diff --git a/README.md b/README.md
index 6c2a43e7..68ae8c95 100644
--- a/README.md
+++ b/README.md
@@ -76,18 +76,18 @@ Maven:
 <dependency>
     <groupId>com.simiacryptus</groupId>
     <artifactId>skyenet-webui</artifactId>
-    <version>1.0.52</version>
+    <version>1.0.53</version>
 </dependency>
 ```
 
 Gradle:
 
 ```groovy
-implementation group: 'com.simiacryptus', name: 'skyenet', version: '1.0.52'
+implementation group: 'com.simiacryptus', name: 'skyenet', version: '1.0.53'
 ```
 
 ```kotlin
-implementation("com.simiacryptus:skyenet:1.0.52")
+implementation("com.simiacryptus:skyenet:1.0.53")
 ```
 
 ### 🌟 To Use
diff --git a/core/build.gradle.kts b/core/build.gradle.kts
index aefea7c5..f1afca3e 100644
--- a/core/build.gradle.kts
+++ b/core/build.gradle.kts
@@ -32,7 +32,7 @@ val jackson_version = "2.15.3"
 
 dependencies {
 
-    implementation(group = "com.simiacryptus", name = "jo-penai", version = "1.0.48")
+    implementation(group = "com.simiacryptus", name = "jo-penai", version = "1.0.49")
 
     implementation(group = "org.slf4j", name = "slf4j-api", version = "2.0.9")
     implementation(group = "commons-io", name = "commons-io", version = "2.15.0")
diff --git a/gradle.properties b/gradle.properties
index b5c64033..3ffac14e 100644
--- a/gradle.properties
+++ b/gradle.properties
@@ -1,4 +1,4 @@
 # Gradle Releases -> https://github.com/gradle/gradle/releases
 libraryGroup = com.simiacryptus.skyenet
-libraryVersion = 1.0.52
+libraryVersion = 1.0.53
 gradleVersion = 7.6.1
diff --git a/webui/build.gradle.kts b/webui/build.gradle.kts
index 2dc9ba7e..2f9b919f 100644
--- a/webui/build.gradle.kts
+++ b/webui/build.gradle.kts
@@ -35,7 +35,7 @@ val jetty_version = "11.0.18"
 val jackson_version = "2.15.3"
 dependencies {
 
-    implementation(group = "com.simiacryptus", name = "jo-penai", version = "1.0.48")
+    implementation(group = "com.simiacryptus", name = "jo-penai", version = "1.0.49")
 
     implementation(project(":core"))
     implementation(project(":kotlin"))
diff --git a/webui/src/main/kotlin/com/github/simiacryptus/aicoder/util/SimpleDiffUtil.kt b/webui/src/main/kotlin/com/github/simiacryptus/aicoder/util/SimpleDiffUtil.kt
index c40d77bc..53737cf0 100644
--- a/webui/src/main/kotlin/com/github/simiacryptus/aicoder/util/SimpleDiffUtil.kt
+++ b/webui/src/main/kotlin/com/github/simiacryptus/aicoder/util/SimpleDiffUtil.kt
@@ -169,12 +169,13 @@ fun SocketManagerBase.addSaveLinks(
   response: String,
   handle: (String, String) -> Unit
 ): String {
-  val diffPattern = """(?s)(?<![^\n])#+\s*([^\n]+)(?:[^`]+`?)*\n(```.*?\n```)""".toRegex() // capture filename
+  val diffPattern = """(?s)(?<![^\n])#+\s*([^\n]+)(?:[^`]+`?)*\n```[^\n]*\n(.*?)```""".toRegex() // capture filename
   val matches = diffPattern.findAll(response).distinct()
   val withLinks = matches.fold(response) { markdown, diffBlock ->
     val filename = diffBlock.groupValues[1]
+//    val language = diffBlock.groupValues[2]
     val codeValue = diffBlock.groupValues[2]
-    val hrefLink = hrefLink("Apply Diff") {
+    val hrefLink = hrefLink("Save File") {
       try {
         handle(filename, codeValue)
         send(SocketManagerBase.divInitializer(cancelable = false) + """<div class="user-message">Saved ${filename}</div>""")
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/AgentPatterns.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/AgentPatterns.kt
index 8f1f703b..798c5ec2 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/AgentPatterns.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/AgentPatterns.kt
@@ -2,146 +2,252 @@ package com.simiacryptus.skyenet
 
 import com.simiacryptus.jopenai.API
 import com.simiacryptus.jopenai.ApiModel
+import com.simiacryptus.jopenai.ApiModel.Role
 import com.simiacryptus.jopenai.util.ClientUtil.toContentList
 import com.simiacryptus.skyenet.core.actors.BaseActor
 import com.simiacryptus.skyenet.webui.application.ApplicationInterface
 import com.simiacryptus.skyenet.webui.session.SessionTask
 import com.simiacryptus.skyenet.webui.util.MarkdownUtil.renderMarkdown
+import java.util.concurrent.Callable
 import java.util.concurrent.Semaphore
 import java.util.concurrent.atomic.AtomicBoolean
 import java.util.concurrent.atomic.AtomicReference
 
 object AgentPatterns {
 
-  fun retryable(
-    ui: ApplicationInterface,
-    task: SessionTask = ui.newTask(),
-    process: () -> String,
-  ): String {
+  fun displayMapInTabs(
+    map: Map<String, String>,
+  ) = """
+    <div class="tabs-container">
+    <div class="tabs">${
+    map.keys.joinToString("\n") { key ->
+      """<button class="tab-button" data-for-tab="$key">$key</button>"""
+    }
+  }</div>
+    ${
+    map.entries.withIndex().joinToString("\n") { (idx, t) ->
+      val (key, value) = t
+      """<div class="tab-content ${
+        when {
+          idx == 0 -> "active"
+          else -> ""
+        }
+      }" data-tab="$key">$value</div>"""
+    }
+  }
+    </div>
+  """.trimIndent()
+
+  open class Retryable(
+    val ui: ApplicationInterface,
+    val task: SessionTask,
+    open val process: (StringBuilder) -> String,
+  ) {
     val container = task.add("<div class=\"tabs-container\"></div>")
     val history = mutableListOf<String>()
-    return object {
-      fun newHTML(ui: ApplicationInterface): String = """
-      <div class="tabs-container">
-        <div class="tabs">
-        ${
-        history.withIndex().joinToString("\n") { (index, _) ->
-          val tabId = "$index"
-          """<button class="tab-button" data-for-tab="$tabId">${index + 1}</button>"""
-        }
-      }
-        ${
-        ui.hrefLink("♻") {
-          val idx = history.size
-          history.add("Retrying...")
-          container?.clear()
-          container?.append(newHTML(ui))
-          task.add("")
-          val newResult = process()
-          history.removeAt(idx)
-          addTab(ui, newResult, idx)
-        }
-      }
-        </div>
-        ${
-        history.withIndex().joinToString("\n") { (index, content) ->
-          """
-            <div class="tab-content${if (index == history.size - 1) " active" else ""}" data-tab="$index">
-              $content
-            </div>
-          """.trimIndent()
-        }
+    fun newHTML(ui: ApplicationInterface): String = """
+    <div class="tabs-container">
+      <div class="tabs">
+      ${
+      history.withIndex().joinToString("\n") { (index, _) ->
+        val tabId = "$index"
+        """<button class="tab-button" data-for-tab="$tabId">${index + 1}</button>"""
       }
-      </div>
-    """.trimIndent()
-
-      fun addTab(ui: ApplicationInterface, content: String, idx: Int = history.size): String {
-        history.add(idx, content)
+    }
+      ${
+      ui.hrefLink("♻") {
+        val idx = history.size
+        history.add("Retrying...")
         container?.clear()
         container?.append(newHTML(ui))
-        task.complete()
-        return content
+        task.add("")
+        val newResult = process(container!!)
+        history.removeAt(idx)
+        addTab(ui, newResult, idx)
+      }
+    }
+      </div>
+      ${
+      history.withIndex().joinToString("\n") { (index, content) ->
+        """
+          <div class="tab-content${if (index == history.size - 1) " active" else ""}" data-tab="$index">
+            $content
+          </div>
+        """.trimIndent()
       }
-    }.addTab(ui, process())
+    }
+    </div>
+  """.trimIndent()
+
+    fun addTab(ui: ApplicationInterface, content: String, idx: Int = history.size): String {
+      history.add(idx, content)
+      container?.clear()
+      container?.append(newHTML(ui))
+      task.complete()
+      return content
+    }
   }
 
-  private fun List<Pair<List<ApiModel.ContentPart>, ApiModel.Role>>.toMessageList(): Array<ApiModel.ChatMessage> =
-    this.map { (content, role) ->
-      ApiModel.ChatMessage(
-        role = role,
-        content = content
-      )
-    }.toTypedArray()
+  fun retryable(
+    ui: ApplicationInterface,
+    task: SessionTask = ui.newTask(),
+    process: (StringBuilder) -> String,
+  ) = object : Retryable(ui, task, process){
+    init {
+      addTab(ui, process(container!!))
+    }
+  }
+  private fun List<Pair<List<ApiModel.ContentPart>, Role>>.toMessageList(): Array<ApiModel.ChatMessage> =
+    this.map { (content, role) -> ApiModel.ChatMessage(role = role, content = content) }.toTypedArray()
 
   fun <T : Any> iterate(
     ui: ApplicationInterface,
     userMessage: String,
     heading: String = renderMarkdown(userMessage),
     initialResponse: (String) -> T,
-    reviseResponse: (String, T, String) -> T,
-    outputFn: (SessionTask, T) -> Unit = { task, design -> task.add(renderMarkdown(design.toString())) },
+    reviseResponse: (List<Pair<String, Role>>) -> T,
+    outputFn: (T) -> String = { design -> renderMarkdown(design.toString()) },
+    task: SessionTask = ui.newTask()
   ): T {
-    val task = ui.newTask()
-    fun main(): T = try {
-      task.echo(heading)
-      var design = initialResponse(userMessage)
-      outputFn(task, design)
-      var textInputHandle: StringBuilder? = null
-      val onAccept = Semaphore(0)
-      var textInput: String? = null
-      var acceptLink: String? = null
-      var retryLink: String? = null
-      val feedbackGuard = AtomicBoolean(false)
+    val atomicRef = AtomicReference<T>()
+    val semaphore = Semaphore(0)
+    return object : Callable<T> {
+      val tabs = mutableListOf<StringBuilder>()
+      val options = mutableListOf<T>()
+      val tabContainer = task.add("<div class=\"tabs-container\"></div>")
       val acceptGuard = AtomicBoolean(false)
-      val retryGuard = AtomicBoolean(false)
-      fun feedbackForm() = """
-              |<div style="display: flex;flex-direction: column;">
-              |${acceptLink!!}
-              |${retryLink!!}
-              |</div>
-              |${textInput!!}
-            """.trimMargin()
-      textInput = ui.textInput { userResponse ->
-        if (feedbackGuard.getAndSet(true)) return@textInput
-        textInputHandle?.clear()
-        task.echo(renderMarkdown(userResponse))
-        design = reviseResponse(userMessage, design, userResponse)
-        outputFn(task, design)
-        textInputHandle = task.complete(feedbackForm(), className = "reply-message")
-        feedbackGuard.set(false)
+      val feedbackGuard = AtomicBoolean(false)
+
+      fun main(tabIndex: Int = tabs.size) {
+        try {
+          val history = mutableListOf<Pair<String, Role>>()
+          history.add(userMessage to Role.user)
+          var design = initialResponse(userMessage)
+          options.add(design)
+          history.add(outputFn(design) to Role.assistant)
+          var textInput: String? = null
+          var acceptLink: String? = null
+          fun feedbackForm() = """
+                  |<div style="display: flex; flex-direction: column;">
+                  |${acceptLink!!}
+                  |</div>
+                  |${textInput!!}
+                """.trimMargin()
+          textInput = ui.textInput { userResponse ->
+            if (feedbackGuard.getAndSet(true)) return@textInput
+            val markdown = renderMarkdown(userResponse)
+            history.add(markdown to Role.user)
+            task.complete()
+            design = reviseResponse(history + listOf(userResponse to Role.user))
+            if (tabs.size > tabIndex) tabs[tabIndex].append(markdown + "\n" + outputFn(design) + "\n" + feedbackForm())
+            else tabs.add(StringBuilder(markdown + "\n" + outputFn(design) + "\n" + feedbackForm()))
+            tabContainer?.clear()
+            tabContainer?.append(newHTML(tabIndex).trimIndent())
+            task.complete()
+            feedbackGuard.set(false)
+          }
+          val idx = tabs.size
+          acceptLink = "<!-- START ACCEPT -->" +
+              ui.hrefLink("\uD83D\uDC4D") {
+                val tab = tabs[tabIndex]
+                val prevTab = tab.toString()
+                tab.clear()
+                tab.append(
+                  prevTab.substringBefore("<!-- START ACCEPT -->") + "<!-- ACCEPTED -->" + prevTab.substringAfter(
+                    "<!-- END ACCEPT -->"
+                  )
+                )
+                tabContainer?.clear()
+                tabContainer?.append(newHTML(tabIndex).trimIndent())
+                task.complete()
+                accept(acceptGuard, design, idx)
+              } + "<!-- END ACCEPT -->"
+          if (tabs.size > tabIndex) tabs[tabIndex].append(outputFn(design) + "\n" + feedbackForm())
+          else tabs.add(StringBuilder(outputFn(design) + "\n" + feedbackForm()))
+          tabContainer?.clear()
+          tabContainer?.append(newHTML(idx).trimIndent())
+          task.complete()
+        } catch (e: Throwable) {
+          task.error(ui, e)
+          task.complete(ui.hrefLink("🔄 Retry") {
+            main()
+          })
+        }
+      }
+
+      // Adjust the logic to handle the replaceTabIndex parameter properly
+      private fun newHTML(idx: Int = tabs.size - 1, replaceTabIndex: Int? = null): String {
+        replaceTabIndex?.let { tabs.removeAt(it) }
+        return """
+        <div class="tabs-container">
+          <div class="tabs">
+          ${
+          tabs.withIndex().joinToString("\n") { (index, _) ->
+            """<button class="tab-button" data-for-tab="$index">${index + 1}</button>"""
+          }
+        }
+          ${
+          ui.hrefLink("♻") {
+            val idx = tabs.size
+            tabs.add(StringBuilder("Retrying..."))
+            tabContainer?.clear()
+            tabContainer?.append(newHTML(idx))
+            task.add("")
+            main(idx)
+          }
+        } 
+          </div>
+          ${
+          tabs.withIndex().joinToString("\n") { (index, content) ->
+            """
+                <div class="tab-content${if (index == idx) " active" else ""}" data-tab="$index">
+                $content
+                </div>
+              """.trimIndent()
+          }
+        }
+        </div>
+        """
       }
-      acceptLink = ui.hrefLink("\uD83D\uDC4D") {
-        if (acceptGuard.getAndSet(true)) return@hrefLink
-        textInputHandle?.clear()
+
+      private fun accept(
+        acceptGuard: AtomicBoolean, design: T, idx: Int
+      ) {
+        if (acceptGuard.getAndSet(true)) return
+        tabContainer?.clear()
+        tabContainer?.append(
+          """
+          <div class="tabs-container">
+            <div class="tabs">${
+            tabs.indices.joinToString(separator = "\n") { index ->
+              "<button class=\"tab-button\" data-for-tab=\"$index\">${index + 1}</button>"
+            }
+          }</div>${
+            tabs.withIndex().joinToString(separator = "\n") { (index, content) ->
+              "<div class=\"tab-content${
+                when {
+                  index == idx -> " active"
+                  else -> ""
+                }
+              }\" data-tab=\"$index\">$content</div>"
+            }
+          }
+          </div>
+          """.trimIndent())
         task.complete()
-        onAccept.release()
+        atomicRef.set(design)
+        semaphore.release()
       }
-      retryLink = ui.hrefLink("♻") {
-        if (retryGuard.getAndSet(true)) return@hrefLink
-        textInputHandle?.clear()
+
+      override fun call(): T {
         task.echo(heading)
-        design = initialResponse(userMessage)
-        outputFn(task, design)
-        textInputHandle = task.complete(feedbackForm(), className = "reply-message")
-        feedbackGuard.set(false)
-        acceptGuard.set(false)
-        retryGuard.set(false)
+        main()
+        semaphore.acquire()
+        return atomicRef.get()
       }
-      textInputHandle = task.complete(feedbackForm(), className = "reply-message")
-      onAccept.acquire()
-      design
-    } catch (e: Throwable) {
-      val atomicRef = AtomicReference<T>()
-      val semaphore = Semaphore(0)
-      task.error(ui, e)
-      task.complete(ui.hrefLink("🔄 Retry") {
-        atomicRef.set(main())
-        semaphore.release()
-      })
-      semaphore.acquire()
-      atomicRef.get()
-    }
-    return main()
+
+    }.call()
+
   }
 
 
@@ -152,25 +258,22 @@ object AgentPatterns {
     toInput: (String) -> I,
     api: API,
     ui: ApplicationInterface,
-    outputFn: (SessionTask, T) -> Unit = { task, design -> task.add(renderMarkdown(design.toString())) }
+    outputFn: (T) -> String = { design -> renderMarkdown(design.toString()) },
+    task: SessionTask = ui.newTask()
   ) = iterate(
     ui = ui,
     userMessage = input,
     heading = heading,
     initialResponse = { actor.answer(toInput(it), api = api) },
-    reviseResponse = { userMessage: String, design: T, userResponse: String ->
-      val input = toInput(userMessage)
+    reviseResponse = { userMessages: List<Pair<String, Role>> ->
       actor.respond(
-        messages = actor.chatMessages(input) +
-            listOf(
-              design.toString().toContentList() to ApiModel.Role.assistant,
-              userResponse.toContentList() to ApiModel.Role.user
-            ).toMessageList(),
-        input = input,
+        messages = (userMessages.map { ApiModel.ChatMessage(it.second, it.first.toContentList()) }.toTypedArray()),
+        input = toInput(input),
         api = api
       )
     },
-    outputFn = outputFn
+    outputFn = outputFn,
+    task = task
   )
 
 }
\ No newline at end of file
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/CodingAgent.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/CodingAgent.kt
index e6a312f7..7a1fd876 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/CodingAgent.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/CodingAgent.kt
@@ -90,7 +90,7 @@ open class CodingAgent<T : Interpreter>(
       log.warn("Error", e)
       val error = task.error(ui, e)
       var regenButton: StringBuilder? = null
-      regenButton = task.complete(ui.hrefLink("♻", "href-link regen-button") {
+      regenButton = task.complete(ui.hrefLink("♻", "href-link regen-button"){
         regenButton?.clear()
         val header = task.header("Regenerating...")
         displayCode(task, codeRequest)
@@ -176,7 +176,7 @@ open class CodingAgent<T : Interpreter>(
     request: CodingActor.CodeRequest,
     formText: StringBuilder,
     formHandle: () -> StringBuilder
-  ) = ui.hrefLink("♻", "href-link regen-button") {
+  ) = ui.hrefLink("♻", "href-link regen-button"){
     responseAction(task, "Regenerating...", formHandle(), formText) {
       displayCode(
         ui.newTask(),
@@ -192,7 +192,7 @@ open class CodingAgent<T : Interpreter>(
     formText: StringBuilder,
     formHandle: () -> StringBuilder
   ) = if (!canPlay) "" else
-    ui.hrefLink("▶", "href-link play-button") {
+    ui.hrefLink("▶", "href-link play-button"){
       responseAction(task, "Running...", formHandle(), formText) {
         execute(ui.newTask(), response, request)
       }
@@ -221,7 +221,7 @@ open class CodingAgent<T : Interpreter>(
     formText: StringBuilder
   ): StringBuilder? {
     var revertButton: StringBuilder? = null
-    revertButton = task.complete(ui.hrefLink("↩", "href-link regen-button") {
+    revertButton = task.complete(ui.hrefLink("↩", "href-link regen-button"){
       revertButton?.clear()
       formHandle?.append(formText)
       task.complete()
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ShellToolAgent.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ShellToolAgent.kt
index a2f92af5..3539e4c6 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ShellToolAgent.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ShellToolAgent.kt
@@ -4,7 +4,6 @@ import com.simiacryptus.jopenai.API
 import com.simiacryptus.jopenai.ApiModel
 import com.simiacryptus.jopenai.OpenAIClient
 import com.simiacryptus.jopenai.describe.AbbrevWhitelistYamlDescriber
-import com.simiacryptus.jopenai.describe.Description
 import com.simiacryptus.jopenai.describe.TypeDescriber
 import com.simiacryptus.jopenai.models.ChatModels
 import com.simiacryptus.jopenai.util.JsonUtil
@@ -31,7 +30,6 @@ import org.openapitools.codegen.OpenAPIGenerator
 import org.openapitools.codegen.SpecValidationException
 import org.slf4j.LoggerFactory
 import java.io.File
-import java.util.function.Function
 import kotlin.reflect.KClass
 
 private val String.escapeQuotedString: String
@@ -72,7 +70,7 @@ abstract class ShellToolAgent<T : Interpreter>(
       |<div style="display: flex;flex-direction: column;">
       |${
         if (!super.canPlay) "" else
-          super.ui.hrefLink("▶", "href-link play-button") {
+          super.ui.hrefLink("▶", "href-link play-button"){
             super.responseAction(task, "Running...", formHandle!!, formText) {
               super.execute(super.ui.newTask(), response, request)
             }
@@ -115,7 +113,7 @@ abstract class ShellToolAgent<T : Interpreter>(
     response: CodeResult,
     formText: StringBuilder,
     formHandle: () -> StringBuilder
-  ) = ui.hrefLink("\uD83D\uDCE4", "href-link regen-button") {
+  ) = ui.hrefLink("\uD83D\uDCE4", "href-link regen-button"){
     val task = ui.newTask()
     responseAction(task, "Exporting...", formHandle(), formText) {
       displayCodeFeedback(
@@ -136,26 +134,26 @@ abstract class ShellToolAgent<T : Interpreter>(
         val cwd = actor.symbols.get("workingDir")?.toString()?.let { java.io.File(it) } ?: java.io.File(".")
         val env = actor.symbols.get("env")?.let { env -> (env as Map<String, String>) } ?: mapOf()
         val codePrefix = """
-              fun execute() : Pair<String, String> {
-                val command = "${command.joinToString(" ").escapeQuotedString}".split(" ")
-                val cwd = java.io.File("${cwd.absolutePath.escapeQuotedString}")
-                val env = mapOf<String, String>(${env.entries.joinToString(",") { "\"${it.key.escapeQuotedString}\" to \"${it.value.escapeQuotedString}\"" }})
-                val processBuilder = ProcessBuilder(*command.toTypedArray()).directory(cwd)
-                processBuilder.environment().putAll(env)
-                val process = processBuilder.start()
-                process.outputStream.write("${response.code.escapeQuotedString}".toByteArray())
-                process.outputStream.close()
-                val output = process.inputStream.bufferedReader().readText()
-                val error = process.errorStream.bufferedReader().readText()
-                val waitFor = process.waitFor(5, java.util.concurrent.TimeUnit.MINUTES)
-                if (!waitFor) {
-                  process.destroy()
-                  throw RuntimeException("Timeout; output: " + output + "; error: " + error)
-                } else {
-                  return Pair(output, error)
+                fun execute() : Pair<String, String> {
+                  val command = "${command.joinToString(" ").escapeQuotedString}".split(" ")
+                  val cwd = java.io.File("${cwd.absolutePath.escapeQuotedString}")
+                  val env = mapOf<String, String>(${env.entries.joinToString(",") { "\"${it.key.escapeQuotedString}\" to \"${it.value.escapeQuotedString}\"" }})
+                  val processBuilder = ProcessBuilder(*command.toTypedArray()).directory(cwd)
+                  processBuilder.environment().putAll(env)
+                  val process = processBuilder.start()
+                  process.outputStream.write("${response.code.escapeQuotedString}".toByteArray())
+                  process.outputStream.close()
+                  val output = process.inputStream.bufferedReader().readText()
+                  val error = process.errorStream.bufferedReader().readText()
+                  val waitFor = process.waitFor(5, java.util.concurrent.TimeUnit.MINUTES)
+                  if (!waitFor) {
+                    process.destroy()
+                    throw RuntimeException("Timeout; output: " + output + "; error: " + error)
+                  } else {
+                    return Pair(output, error)
+                  }
                 }
-              }
-            """.trimIndent()
+              """.trimIndent()
         val messages = listOf(
           "Shell Code: \n```${actor.language}\n${response.code}\n```" to ApiModel.Role.assistant,
         ) + (lastResult?.let { listOf(
@@ -175,7 +173,7 @@ abstract class ShellToolAgent<T : Interpreter>(
               messages = listOf(
                 (codePrefix + "\n\n" + parsedCode) to ApiModel.Role.assistant,
                 "Reprocess this code prototype into a servlet. " +
-                "The last line should instantiate the new servlet class and return it via the returnBuffer collection." to ApiModel.Role.user
+                    "The last line should instantiate the new servlet class and return it via the returnBuffer collection." to ApiModel.Role.user
               ),
               codePrefix = schemaCode
             )
@@ -206,10 +204,10 @@ abstract class ShellToolAgent<T : Interpreter>(
                 break;
               } catch (e: SpecValidationException) {
                 val error = """
-            |${e.message}
-            |${e.errors.joinToString("\n") { "ERROR:" + it.toString() }}
-            |${e.warnings.joinToString("\n") { "WARN:" + it.toString() }}
-          """.trimIndent()
+              |${e.message}
+              |${e.errors.joinToString("\n") { "ERROR:" + it.toString() }}
+              |${e.warnings.joinToString("\n") { "WARN:" + it.toString() }}
+            """.trimIndent()
                 task.hideable(ui, renderMarkdown("```\n${error}\n```"))
                 openAPI = openAPIParsedActor().answer(
                   listOf(
@@ -333,7 +331,7 @@ abstract class ShellToolAgent<T : Interpreter>(
       """
       |<div style="display: flex;flex-direction: column;">
       |${
-        super.ui.hrefLink("\uD83D\uDC4D", "href-link play-button") {
+        super.ui.hrefLink("\uD83D\uDC4D", "href-link play-button"){
           super.responseAction(task, "Accepted...", formHandle!!, formText) {
             onComplete(response.code)
           }
@@ -341,12 +339,12 @@ abstract class ShellToolAgent<T : Interpreter>(
       }
       |${
         if (!super.canPlay) "" else
-          ui.hrefLink("▶", "href-link play-button") {
+          ui.hrefLink("▶", "href-link play-button"){
             execute(ui.newTask(), response)
           }
       }
       |${
-        super.ui.hrefLink("♻", "href-link regen-button") {
+        super.ui.hrefLink("♻", "href-link regen-button"){
           super.responseAction(task, "Regenerating...", formHandle!!, formText) {
             //val task = super.ui.newTask()
             val codeRequest =
@@ -369,7 +367,7 @@ abstract class ShellToolAgent<T : Interpreter>(
               log.warn("Error", e)
               val error = task.error(super.ui, e)
               var regenButton: StringBuilder? = null
-              regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button") {
+              regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button"){
                 regenButton?.clear()
                 val header = task.header("Regenerating...")
                 super.displayCode(task, codeRequest)
@@ -412,7 +410,7 @@ abstract class ShellToolAgent<T : Interpreter>(
                 log.warn("Error", e)
                 val error = task.error(super.ui, e)
                 var regenButton: StringBuilder? = null
-                regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button") {
+                regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button"){
                   regenButton?.clear()
                   val header = task.header("Regenerating...")
                   super.displayCode(task, codeRequest)
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ToolAgent.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ToolAgent.kt
index c61a9e07..2f568a93 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ToolAgent.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/coding/ToolAgent.kt
@@ -4,7 +4,6 @@ import com.simiacryptus.jopenai.API
 import com.simiacryptus.jopenai.ApiModel
 import com.simiacryptus.jopenai.OpenAIClient
 import com.simiacryptus.jopenai.describe.AbbrevWhitelistYamlDescriber
-import com.simiacryptus.jopenai.describe.Description
 import com.simiacryptus.jopenai.describe.TypeDescriber
 import com.simiacryptus.jopenai.models.ChatModels
 import com.simiacryptus.jopenai.util.JsonUtil
@@ -31,7 +30,6 @@ import org.openapitools.codegen.OpenAPIGenerator
 import org.openapitools.codegen.SpecValidationException
 import org.slf4j.LoggerFactory
 import java.io.File
-import java.util.function.Function
 import kotlin.reflect.KClass
 
 abstract class ToolAgent<T : Interpreter>(
@@ -79,7 +77,7 @@ abstract class ToolAgent<T : Interpreter>(
     response: CodeResult,
     formText: StringBuilder,
     formHandle: () -> StringBuilder
-  ) = ui.hrefLink("\uD83D\uDCE4", "href-link regen-button") {
+  ) = ui.hrefLink("\uD83D\uDCE4", "href-link regen-button"){
     val task = ui.newTask()
     responseAction(task, "Exporting...", formHandle(), formText) {
       displayCodeFeedback(
@@ -126,10 +124,10 @@ abstract class ToolAgent<T : Interpreter>(
               break;
             } catch (e: SpecValidationException) {
               val error = """
-            |${e.message}
-            |${e.errors.joinToString("\n") { "ERROR:" + it.toString() }}
-            |${e.warnings.joinToString("\n") { "WARN:" + it.toString() }}
-          """.trimIndent()
+              |${e.message}
+              |${e.errors.joinToString("\n") { "ERROR:" + it.toString() }}
+              |${e.warnings.joinToString("\n") { "WARN:" + it.toString() }}
+            """.trimIndent()
               task.hideable(ui, renderMarkdown("```\n${error}\n```"))
               openAPI = openAPIParsedActor().answer(
                 listOf(
@@ -239,14 +237,14 @@ abstract class ToolAgent<T : Interpreter>(
       |<div style="display: flex;flex-direction: column;">
       |${
         if (!super.canPlay) "" else
-          super.ui.hrefLink("\uD83D\uDC4D", "href-link play-button") {
+          super.ui.hrefLink("\uD83D\uDC4D", "href-link play-button"){
             super.responseAction(task, "Accepted...", formHandle!!, formText) {
               onComplete(response.code)
             }
           }
       }
       |${
-        super.ui.hrefLink("♻", "href-link regen-button") {
+        super.ui.hrefLink("♻", "href-link regen-button"){
           super.responseAction(task, "Regenerating...", formHandle!!, formText) {
             //val task = super.ui.newTask()
             val codeRequest =
@@ -269,7 +267,7 @@ abstract class ToolAgent<T : Interpreter>(
               log.warn("Error", e)
               val error = task.error(super.ui, e)
               var regenButton: StringBuilder? = null
-              regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button") {
+              regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button"){
                 regenButton?.clear()
                 val header = task.header("Regenerating...")
                 super.displayCode(task, codeRequest)
@@ -312,7 +310,7 @@ abstract class ToolAgent<T : Interpreter>(
                 log.warn("Error", e)
                 val error = task.error(super.ui, e)
                 var regenButton: StringBuilder? = null
-                regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button") {
+                regenButton = task.complete(super.ui.hrefLink("♻", "href-link regen-button"){
                   regenButton?.clear()
                   val header = task.header("Regenerating...")
                   super.displayCode(task, codeRequest)
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/general/WebDevApp.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/general/WebDevApp.kt
index 976828d7..0be2a6a0 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/general/WebDevApp.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/apps/general/WebDevApp.kt
@@ -159,8 +159,8 @@ class WebDevAgent(
       toInput = { listOf(it) },
       api = api,
       ui = ui,
-      outputFn = { task, design ->
-        task.add(renderMarkdown("${design.text}\n\n```json\n${JsonUtil.toJson(design.obj)}\n```"))
+      outputFn = { design ->
+        renderMarkdown("${design.text}\n\n```json\n${JsonUtil.toJson(design.obj)}\n```")
       }
     )
 
@@ -308,7 +308,7 @@ class WebDevAgent(
           """
           |<div style="display: flex;flex-direction: column;">
           |${
-            ui.hrefLink("♻", "href-link regen-button") {
+            ui.hrefLink("♻", "href-link regen-button"){
               val task = ui.newTask()
               responseAction(task, "Regenerating...", formHandle!!, formText) {
                 draftResourceCode(
@@ -358,7 +358,7 @@ class WebDevAgent(
       log.warn("Error", e)
       val error = task.error(ui, e)
       var regenButton: StringBuilder? = null
-      regenButton = task.complete(ui.hrefLink("♻", "href-link regen-button") {
+      regenButton = task.complete(ui.hrefLink("♻", "href-link regen-button"){
         regenButton?.clear()
         val header = task.header("Regenerating...")
         draftResourceCode(task, request, actor, path, *languages)
@@ -383,7 +383,7 @@ class WebDevAgent(
     } finally {
       header?.clear()
       var revertButton: StringBuilder? = null
-      revertButton = task.complete(ui.hrefLink("↩", "href-link regen-button") {
+      revertButton = task.complete(ui.hrefLink("↩", "href-link regen-button"){
         revertButton?.clear()
         formHandle?.append(formText)
         task.complete()
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/application/ApplicationInterface.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/application/ApplicationInterface.kt
index ff87475b..24290718 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/application/ApplicationInterface.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/application/ApplicationInterface.kt
@@ -13,9 +13,11 @@ open class ApplicationInterface(val socketManager: SocketManagerBase) {
     linkText: String,
     @Description("The css class to apply to the link")
     classname: String = """href-link""",
+    @Description("The id to apply to the link")
+    id: String? = null,
     @Description("The handler to trigger when the link is clicked")
-    handler: Consumer<Unit>
-  ) = socketManager.hrefLink(linkText, classname, oneAtATime(handler))
+    handler: Consumer<Unit>,
+  ) = socketManager.hrefLink(linkText, classname, id, oneAtATime(handler))
 
   @Description("Returns html for a text input form that will trigger the given handler when submitted.")
   open fun textInput(
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SessionTask.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SessionTask.kt
index 111f89c7..182135d2 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SessionTask.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SessionTask.kt
@@ -69,7 +69,7 @@ abstract class SessionTask(
   ): StringBuilder? {
     var windowBuffer: StringBuilder? = null
     val closeButton = """<span class="close">${
-      ui.hrefLink("&times;", "close-button href-link") {
+      ui.hrefLink("&times;", "close-button href-link"){
         windowBuffer?.clear()
         send()
       }
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SocketManagerBase.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SocketManagerBase.kt
index 26c22f14..f619af00 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SocketManagerBase.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/session/SocketManagerBase.kt
@@ -169,10 +169,13 @@ abstract class SocketManagerBase(
     }
   }
 
-  fun hrefLink(linkText: String, classname: String = """href-link""", handler: Consumer<Unit>): String {
+  fun hrefLink(linkText: String, classname: String = """href-link""", id: String? = null, handler: Consumer<Unit>): String {
     val operationID = randomID()
     linkTriggers[operationID] = handler
-    return """<a class="$classname" data-id="$operationID">$linkText</a>"""
+    return """<a class="$classname" data-id="$operationID"${when {
+      id != null -> """ id="$id""""
+      else -> ""
+    }}>$linkText</a>"""
   }
 
   fun textInput(handler: Consumer<String>): String {
diff --git a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/test/CodingActorTestApp.kt b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/test/CodingActorTestApp.kt
index 423b0b30..5f0ff0a0 100644
--- a/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/test/CodingActorTestApp.kt
+++ b/webui/src/main/kotlin/com/simiacryptus/skyenet/webui/test/CodingActorTestApp.kt
@@ -40,15 +40,15 @@ open class CodingActorTestApp(
               OperationType.Execute
             )
             val playLink = if (!canPlay) "" else {
-                ui.hrefLink("▶", "href-link play-button") {
-                    message.add("Running...")
-                    val result = response.result
-                    message.complete(
-                        """
-                        |<pre>${result.resultValue}</pre>
-                        |<pre>${result.resultOutput}</pre>
-                        """.trimMargin()
-                    )
+                ui.hrefLink("▶", "href-link play-button"){
+                  message.add("Running...")
+                  val result = response.result
+                  message.complete(
+                    """
+                                        |<pre>${result.resultValue}</pre>
+                                        |<pre>${result.resultOutput}</pre>
+                                        """.trimMargin()
+                  )
                 }
             }
             message.complete(