| “”” | |
| dspy.Dialectic v3 — Generic Hegelian dialectical reasoning module. | |
| Works with ANY DSPy signature, like ChainOfThought or ReAct. | |
| Follows the multi-signature orchestration pattern (Pattern 2 from DSPy architecture). | |
| Usage: | |
| # Works with any signature | |
| dialectic = Dialectic(“question -> answer”) | |
| dialectic = Dialectic(“question, context -> answer: int, confidence: float”) |
Written for the oxide Rust rewrite. Self-contained -- no DSPy source access required.
DSPy is a framework for programming with language models where you declare what you want (via typed signatures), not how to prompt. The framework handles prompt construction, output parsing, and -- critically -- automatic optimization of prompts and few-shot examples. The module system is the backbone that makes all of this possible.
| import json | |
| import os | |
| from datetime import datetime | |
| from pathlib import Path | |
| import dspy | |
| class AnalyzeAndUnderstand(dspy.Signature): | |
| """ |
Types tell one story: what success looks like.
Traits tell another: what capabilities exist and how they compose.
Errors are the missing half of the map: how those capabilities actually fail in the real world.
If types are the coordinates of valid states, errors are the geography of refusal:
| #!/bin/bash | |
| # User Setup - For when you already have a user account (Lambda, etc) | |
| # Just run this as your normal user, it'll use sudo when needed | |
| set -e | |
| echo "🚀 User Dev Setup - For existing accounts" | |
| echo "========================================" | |
| echo "Running as: $USER" | |
| echo "" |
| #!/bin/bash | |
| # Simple GPU Dev Setup - Just the essentials, no BS | |
| # Core: developer user, Node.js, Python/uv, Claude Code, VSCode SSH support | |
| set -e | |
| echo "🚀 Simple Dev Setup - Essentials Only" | |
| echo "====================================" | |
| # Must be root |
| #!/bin/bash | |
| # Ultimate setup script - fixes workspace permissions too | |
| # Works in minimal containers and GPU platforms | |
| set -e | |
| echo "🚀 GPU Dev Environment Setup" | |
| echo "============================" | |
| echo "" |
| #!/bin/bash | |
| # Master setup script that orchestrates the complete dev environment setup | |
| # This runs all setup scripts in the correct order | |
| set -e | |
| echo "🚀 GPU Dev Environment Quick Setup" | |
| echo "==================================" | |
| echo "" |
| #!/bin/bash | |
| # Robust setup script that works in minimal containers | |
| # Works even without sudo pre-installed | |
| set -e | |
| echo "🚀 Starting dev environment setup..." | |
| # First, ensure we're running as root | |
| if [ "$EUID" -ne 0 ]; then |
| #!/usr/bin/env bash | |
| # Helper script to authenticate with GitHub CLI | |
| set -euo pipefail | |
| echo "GitHub CLI Authentication Helper" | |
| echo "================================" | |
| echo "" | |
| echo "This will help you authenticate with GitHub to clone private repos." | |
| echo "" |