Initial commit before Ralph loop
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<#
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.SYNOPSIS
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Ralph Wiggum Loop - Visualization Improvements variant.
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.DESCRIPTION
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Outer loop for iterative chart improvement (bug fixes, polish, new analytics).
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Each iteration spawns a fresh `claude --print` invocation.
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Memory persists via filesystem only: git commits, progress.txt, IMPLEMENTATION_PLAN.md, guardrails.md.
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Runs until completion (<promise>COMPLETE</promise>) or circuit breaker trips.
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No arbitrary iteration limit — the loop continues until done.
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Circuit breakers prevent runaway costs:
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- No git changes for N consecutive iterations (stalled)
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- Same error repeated N consecutive iterations (stuck)
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.PARAMETER Model
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Claude model to use. Default: "opus".
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.PARAMETER BranchName
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Optional git branch name. If provided, creates/checks out the branch before starting.
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.PARAMETER MaxNoProgress
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Number of consecutive iterations with no git changes before circuit breaker trips. Default: 3.
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.PARAMETER MaxSameError
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Number of consecutive iterations with the same error before circuit breaker trips. Default: 3.
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.EXAMPLE
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.\ralph.ps1 -Model "opus" -BranchName "feature/dash-migration"
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.EXAMPLE
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.\ralph.ps1 -Model "sonnet" -MaxNoProgress 2
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#>
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param(
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[string]$Model = "opus",
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[string]$BranchName,
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[int]$MaxNoProgress = 3,
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[int]$MaxSameError = 3
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)
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$ErrorActionPreference = "Stop"
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$scriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path
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$promptFile = Join-Path $scriptDir "RALPH_PROMPT.md"
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$planFile = Join-Path $scriptDir "IMPLEMENTATION_PLAN.md"
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$guardrailsFile = Join-Path $scriptDir "guardrails.md"
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$progressFile = Join-Path $scriptDir "progress.txt"
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$logDir = Join-Path $scriptDir "logs"
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# --- Validation ---
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if (-not (Test-Path $promptFile)) {
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Write-Error "RALPH_PROMPT.md not found at $promptFile"
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exit 1
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}
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if (-not (Test-Path $planFile)) {
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Write-Error "IMPLEMENTATION_PLAN.md not found at $planFile"
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exit 1
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}
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if (-not (Test-Path $guardrailsFile)) {
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Write-Warning "guardrails.md not found at $guardrailsFile - loop may miss known failure patterns"
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}
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# Ensure progress.txt exists
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if (-not (Test-Path $progressFile)) {
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@"
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# Progress Log
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## Design Context
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<!-- Design decisions and context go here -->
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## Reflex Patterns
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<!-- Reusable Reflex patterns discovered during development -->
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## Iteration Log
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<!-- Each iteration appends a structured entry below. See RALPH_PROMPT.md for format. -->
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"@ | Set-Content -Path $progressFile -Encoding UTF8
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Write-Host "Created progress.txt"
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}
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# Ensure logs directory exists
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if (-not (Test-Path $logDir)) {
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New-Item -ItemType Directory -Path $logDir | Out-Null
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Write-Host "Created logs directory"
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}
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# --- Git Setup ---
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$gitInitialised = $false
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try {
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$result = git rev-parse --is-inside-work-tree 2>&1
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if ($LASTEXITCODE -eq 0 -and $result -eq "true") {
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$gitInitialised = $true
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}
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} catch {
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# Not a git repo — expected on first run
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}
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if (-not $gitInitialised) {
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Write-Host "Initialising git repository..."
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git init
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git add -A
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git commit -m "Initial commit before Ralph loop"
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}
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if ($BranchName) {
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$currentBranch = git branch --show-current
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if ($currentBranch -ne $BranchName) {
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$branchExists = git branch --list $BranchName
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if ($branchExists) {
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Write-Host "Switching to existing branch: $BranchName"
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git checkout $BranchName
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} else {
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Write-Host "Creating branch: $BranchName"
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git checkout -b $BranchName
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}
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}
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}
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# --- Circuit Breaker State ---
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$noProgressCount = 0
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$lastErrorSignature = ""
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$sameErrorCount = 0
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# Capture the HEAD commit hash before the loop starts
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$preLoopHead = git rev-parse HEAD 2>$null
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# --- Main Loop ---
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$promptContent = Get-Content -Path $promptFile -Raw
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# Count existing iterations from progress.txt to track total across runs
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$existingIterations = 0
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if (Test-Path $progressFile) {
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$existingIterations = (Select-String -Path $progressFile -Pattern "## Iteration" -AllMatches | Measure-Object).Count
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}
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Write-Host ""
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Write-Host "===== Ralph Wiggum Loop (Visualization Improvements) =====" -ForegroundColor Cyan
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Write-Host "Model: $Model | Runs until COMPLETE" -ForegroundColor Cyan
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Write-Host "Circuit breakers: no-progress=$MaxNoProgress, same-error=$MaxSameError" -ForegroundColor Cyan
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if ($BranchName) { Write-Host "Branch: $BranchName" -ForegroundColor Cyan }
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if ($existingIterations -gt 0) { Write-Host "Previous iterations: $existingIterations" -ForegroundColor Cyan }
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Write-Host "===========================================" -ForegroundColor Cyan
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Write-Host ""
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$i = 0
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while ($true) {
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$i++
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$totalIteration = $existingIterations + $i
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Write-Host ""
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Write-Host "--- Iteration $i (Total: $totalIteration) ---" -ForegroundColor Yellow
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# Record HEAD before this iteration
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$headBefore = git rev-parse HEAD 2>$null
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# Show start time and status
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$iterStart = Get-Date
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Write-Host " Started: $($iterStart.ToString('HH:mm:ss'))" -ForegroundColor DarkGray
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Write-Host " Spawning Claude ($Model)..." -ForegroundColor DarkGray
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Write-Host ""
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# Spawn fresh Claude instance with stream-json for tool call visibility
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$logFile = Join-Path $logDir "iteration_$totalIteration.log"
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$rawLogFile = Join-Path $logDir "iteration_$totalIteration.raw.jsonl"
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$maxRetries = 10
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$retryCount = 0
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$outputString = ""
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$apiOverloaded = $false
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do {
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$apiOverloaded = $false
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$textBuilder = [System.Text.StringBuilder]::new()
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$toolCount = 0
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# Clear raw log file for this attempt
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if (Test-Path $rawLogFile) { Remove-Item $rawLogFile -Force }
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if ($retryCount -gt 0) {
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$backoffSeconds = [Math]::Pow(2, $retryCount - 1)
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Write-Host " [Retry $retryCount/$maxRetries] API overloaded, waiting $backoffSeconds seconds..." -ForegroundColor DarkYellow
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Start-Sleep -Seconds $backoffSeconds
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Write-Host " Retrying Claude invocation..." -ForegroundColor DarkGray
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}
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$promptContent | claude --print --verbose --dangerously-skip-permissions --model $Model --output-format stream-json 2>&1 | ForEach-Object {
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$line = $_.ToString().Trim()
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if (-not $line) { return }
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# Save raw event for debugging (with error handling for stream closure)
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try {
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Add-Content -Path $rawLogFile -Value $line -Encoding UTF8 -ErrorAction SilentlyContinue
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} catch {
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# Stream closed or file locked - ignore and continue
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}
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try {
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$evt = $line | ConvertFrom-Json -ErrorAction Stop
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# --- Tool use start (show tool name) ---
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if ($evt.type -eq 'content_block_start' -and $evt.content_block.type -eq 'tool_use') {
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$toolCount++
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$toolName = $evt.content_block.name
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Write-Host " [$toolName]" -ForegroundColor DarkCyan
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}
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# --- Assistant text content (streaming deltas) ---
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elseif ($evt.type -eq 'content_block_delta' -and $evt.delta.type -eq 'text_delta' -and $evt.delta.text) {
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Write-Host -NoNewline $evt.delta.text
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[void]$textBuilder.Append($evt.delta.text)
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}
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# --- Result event (error display + text capture for circuit breakers) ---
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elseif ($evt.type -eq 'result') {
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if ($evt.subtype -eq 'error_result' -and $evt.error) {
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Write-Host " [ERROR] $($evt.error)" -ForegroundColor Red
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[void]$textBuilder.AppendLine("ERROR: $($evt.error)")
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}
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elseif ($evt.result) {
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# Capture for circuit breaker detection; don't print
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# (text already displayed via streaming deltas above)
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[void]$textBuilder.AppendLine($evt.result)
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}
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}
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# --- Message-level content (final message summary) ---
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elseif ($evt.message -and $evt.message.content) {
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foreach ($block in $evt.message.content) {
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if ($block.type -eq 'text' -and $block.text) {
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Write-Host $block.text
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[void]$textBuilder.AppendLine($block.text)
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}
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elseif ($block.type -eq 'tool_use') {
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$toolCount++
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Write-Host " [$($block.name)]" -ForegroundColor DarkCyan
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}
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# Silently ignore tool_result and other block types
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}
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}
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# All other JSON events (input_json_delta, content_block_stop,
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# message_start, message_stop, ping, etc.) are silently ignored
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} catch {
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# Not valid JSON — only print if it looks like meaningful stderr
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# (filter out JSON fragments from multi-line events)
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if ($line -and $line -notmatch '^\s*[\{\[\}\]"]') {
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Write-Host $line -ForegroundColor DarkYellow
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[void]$textBuilder.AppendLine($line)
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}
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}
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}
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$outputString = $textBuilder.ToString()
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# Check for 529 overloaded error
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if ($outputString -match "529.*overloaded|overloaded_error") {
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$apiOverloaded = $true
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$retryCount++
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if ($retryCount -ge $maxRetries) {
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Write-Host " [ERROR] API overloaded after $maxRetries retries, giving up." -ForegroundColor Red
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}
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}
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# Check for usage limit with cooldown (e.g. "Usage limit reached. Reset at 3 pm")
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elseif ($outputString -match "(?i)usage limit reached.*reset at (\d{1,2})(?::(\d{2}))?\s*(am|pm)") {
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$resetHour = [int]$Matches[1]
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$resetMinute = if ($Matches[2]) { [int]$Matches[2] } else { 0 }
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$resetAmPm = $Matches[3]
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if ($resetAmPm -ieq "pm" -and $resetHour -ne 12) { $resetHour += 12 }
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elseif ($resetAmPm -ieq "am" -and $resetHour -eq 12) { $resetHour = 0 }
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$now = Get-Date
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$resetTime = Get-Date -Hour $resetHour -Minute $resetMinute -Second 0
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if ($resetTime -le $now) { $resetTime = $resetTime.AddDays(1) }
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$resetTime = $resetTime.AddMinutes(2)
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$waitSeconds = [Math]::Ceiling(($resetTime - $now).TotalSeconds)
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$waitMinutes = [Math]::Ceiling($waitSeconds / 60)
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Write-Host ""
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Write-Host " [USAGE LIMIT] Reset at $($Matches[1]) $resetAmPm. Cooling down ~$waitMinutes minutes (until $($resetTime.ToString('HH:mm')))..." -ForegroundColor Yellow
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Start-Sleep -Seconds $waitSeconds
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Write-Host " [USAGE LIMIT] Cooldown complete. Retrying iteration..." -ForegroundColor Green
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$apiOverloaded = $true
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# Don't increment retryCount — deterministic wait, not a flaky error
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}
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} while ($apiOverloaded -and $retryCount -lt $maxRetries)
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$outputString | Set-Content -Path $logFile -Encoding UTF8
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# Show elapsed time and tool count
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$elapsed = (Get-Date) - $iterStart
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Write-Host ""
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Write-Host " Finished: $(Get-Date -Format 'HH:mm:ss') (elapsed: $($elapsed.ToString('mm\:ss')), tools: $toolCount)" -ForegroundColor DarkGray
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# --- Circuit Breaker: No Progress ---
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$headAfter = git rev-parse HEAD 2>$null
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if ($headAfter -eq $headBefore) {
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$noProgressCount++
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Write-Host " [Circuit Breaker] No git commits this iteration ($noProgressCount/$MaxNoProgress)" -ForegroundColor DarkYellow
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if ($noProgressCount -ge $MaxNoProgress) {
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Write-Host ""
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Write-Host "===== CIRCUIT BREAKER: NO PROGRESS =====" -ForegroundColor Red
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Write-Host "No git commits for $MaxNoProgress consecutive iterations. The loop is stalled." -ForegroundColor Red
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Write-Host "Check progress.txt and logs/ for details on what went wrong." -ForegroundColor Red
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exit 1
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}
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} else {
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$noProgressCount = 0
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}
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# --- Circuit Breaker: Repeated Error ---
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$errorLines = $outputString | Select-String -Pattern "(?i)(error|exception|failed|fatal)[:.].*" -AllMatches
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if ($errorLines) {
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$filteredErrors = $errorLines.Matches | Where-Object { $_.Value -notmatch "529|overloaded" } | Select-Object -First 3
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$currentErrorSignature = ($filteredErrors | ForEach-Object { $_.Value }) -join "|"
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if ($currentErrorSignature -and $currentErrorSignature -eq $lastErrorSignature) {
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$sameErrorCount++
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Write-Host " [Circuit Breaker] Same error pattern repeated ($sameErrorCount/$MaxSameError)" -ForegroundColor DarkYellow
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if ($sameErrorCount -ge $MaxSameError) {
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Write-Host ""
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Write-Host "===== CIRCUIT BREAKER: REPEATED ERROR =====" -ForegroundColor Red
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Write-Host "Same error pattern for $MaxSameError consecutive iterations:" -ForegroundColor Red
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Write-Host " $currentErrorSignature" -ForegroundColor Red
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Write-Host "Check progress.txt and logs/ for details." -ForegroundColor Red
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exit 1
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}
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} elseif ($currentErrorSignature) {
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$sameErrorCount = 0
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}
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$lastErrorSignature = $currentErrorSignature
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} else {
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$sameErrorCount = 0
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$lastErrorSignature = ""
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}
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# --- Push to Remote ---
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$hasRemote = git remote 2>$null
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if ($hasRemote) {
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$currentBranch = git branch --show-current
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git push origin $currentBranch 2>$null
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if ($LASTEXITCODE -eq 0) {
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Write-Host " Pushed to remote." -ForegroundColor Green
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} else {
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Write-Host " Push failed or no remote configured - continuing." -ForegroundColor DarkYellow
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}
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}
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# --- Check for Completion ---
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if ($outputString -match "<promise>COMPLETE</promise>") {
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Write-Host ""
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Write-Host "===== COMPLETE =====" -ForegroundColor Green
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Write-Host "Visualization improvements finished after $i iteration(s) this run ($totalIteration total)." -ForegroundColor Green
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exit 0
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}
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# Brief pause between iterations
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Start-Sleep -Seconds 2
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}
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Block a user