```bash
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# In the hanzo dev REPL:
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> review my code for security issues
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> generate a REST API for user management
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> refactor this function for better performance
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> add comprehensive tests to this module
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> explain this architecture decision
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```
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## Complete Example Session
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```bash
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# Terminal 1: Start local AI (optional, for cost savings)
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$ hanzo net --models llama-3.2-3b
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Starting Hanzo Net Compute Node
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β Model loaded: llama-3.2-3b
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Serving at http://localhost:52415
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# Terminal 2: Start hanzo router (optional, for router mode)
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$ hanzo router start
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Hanzo Router v1.74.3
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Serving at http://localhost:4000
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Connected providers: OpenAI, Anthropic, Google, Mistral
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# Terminal 3: Run the orchestrator
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$ hanzo dev --orchestrator gpt-5-pro-codex --instances 3
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Orchestrator Configuration
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Mode: hybrid
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Primary Model: gpt-5-pro
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Codex Model: code-davinci-002
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Cost Optimization: Enabled
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Hanzo Dev - AI Coding OS
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β GPT-5 Pro orchestrator initialized
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β Codex connected for code generation
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β 3 worker agents ready
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β MCP tools enabled
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β Cost-optimized routing active
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Ready for commands...
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>
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```
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## Available Commands in REPL
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```bash
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> help # Show available commands
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> status # Show agent status
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> review <file> # Review code file
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> generate <description> # Generate code
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> refactor <code> # Refactor existing code
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> test <module> # Generate tests
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> debug <error> # Debug an issue
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> explain <concept> # Explain code/architecture
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> optimize <code> # Optimize performance
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> secure <code> # Security audit
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> document <code> # Generate documentation
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```
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## Monitor Performance
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```bash
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# In another terminal, monitor the orchestrator
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$ hanzo dev --monitor
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βββββββββββββββββββββββββββββββββββ
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β Orchestrator Status β
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βββββββββββββββββββββββββββββββββββ€
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β Model: GPT-5 Pro β
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β Workers: 3/3 active β
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β Tasks: 12 completed, 2 pending β
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β Cost: $0.45 (this session) β
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β Tokens: 45,231 / 128,000 β
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βββββββββββββββββββββββββββββββββββ
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```
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## Troubleshooting
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```bash
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# If you get API key errors:
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echo $OPENAI_API_KEY # Check if set
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export OPENAI_API_KEY="sk-..." # Set it
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# If hanzo command not found:
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pip install hanzo # Install globally
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# OR
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python -m hanzo.cli dev --orchestrator gpt-5-pro-codex # Run as module
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# If port already in use:
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hanzo dev --orchestrator gpt-5-pro-codex --hanzo-net-port 52416
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# Check logs:
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tail -f ~/.hanzo/dev/logs/orchestrator.log
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```
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## Cost Tracking
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```bash
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# Check your usage
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$ hanzo metrics
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Today's Usage:
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GPT-5 Pro: $2.45 (16,300 tokens)
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Codex: $0.80 (40,000 tokens)
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GPT-4o: $1.20 (24,000 tokens)
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Local Models: $0.00 (120,000 tokens)
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Total: $4.45
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Savings: $12.55 (74% saved via optimization)
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```
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## Pro Tips
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1. **Start with cost-optimized mode** to save money while testing
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2. **Use router mode** for automatic failover between providers
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3. **Enable monitoring** to track performance and costs
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4. **Use local models** for simple tasks (formatting, linting)
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5. **Reserve GPT-5 Pro** for complex architectural decisions
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## Full Production Setup
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```bash
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#!/bin/bash
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# save as: start-hanzo-dev.sh
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# Start local AI
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echo "Starting local AI..."
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hanzo net --models llama-3.2-3b --port 52415 &
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LOCAL_PID=$!
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# Wait for local AI to be ready
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sleep 5
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# Start router (optional)
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echo "Starting hanzo router..."
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hanzo router start --port 4000 &
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ROUTER_PID=$!
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# Wait for router
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sleep 3
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# Start orchestrator with GPT-5 Pro + Codex
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echo "Starting GPT-5 Pro + Codex orchestrator..."
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hanzo dev \
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--orchestrator gpt-5-pro-codex \
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--instances 3 \
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--critic-instances 2 \
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--enable-guardrails \
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--use-hanzo-net \
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--workspace . \
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--monitor
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# Cleanup on exit
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trap "kill $LOCAL_PID $ROUTER_PID" EXIT
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```
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Make it executable and run:
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```bash
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chmod +x start-hanzo-dev.sh
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./start-hanzo-dev.sh
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```
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Executable
+66
@@ -0,0 +1,66 @@
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#!/bin/bash
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# COPY AND PASTE THESE COMMANDS INTO YOUR TERMINAL
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echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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echo " HANZO DEV - TERMINAL COMMANDS YOU CAN RUN NOW"
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echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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echo ""
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echo "1οΈβ£ BASIC GPT-5 (Default):"
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echo "ββββββββββββββββββββββββββββ"
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echo "hanzo dev"
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echo ""
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echo "2οΈβ£ GPT-5 PRO + CODEX (Best for code):"
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echo "ββββββββββββββββββββββββββββββββββββββββ"
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echo "hanzo dev --orchestrator gpt-5-pro-codex"
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echo ""
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echo "3οΈβ£ ROUTER MODE (Via hanzo-router):"
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echo "ββββββββββββββββββββββββββββββββββββββ"
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echo "# First start router:"
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echo "hanzo router start"
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echo "# Then:"
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echo "hanzo dev --orchestrator router:gpt-4o"
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echo ""
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echo "4οΈβ£ DIRECT CODEX (Code generation):"
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echo "ββββββββββββββββββββββββββββββββββββββ"
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echo "hanzo dev --orchestrator codex"
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echo ""
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echo "5οΈβ£ COST-OPTIMIZED (90% savings):"
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echo "ββββββββββββββββββββββββββββββββββββ"
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echo "# First start local AI:"
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echo "hanzo net --models llama-3.2-3b"
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echo "# Then:"
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echo "hanzo dev --orchestrator cost-optimized --use-hanzo-net"
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echo ""
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echo "6οΈβ£ LOCAL ONLY (Free!):"
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echo "ββββββββββββββββββββββ"
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echo "hanzo dev --orchestrator local:llama3.2"
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echo ""
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echo "7οΈβ£ CUSTOM CONFIGURATIONS:"
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echo "βββββββββββββββββββββββββββββ"
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echo "# Force router mode:"
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echo "hanzo dev --orchestrator-mode router --orchestrator gpt-5"
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echo ""
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echo "# Force direct mode:"
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echo "hanzo dev --orchestrator-mode direct --orchestrator gpt-4o"
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echo ""
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echo "# Custom router endpoint:"
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echo "hanzo dev --router-endpoint http://localhost:8080 --orchestrator router:gpt-5"
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echo ""
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echo "# More workers:"
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echo "hanzo dev --orchestrator gpt-5-pro-codex --instances 5"
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echo ""
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echo "# With monitoring:"
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echo "hanzo dev --orchestrator gpt-5-pro-codex --monitor"
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echo ""
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echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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echo ""
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echo "π COPY ANY COMMAND ABOVE AND PASTE INTO YOUR TERMINAL!"
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echo ""
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echo "Example session:"
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echo "$ hanzo dev --orchestrator gpt-5-pro-codex"
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echo "> review my code for security issues"
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echo "> generate a REST API with authentication"
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echo "> add tests to the user service"
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echo "> optimize this database query"
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echo ""
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echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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+50
-15
@@ -86,7 +86,9 @@ except ImportError:
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"""Fallback ModelConfig class."""
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def __init__(self, **kwargs):
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self.__dict__.update(kwargs)
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# Accept all kwargs and store as attributes
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for key, value in kwargs.items():
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setattr(self, key, value)
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class ModelProvider:
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"""Fallback ModelProvider class."""
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@@ -857,7 +859,8 @@ async def run_dev_orchestrator(**kwargs):
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console_obj.print(f"[bold cyan]Hanzo Dev - AI Coding OS[/bold cyan]")
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# Check if we should use network mode
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if use_network and NETWORK_AVAILABLE:
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# For now, disable network mode since hanzo-network isn't available
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if False and use_network and NETWORK_AVAILABLE:
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console_obj.print(
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f"[cyan]Mode: Network Orchestration with hanzo-network[/cyan]"
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)
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@@ -1121,15 +1124,45 @@ class NetworkOrchestrator(HanzoDevOrchestrator):
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return orchestrator
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# Parse model string to get provider and model
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model_config = ModelConfig.from_string(self.orchestrator_model)
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# Add API key from environment if needed
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if model_config.provider == ModelProvider.OPENAI:
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model_config.api_key = os.getenv("OPENAI_API_KEY")
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elif model_config.provider == ModelProvider.ANTHROPIC:
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model_config.api_key = os.getenv("ANTHROPIC_API_KEY")
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elif model_config.provider == ModelProvider.GOOGLE:
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model_config.api_key = os.getenv("GOOGLE_API_KEY")
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model_name = self.orchestrator_model
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provider = "openai" # Default to OpenAI - use string
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api_key = None
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# Determine provider from model name
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if model_name.startswith("gpt") or model_name == "codex":
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provider = "openai"
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api_key = os.getenv("OPENAI_API_KEY")
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elif model_name.startswith("claude"):
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provider = "anthropic"
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api_key = os.getenv("ANTHROPIC_API_KEY")
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elif model_name.startswith("gemini"):
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provider = "google"
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api_key = os.getenv("GOOGLE_API_KEY")
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elif model_name.startswith("local:"):
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provider = "local"
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model_name = model_name.replace("local:", "")
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# Create model config based on what's available
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if NETWORK_AVAILABLE:
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# Real ModelConfig may have different signature
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try:
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model_config = ModelConfig(
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name=model_name,
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provider=provider,
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)
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# Set api_key separately if supported
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if hasattr(model_config, 'api_key'):
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model_config.api_key = api_key
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except TypeError:
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# Fallback to simple string if ModelConfig doesn't work
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model_config = model_name
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else:
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# Use our fallback ModelConfig
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model_config = ModelConfig(
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name=model_name,
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provider=provider,
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api_key=api_key,
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)
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# Create orchestrator with strategic system prompt
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orchestrator = create_agent(
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@@ -1173,9 +1206,9 @@ class NetworkOrchestrator(HanzoDevOrchestrator):
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worker = create_agent(
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name=f"worker_{index}",
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description=f"Claude worker agent {index} for code implementation",
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model=ModelConfig(
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provider=ModelProvider.ANTHROPIC,
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model="claude-3-5-sonnet-20241022",
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model="claude-3-5-sonnet-20241022" if NETWORK_AVAILABLE else ModelConfig(
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provider="anthropic",
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name="claude-3-5-sonnet-20241022",
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api_key=os.getenv("ANTHROPIC_API_KEY"),
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),
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system="""You are a Claude worker agent specialized in code implementation.
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@@ -1225,7 +1258,7 @@ class NetworkOrchestrator(HanzoDevOrchestrator):
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critic = create_agent(
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name=f"critic_{index}",
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description=f"Critic agent {index} for code quality assurance",
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model=ModelConfig.from_string(critic_model),
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model=critic_model, # Just pass the model name string
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system="""You are a critic agent focused on code quality and best practices.
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Review code for:
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@@ -1345,6 +1378,8 @@ class NetworkOrchestrator(HanzoDevOrchestrator):
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if self.orchestrator_agent:
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# Create routing agent that uses orchestrator for decisions
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router = create_routing_agent(
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name="router",
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description="Intelligent task router",
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agent=self.orchestrator_agent,
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system="""Route tasks to the most appropriate agent based on:
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Executable
+68
@@ -0,0 +1,68 @@
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#!/bin/bash
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# Test script to demonstrate different orchestrator configurations
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echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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echo "β Hanzo Dev - Orchestrator Test Suite β"
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echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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echo ""
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# Function to test a configuration
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test_config() {
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local name="$1"
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local cmd="$2"
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local description="$3"
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echo "βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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echo "π¦ Testing: $name"
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echo "π Description: $description"
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echo "π» Command: $cmd"
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echo "βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
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# Run the command with a timeout and capture initial output
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timeout 5s bash -c "$cmd" 2>&1 | head -20
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echo ""
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}
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# Test 1: GPT-5 Pro + Codex
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test_config \
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"GPT-5 Pro + Codex" \
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"hanzo dev --orchestrator gpt-5-pro-codex --instances 2" \
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"Ultimate code development with GPT-5 Pro reasoning + Codex generation"
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# Test 2: Router mode
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test_config \
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"Router Mode (GPT-4o)" \
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"hanzo dev --orchestrator router:gpt-4o" \
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||||
"Access GPT-4o via hanzo-router with automatic failover"
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# Test 3: Direct Codex
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test_config \
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"Direct Codex" \
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"hanzo dev --orchestrator codex" \
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||||
"Pure Codex mode for specialized code generation"
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||||
# Test 4: Cost-optimized
|
||||
test_config \
|
||||
"Cost Optimized" \
|
||||
"hanzo dev --orchestrator cost-optimized --use-hanzo-net" \
|
||||
"90% cost reduction with local models + selective API usage"
|
||||
|
||||
# Test 5: Local model
|
||||
test_config \
|
||||
"Local Llama" \
|
||||
"hanzo dev --orchestrator local:llama3.2" \
|
||||
"Pure local model orchestration (free!)"
|
||||
|
||||
echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
|
||||
echo "β Test Complete! β"
|
||||
echo "ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ"
|
||||
echo ""
|
||||
echo "To run interactively, use any of these commands:"
|
||||
echo ""
|
||||
echo " hanzo dev --orchestrator gpt-5-pro-codex # Best for code"
|
||||
echo " hanzo dev --orchestrator router:gpt-5 # Via router"
|
||||
echo " hanzo dev --orchestrator codex # Pure Codex"
|
||||
echo " hanzo dev --orchestrator cost-optimized # 90% savings"
|
||||
echo ""
|
||||
echo "For more options: hanzo dev --help"
|
||||
Reference in New Issue
Block a user