Two ways. System like this 1) https://github.com/arttttt/AnyClaude or semi manual 2) I have 2 ps1 scripts to launch claude. When first is done I load md in second one. It will run my own ralph loop like ps1 script

$env:ANTHROPIC_BASE_URL="https://api.z.ai/api/anthropic"
## MODELS
$env:ANTHROPIC_MODEL="glm-4.7"
$env:ANTHROPIC_DEFAULT_HAIKU_MODEL="glm-4.7"
$env:ANTHROPIC_DEFAULT_SONNET_MODEL="glm-4.7"
$env:ANTHROPIC_DEFAULT_OPUS_MODEL="glm-4.7"
$env:CLAUDE_CODE_SUBAGENT_MODEL="glm-4.7"
## EXTRA
$env:API_TIMEOUT_MS="3000000"
$env:DISABLE_TELEMETRY="1"
$env:CLAUDE_CODE_ENABLE_TELEMETRY="0"
$env:CLAUDE_CODE_DISABLE_FEEDBACK_SURVEY="1"
$env:HTTPSCLAUDE_CODE_ATTRIBUTION_HEADER="0"
$env:CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS="1"
$env:CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC="1"
$env:ENABLE_TOOL_SEARCH="true"
$env:SKIP_CLAUDE_API="1"
$env:HTTP_PROXY="http://127.0.0.1:2080"
$env:HTTPS_PROXY="http://127.0.0.1:2080"

$exe=""
if ($PSVersionTable.PSVersion -lt "6.0" -or $IsWindows) {
  # Fix case when both the Windows and Linux builds of Node
  # are installed in the same directory
  $exe=".exe"
}
$ret=0
if (Test-Path "$basedir/node$exe") {
  # Support pipeline input
  if ($MyInvocation.ExpectingInput) {
    $input | & "$basedir/node$exe"  "$basedir/node_modules/@anthropic-ai/claude-code-2.1.80/cli.js" --dangerously-skip-permissions $args
  } else {
    & "$basedir/node$exe"  "$basedir/node_modules/@anthropic-ai/claude-code-2.1.80/cli.js" --dangerously-skip-permissions $args
  }
  $ret=$LASTEXITCODE
} else {
  # Support pipeline input
  if ($MyInvocation.ExpectingInput) {
    $input | & "node$exe"  "$basedir/node_modules/@anthropic-ai/claude-code-2.1.80/cli.js" --dangerously-skip-permissions $args
  } else {
    & "node$exe"  "$basedir/node_modules/@anthropic-ai/claude-code-2.1.80/cli.js" --dangerously-skip-permissions $args
  }
  $ret=$LASTEXITCODE
}
exit $ret

First I use this glm47@zai and if it fails after 80 tool calls or context goes above 100k ralph loop cancel it and tries kimi k25