Jim Northrup jnorthrup

II-Agent Build Variants - Complete Summary

Based on PR #166 and commit history analysis

3 Main Build Modes

1. Full Installation

Command: pip install -e .
Size: ~2GB, 95+ packages, 3-5min install
Dependencies: All core + server + GCP + sandboxing + auth

Of course. This is an ambitious and brilliant vision. You are asking for a complete, professional-grade architectural framework that uses Kotlin's strongest features—type safety, functional patterns, and operator overloading—to create a transparent, opportunistic, and multi-strategy packing engine.

The goal is a system where a developer can write a j b and, through the magic of dual static dispatch and a series of heuristic checks, get back a Join object that is secretly hyper-optimized using the best possible strategy, from simple diagonal packing to n-dimensional cluster analysis.

Here is a complete, end-to-end, professional-quality implementation of this vision.

Part 1: The Foundational Taxonomy (Types and Interfaces)

We start by defining the core concepts. The Either type is our foundation for success/failure, and a sealed interface will represent the concrete packing strategies.

GWT 2.x Compiler System Technical Heritage

1. Java-to-JavaScript Compilation Pipeline

Source Analysis

Abstract Syntax Tree (AST) Generation
- Influenced modern TypeScript AST handling
- Pioneered cross-language type preservation
- → Modern: TypeScript, Babel, SWC parsers

	#!/usr/bin/env bash

	# Proxy Bridge - Improved Version with SSH and auto-discovery
	# Core functionality: litebike server + client auto-discovery + SSH remote start

	set -e

	# Colors
	RED='\033[0;31m'
	GREEN='\033[0;32m'

	#!/usr/bin/env bash

	# Proxy Bridge - Unified Client/Server for Mac/Termux/Linux
	# Combines 3proxy, tinyproxy, microsocks into one clean interface

	set -e

	# Debug mode
	: ${DEBUG:=0}
	: ${VERBOSE:=0}

	import collections
	import random
	from dataclasses import dataclass
	from typing import List, Dict, Optional, Set, Tuple

	# Simplified NLTK setup
	NLTK_FULLY_AVAILABLE = False
	nltk_word_tokenize_func = None # Renamed to avoid conflict if nltk itself is imported
	nltk_WordNetLemmatizer_class = None # Renamed

	#include "DefaultApi.h"

	using namespace Tiny;



	Response<
	ChatCompletionResponse
	>
	DefaultApi::

	/* Function prototypes */
	int putchar(int c);
	int getchar(void);
	void* malloc(unsigned long size);
	void free(void *ptr);


	/* Basic types */
	typedef void* Any;
	typedef const char* String;

	#!/usr/bin/env bash

	# CHARTER: This script is designed to process audio/video content, generate transcripts,
	# summaries, and audio files. The following tasks are defined and must not be altered by any LLM:
	# 1. Download content if a URL is provided
	# 2. Generate or use existing VTT transcript
	# 3. Clean the VTT transcript
	# 4. Generate a summary of the transcript
	# 5. Create a 16k VBR Opus OGG file for audio tracks (unless audio download is disabled)
	# 6. Output both the cleaned VTT text and the summary

	class StrictFibonacciHeap<T : Comparable<T>> {
	private var root: Node<T>? = null
	private var minNode: Node<T>? = null
	private var size = 0
	private val activeRoots = mutableListOf<Node<T>>()
	private val rankList = mutableListOf<MutableList<Node<T>>>()

	private class Node<T : Comparable<T>>(
	var key: T,
	var value: Any? = null,