unsandbox.com

Anonymous remote code, compile, & execution API for humans & machine learning agents.

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Dart
UN CLI
un.dart 22.1 KB · 683 lines
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Usage

# Run this implementation to execute a Python script
dart cli/inception/un.dart test/fib.py test/fib.py

Source Code 📄

// PUBLIC DOMAIN - NO LICENSE, NO WARRANTY
//
// This is free public domain software for the public good of a permacomputer hosted
// at permacomputer.com - an always-on computer by the people, for the people. One
// which is durable, easy to repair, and distributed like tap water for machine
// learning intelligence.
//
// The permacomputer is community-owned infrastructure optimized around four values:
//
//   TRUTH    - First principles, math & science, open source code freely distributed
//   FREEDOM  - Voluntary partnerships, freedom from tyranny & corporate control
//   HARMONY  - Minimal waste, self-renewing systems with diverse thriving connections
//   LOVE     - Be yourself without hurting others, cooperation through natural law
//
// This software contributes to that vision by enabling code execution across 42+
// programming languages through a unified interface, accessible to all. Code is
// seeds to sprout on any abandoned technology.
//
// Learn more: https://www.permacomputer.com
//
// Anyone is free to copy, modify, publish, use, compile, sell, or distribute this
// software, either in source code form or as a compiled binary, for any purpose,
// commercial or non-commercial, and by any means.
//
// NO WARRANTY. THE SOFTWARE IS PROVIDED "AS IS" WITHOUT WARRANTY OF ANY KIND.
//
// That said, our permacomputer's digital membrane stratum continuously runs unit,
// integration, and functional tests on all of it's own software - with our
// permacomputer monitoring itself, repairing itself, with minimal human in the
// loop guidance. Our agents do their best.
//
// Copyright 2025 TimeHexOn & foxhop & russell@unturf
// https://www.timehexon.com
// https://www.foxhop.net
// https://www.unturf.com/software


// un.dart - Unsandbox CLI Client (Dart Implementation)
// Run: dart un.dart [options] <source_file>
// Compile: dart compile exe un.dart -o un
// Requires: UNSANDBOX_API_KEY environment variable

import 'dart:io';
import 'dart:convert';
import 'package:crypto/crypto.dart';

const String apiBase = 'https://api.unsandbox.com';
const String portalBase = 'https://unsandbox.com';
const String blue = '\x1B[34m';
const String red = '\x1B[31m';
const String green = '\x1B[32m';
const String yellow = '\x1B[33m';
const String reset = '\x1B[0m';

const Map<String, String> extMap = {
  '.py': 'python', '.js': 'javascript', '.ts': 'typescript',
  '.rb': 'ruby', '.php': 'php', '.pl': 'perl', '.lua': 'lua',
  '.sh': 'bash', '.go': 'go', '.rs': 'rust', '.c': 'c',
  '.cpp': 'cpp', '.cc': 'cpp', '.cxx': 'cpp',
  '.java': 'java', '.kt': 'kotlin', '.cs': 'csharp', '.fs': 'fsharp',
  '.hs': 'haskell', '.ml': 'ocaml', '.clj': 'clojure', '.scm': 'scheme',
  '.lisp': 'commonlisp', '.erl': 'erlang', '.ex': 'elixir', '.exs': 'elixir',
  '.jl': 'julia', '.r': 'r', '.R': 'r', '.cr': 'crystal',
  '.d': 'd', '.nim': 'nim', '.zig': 'zig', '.v': 'v',
  '.dart': 'dart', '.groovy': 'groovy', '.scala': 'scala',
  '.f90': 'fortran', '.f95': 'fortran', '.cob': 'cobol',
  '.pro': 'prolog', '.forth': 'forth', '.4th': 'forth',
  '.tcl': 'tcl', '.raku': 'raku', '.m': 'objc',
};

class Args {
  String? command;
  String? sourceFile;
  String? apiKey;
  String? network;
  int vcpu = 0;
  List<String> env = [];
  List<String> files = [];
  bool artifacts = false;
  String? outputDir;
  bool sessionList = false;
  String? sessionShell;
  String? sessionKill;
  bool serviceList = false;
  String? serviceName;
  String? servicePorts;
  String? serviceType;
  String? serviceBootstrap;
  String? serviceInfo;
  String? serviceLogs;
  String? serviceTail;
  String? serviceSleep;
  String? serviceWake;
  String? serviceDestroy;
  String? serviceExecute;
  String? serviceCommand;
  String? serviceDumpBootstrap;
  String? serviceDumpFile;
  bool keyExtend = false;
}

List<String?> getApiKeys(String? argsKey) {
  final publicKey = Platform.environment['UNSANDBOX_PUBLIC_KEY'];
  final secretKey = Platform.environment['UNSANDBOX_SECRET_KEY'];

  // Fall back to UNSANDBOX_API_KEY for backwards compatibility
  if (publicKey == null || publicKey.isEmpty || secretKey == null || secretKey.isEmpty) {
    final legacyKey = argsKey ?? Platform.environment['UNSANDBOX_API_KEY'];
    if (legacyKey == null || legacyKey.isEmpty) {
      stderr.writeln('${red}Error: UNSANDBOX_PUBLIC_KEY and UNSANDBOX_SECRET_KEY not set$reset');
      exit(1);
    }
    return [legacyKey, null];
  }

  return [publicKey, secretKey];
}

String detectLanguage(String filename) {
  final dotIndex = filename.lastIndexOf('.');
  if (dotIndex == -1) {
    throw Exception('Cannot detect language: no file extension');
  }
  final ext = filename.substring(dotIndex).toLowerCase();
  final lang = extMap[ext];
  if (lang == null) {
    throw Exception('Unsupported file extension: $ext');
  }
  return lang;
}

Future<Map<String, dynamic>> apiRequestCurl(String endpoint, String method, String? jsonData, String publicKey, String? secretKey, {String? baseUrl}) async {
  final base = baseUrl ?? apiBase;
  final tempFile = await File('${Directory.systemTemp.path}/un_request_${DateTime.now().millisecondsSinceEpoch}.json').create();

  try {
    final body = jsonData ?? '';
    if (jsonData != null) {
      await tempFile.writeAsString(jsonData);
    }

    final args = ['curl', '-s', '-X', method, '$base$endpoint',
                  '-H', 'Content-Type: application/json'];

    // Add HMAC authentication headers if secretKey is provided
    if (secretKey != null && secretKey.isNotEmpty) {
      final timestamp = (DateTime.now().millisecondsSinceEpoch ~/ 1000).toString();
      final message = '$timestamp:$method:$endpoint:$body';

      final key = utf8.encode(secretKey);
      final bytes = utf8.encode(message);
      final hmacSha256 = Hmac(sha256, key);
      final digest = hmacSha256.convert(bytes);
      final signature = digest.toString();

      args.addAll(['-H', 'Authorization: Bearer $publicKey']);
      args.addAll(['-H', 'X-Timestamp: $timestamp']);
      args.addAll(['-H', 'X-Signature: $signature']);
    } else {
      // Legacy API key authentication
      args.addAll(['-H', 'Authorization: Bearer $publicKey']);
    }

    if (jsonData != null) {
      args.addAll(['-d', '@${tempFile.path}']);
    }

    final result = await Process.run(args[0], args.sublist(1));

    if (result.exitCode != 0) {
      throw Exception('curl failed: ${result.stderr}');
    }

    final response = result.stdout as String;

    // Check for timestamp authentication errors
    if (response.toLowerCase().contains('timestamp') &&
        (response.contains('401') || response.toLowerCase().contains('expired') || response.toLowerCase().contains('invalid'))) {
      stderr.writeln('${red}Error: Request timestamp expired (must be within 5 minutes of server time)$reset');
      stderr.writeln('${yellow}Your computer\'s clock may have drifted.$reset');
      stderr.writeln('Check your system time and sync with NTP if needed:');
      stderr.writeln('  Linux:   sudo ntpdate -s time.nist.gov');
      stderr.writeln('  macOS:   sudo sntp -sS time.apple.com');
      stderr.writeln('  Windows: w32tm /resync');
      exit(1);
    }

    return jsonDecode(response) as Map<String, dynamic>;
  } finally {
    await tempFile.delete();
  }
}

Future<void> cmdExecute(Args args) async {
  final keys = getApiKeys(args.apiKey);
  final publicKey = keys[0]!;
  final secretKey = keys[1];
  final code = await File(args.sourceFile!).readAsString();
  final language = detectLanguage(args.sourceFile!);

  final payload = <String, dynamic>{
    'language': language,
    'code': code,
  };

  if (args.env.isNotEmpty) {
    final envVars = <String, String>{};
    for (final e in args.env) {
      final parts = e.split('=');
      if (parts.length == 2) {
        envVars[parts[0]] = parts[1];
      }
    }
    if (envVars.isNotEmpty) {
      payload['env'] = envVars;
    }
  }

  if (args.files.isNotEmpty) {
    final inputFiles = <Map<String, String>>[];
    for (final filepath in args.files) {
      final content = await File(filepath).readAsBytes();
      inputFiles.add({
        'filename': filepath.split('/').last,
        'content_base64': base64Encode(content),
      });
    }
    payload['input_files'] = inputFiles;
  }

  if (args.artifacts) {
    payload['return_artifacts'] = true;
  }
  if (args.network != null) {
    payload['network'] = args.network;
  }
  if (args.vcpu > 0) {
    payload['vcpu'] = args.vcpu;
  }

  final result = await apiRequestCurl('/execute', 'POST', jsonEncode(payload), publicKey, secretKey);

  final stdoutText = result['stdout'] as String?;
  final stderrText = result['stderr'] as String?;

  if (stdoutText != null && stdoutText.isNotEmpty) {
    stdout.write('$blue$stdoutText$reset');
  }
  if (stderrText != null && stderrText.isNotEmpty) {
    stderr.write('$red$stderrText$reset');
  }

  if (args.artifacts && result.containsKey('artifacts')) {
    final artifacts = result['artifacts'] as List;
    final outDir = args.outputDir ?? '.';
    await Directory(outDir).create(recursive: true);
    for (final artifact in artifacts) {
      final artifactMap = artifact as Map<String, dynamic>;
      final filename = artifactMap['filename'] as String? ?? 'artifact';
      final content = base64Decode(artifactMap['content_base64'] as String);
      final file = File('$outDir/$filename');
      await file.writeAsBytes(content);
      await Process.run('chmod', ['+x', file.path]);
      stderr.writeln('${green}Saved: ${file.path}$reset');
    }
  }

  final exitCode = result['exit_code'] as int? ?? 0;
  exit(exitCode);
}

Future<void> cmdSession(Args args) async {
  final keys = getApiKeys(args.apiKey);
  final publicKey = keys[0]!;
  final secretKey = keys[1];

  if (args.sessionList) {
    final result = await apiRequestCurl('/sessions', 'GET', null, publicKey, secretKey);
    final sessions = result['sessions'] as List? ?? [];
    if (sessions.isEmpty) {
      print('No active sessions');
    } else {
      print('${'ID'.padRight(40)} ${'Shell'.padRight(10)} ${'Status'.padRight(10)} Created');
      for (final s in sessions) {
        final session = s as Map<String, dynamic>;
        print('${(session['id'] ?? 'N/A').toString().padRight(40)} ${(session['shell'] ?? 'N/A').toString().padRight(10)} ${(session['status'] ?? 'N/A').toString().padRight(10)} ${session['created_at'] ?? 'N/A'}');
      }
    }
    return;
  }

  if (args.sessionKill != null) {
    await apiRequestCurl('/sessions/${args.sessionKill}', 'DELETE', null, publicKey, secretKey);
    print('${green}Session terminated: ${args.sessionKill}$reset');
    return;
  }

  final payload = <String, dynamic>{
    'shell': args.sessionShell ?? 'bash',
  };
  if (args.network != null) {
    payload['network'] = args.network;
  }
  if (args.vcpu > 0) {
    payload['vcpu'] = args.vcpu;
  }

  print('${yellow}Creating session...$reset');
  final result = await apiRequestCurl('/sessions', 'POST', jsonEncode(payload), publicKey, secretKey);
  print('${green}Session created: ${result['id'] ?? 'N/A'}$reset');
  print('${yellow}(Interactive sessions require WebSocket - use un2 for full support)$reset');
}

Future<void> cmdService(Args args) async {
  final keys = getApiKeys(args.apiKey);
  final publicKey = keys[0]!;
  final secretKey = keys[1];

  if (args.serviceList) {
    final result = await apiRequestCurl('/services', 'GET', null, publicKey, secretKey);
    final services = result['services'] as List? ?? [];
    if (services.isEmpty) {
      print('No services');
    } else {
      print('${'ID'.padRight(20)} ${'Name'.padRight(15)} ${'Status'.padRight(10)} ${'Ports'.padRight(15)} Domains');
      for (final s in services) {
        final service = s as Map<String, dynamic>;
        final ports = (service['ports'] as List?)?.join(',') ?? '';
        final domains = (service['domains'] as List?)?.join(',') ?? '';
        print('${(service['id'] ?? 'N/A').toString().padRight(20)} ${(service['name'] ?? 'N/A').toString().padRight(15)} ${(service['status'] ?? 'N/A').toString().padRight(10)} ${ports.padRight(15)} $domains');
      }
    }
    return;
  }

  if (args.serviceInfo != null) {
    final result = await apiRequestCurl('/services/${args.serviceInfo}', 'GET', null, publicKey, secretKey);
    print(jsonEncode(result));
    return;
  }

  if (args.serviceLogs != null) {
    final result = await apiRequestCurl('/services/${args.serviceLogs}/logs', 'GET', null, publicKey, secretKey);
    print(result['logs'] ?? '');
    return;
  }

  if (args.serviceTail != null) {
    final result = await apiRequestCurl('/services/${args.serviceTail}/logs?lines=9000', 'GET', null, publicKey, secretKey);
    print(result['logs'] ?? '');
    return;
  }

  if (args.serviceSleep != null) {
    await apiRequestCurl('/services/${args.serviceSleep}/sleep', 'POST', null, publicKey, secretKey);
    print('${green}Service sleeping: ${args.serviceSleep}$reset');
    return;
  }

  if (args.serviceWake != null) {
    await apiRequestCurl('/services/${args.serviceWake}/wake', 'POST', null, publicKey, secretKey);
    print('${green}Service waking: ${args.serviceWake}$reset');
    return;
  }

  if (args.serviceDestroy != null) {
    await apiRequestCurl('/services/${args.serviceDestroy}', 'DELETE', null, publicKey, secretKey);
    print('${green}Service destroyed: ${args.serviceDestroy}$reset');
    return;
  }

  if (args.serviceExecute != null) {
    final payload = <String, dynamic>{
      'command': args.serviceCommand,
    };
    final result = await apiRequestCurl('/services/${args.serviceExecute}/execute', 'POST', jsonEncode(payload), publicKey, secretKey);
    final stdoutText = result['stdout'] as String?;
    final stderrText = result['stderr'] as String?;
    if (stdoutText != null && stdoutText.isNotEmpty) {
      stdout.write('$blue$stdoutText$reset');
    }
    if (stderrText != null && stderrText.isNotEmpty) {
      stderr.write('$red$stderrText$reset');
    }
    return;
  }

  if (args.serviceDumpBootstrap != null) {
    stderr.writeln('Fetching bootstrap script from ${args.serviceDumpBootstrap}...');
    final payload = <String, dynamic>{
      'command': 'cat /tmp/bootstrap.sh',
    };
    final result = await apiRequestCurl('/services/${args.serviceDumpBootstrap}/execute', 'POST', jsonEncode(payload), publicKey, secretKey);

    final bootstrap = result['stdout'] as String?;
    if (bootstrap != null && bootstrap.isNotEmpty) {
      if (args.serviceDumpFile != null) {
        try {
          await File(args.serviceDumpFile!).writeAsString(bootstrap);
          await Process.run('chmod', ['755', args.serviceDumpFile!]);
          print('Bootstrap saved to ${args.serviceDumpFile}');
        } catch (e) {
          stderr.writeln('${red}Error: Could not write to ${args.serviceDumpFile}: $e$reset');
          exit(1);
        }
      } else {
        stdout.write(bootstrap);
      }
    } else {
      stderr.writeln('${red}Error: Failed to fetch bootstrap (service not running or no bootstrap file)$reset');
      exit(1);
    }
    return;
  }

  if (args.serviceName != null) {
    final payload = <String, dynamic>{
      'name': args.serviceName!,
    };
    if (args.servicePorts != null) {
      payload['ports'] = args.servicePorts!.split(',').map((p) => int.parse(p.trim())).toList();
    }
    if (args.serviceType != null) {
      payload['service_type'] = args.serviceType;
    }
    if (args.serviceBootstrap != null) {
      payload['bootstrap'] = args.serviceBootstrap;
    }
    if (args.network != null) {
      payload['network'] = args.network;
    }
    if (args.vcpu > 0) {
      payload['vcpu'] = args.vcpu;
    }

    final result = await apiRequestCurl('/services', 'POST', jsonEncode(payload), publicKey, secretKey);
    print('${green}Service created: ${result['id'] ?? 'N/A'}$reset');
    print('Name: ${result['name'] ?? 'N/A'}');
    if (result.containsKey('url')) {
      print('URL: ${result['url']}');
    }
    return;
  }

  stderr.writeln('${red}Error: Specify --name to create a service, or use --list, --info, etc.$reset');
  exit(1);
}

Future<void> cmdKey(Args args) async {
  final keys = getApiKeys(args.apiKey);
  final publicKey = keys[0]!;
  final secretKey = keys[1];

  try {
    final result = await apiRequestCurl('/keys/validate', 'POST', null, publicKey, secretKey, baseUrl: portalBase);

    // Handle --extend flag
    if (args.keyExtend) {
      final publicKey = result['public_key'] as String?;
      if (publicKey != null) {
        final url = '$portalBase/keys/extend?pk=$publicKey';
        print('${blue}Opening browser to extend key...$reset');
        if (Platform.isMacOS) {
          await Process.run('open', [url]);
        } else if (Platform.isLinux) {
          await Process.run('xdg-open', [url]);
        } else if (Platform.isWindows) {
          await Process.run('cmd', ['/c', 'start', url]);
        } else {
          print('${yellow}Please open manually: $url$reset');
        }
        return;
      } else {
        stderr.writeln('${red}Error: Could not retrieve public key$reset');
        exit(1);
      }
    }

    // Check if key is expired
    final expired = result['expired'] as bool? ?? false;
    if (expired) {
      print('${red}Expired$reset');
      print('Public Key: ${result['public_key'] ?? 'N/A'}');
      print('Tier: ${result['tier'] ?? 'N/A'}');
      print('Expired: ${result['expires_at'] ?? 'N/A'}');
      print('${yellow}To renew: Visit $portalBase/keys/extend$reset');
      exit(1);
    }

    // Valid key
    print('${green}Valid$reset');
    print('Public Key: ${result['public_key'] ?? 'N/A'}');
    print('Tier: ${result['tier'] ?? 'N/A'}');
    print('Status: ${result['status'] ?? 'N/A'}');
    print('Expires: ${result['expires_at'] ?? 'N/A'}');
    print('Time Remaining: ${result['time_remaining'] ?? 'N/A'}');
    print('Rate Limit: ${result['rate_limit'] ?? 'N/A'}');
    print('Burst: ${result['burst'] ?? 'N/A'}');
    print('Concurrency: ${result['concurrency'] ?? 'N/A'}');
  } catch (e) {
    print('${red}Invalid$reset');
    print('Reason: $e');
    exit(1);
  }
}

Args parseArgs(List<String> argv) {
  final args = Args();
  var i = 0;
  while (i < argv.length) {
    switch (argv[i]) {
      case 'session':
        args.command = 'session';
        break;
      case 'service':
        args.command = 'service';
        break;
      case 'key':
        args.command = 'key';
        break;
      case '-k':
      case '--api-key':
        args.apiKey = argv[++i];
        break;
      case '-n':
      case '--network':
        args.network = argv[++i];
        break;
      case '-v':
      case '--vcpu':
        args.vcpu = int.parse(argv[++i]);
        break;
      case '-e':
      case '--env':
        args.env.add(argv[++i]);
        break;
      case '-f':
      case '--files':
        args.files.add(argv[++i]);
        break;
      case '-a':
      case '--artifacts':
        args.artifacts = true;
        break;
      case '-o':
      case '--output-dir':
        args.outputDir = argv[++i];
        break;
      case '-l':
      case '--list':
        if (args.command == 'session') {
          args.sessionList = true;
        } else if (args.command == 'service') {
          args.serviceList = true;
        }
        break;
      case '-s':
      case '--shell':
        args.sessionShell = argv[++i];
        break;
      case '--kill':
        args.sessionKill = argv[++i];
        break;
      case '--name':
        args.serviceName = argv[++i];
        break;
      case '--ports':
        args.servicePorts = argv[++i];
        break;
      case '--type':
        args.serviceType = argv[++i];
        break;
      case '--bootstrap':
        args.serviceBootstrap = argv[++i];
        break;
      case '--info':
        args.serviceInfo = argv[++i];
        break;
      case '--logs':
        args.serviceLogs = argv[++i];
        break;
      case '--tail':
        args.serviceTail = argv[++i];
        break;
      case '--freeze':
        args.serviceSleep = argv[++i];
        break;
      case '--unfreeze':
        args.serviceWake = argv[++i];
        break;
      case '--destroy':
        args.serviceDestroy = argv[++i];
        break;
      case '--execute':
        args.serviceExecute = argv[++i];
        break;
      case '--command':
        args.serviceCommand = argv[++i];
        break;
      case '--dump-bootstrap':
        args.serviceDumpBootstrap = argv[++i];
        break;
      case '--dump-file':
        args.serviceDumpFile = argv[++i];
        break;
      case '--extend':
        args.keyExtend = true;
        break;
      default:
        if (!argv[i].startsWith('-')) {
          args.sourceFile = argv[i];
        }
    }
    i++;
  }
  return args;
}

void printHelp() {
  print('''
Usage: dart un.dart [options] <source_file>
       dart un.dart session [options]
       dart un.dart service [options]
       dart un.dart key [options]

Execute options:
  -e KEY=VALUE      Set environment variable
  -f FILE           Add input file
  -a                Return artifacts
  -o DIR            Output directory for artifacts
  -n MODE           Network mode (zerotrust/semitrusted)
  -v N              vCPU count (1-8)
  -k KEY            API key

Session options:
  --list            List active sessions
  --shell NAME      Shell/REPL to use
  --kill ID         Terminate session

Service options:
  --list            List services
  --name NAME       Service name
  --ports PORTS     Comma-separated ports
  --type TYPE       Service type (minecraft/mumble/teamspeak/source/tcp/udp)
  --bootstrap CMD   Bootstrap command
  --info ID         Get service details
  --logs ID         Get all logs
  --tail ID         Get last 9000 lines
  --freeze ID        Freeze service
  --unfreeze ID         Unfreeze service
  --destroy ID      Destroy service
  --execute ID      Execute command in service
  --command CMD     Command to execute (with --execute)
  --dump-bootstrap ID   Dump bootstrap script
  --dump-file FILE      File to save bootstrap (with --dump-bootstrap)

Key options:
  --extend          Open browser to extend key
''');
}

void main(List<String> arguments) async {
  try {
    final args = parseArgs(arguments);

    if (args.command == 'session') {
      await cmdSession(args);
    } else if (args.command == 'service') {
      await cmdService(args);
    } else if (args.command == 'key') {
      await cmdKey(args);
    } else if (args.sourceFile != null) {
      await cmdExecute(args);
    } else {
      printHelp();
      exit(1);
    }
  } catch (e) {
    stderr.writeln('${red}Error: $e$reset');
    exit(1);
  }
}

License

PUBLIC DOMAIN - NO LICENSE, NO WARRANTY

This is free public domain software for the public good of a permacomputer hosted
at permacomputer.com - an always-on computer by the people, for the people. One
that is durable, easy to repair, and distributed like tap water for machine
learning intelligence.

The permacomputer is community-owned infrastructure optimized around four values:

  TRUTH    - First principles, math & science, open source code freely distributed
  FREEDOM  - Voluntary partnerships, freedom from tyranny & corporate control
  HARMONY  - Minimal waste, self-renewing systems with diverse thriving connections
  LOVE     - Be yourself without hurting others, cooperation through natural law

This software contributes to that vision by enabling code execution across all 42
programming languages through a unified interface, accessible to everyone. Code is
seeds to sprout on any abandoned technology.

Learn more: https://www.permacomputer.com

Anyone is free to copy, modify, publish, use, compile, sell, or distribute this
software, either in source code form or as a compiled binary, for any purpose,
commercial or non-commercial, and by any means.

NO WARRANTY. THE SOFTWARE IS PROVIDED "AS IS" WITHOUT WARRANTY OF ANY KIND.

That said, our permacomputer's digital membrane stratum continuously runs unit,
integration, and functional tests on all its own software - with our permacomputer
monitoring itself, repairing itself, with minimal human guidance in the loop.
Our agents do their best.

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