From f822fda82d161b37ec9d72a005adbfb59afb59f0 Mon Sep 17 00:00:00 2001
From: Aliyan Ishfaq <aliyanishfaq200@gmail.com>
Date: Mon, 21 Jul 2025 15:54:55 -0700
Subject: [PATCH] feat: Added LLM fallback (#433)

* prompt changes and eval fix

* prompt deletions reverted

* formatting

* chore: code cleaning

* feat: add LangGraph evaluation support

* fix: py lg check logging fix

* chore: code cleaning

* dataset added

* chore: code cleaning

* chore: code cleaning

* Readme changes

* feat: LLM fallback added

* feat: add llm fallback

* chore: code cleaning

* chore: code cleaning

* chore: code cleaned

* feat: llm fallback in runtime

* fix: build errors

* refactor: FallbackRunnable now extends ConfigurableModel

* Readme update

* feat: llm as a judge script added

* chore: code formatted

* fix: use GA gemini models instead of preview

* fix: type improvements

* feat: added skeleton for tool py-dev-server

* fix: code cleaning & type improvements

* fix: code cleaning

* cr

---------

Co-authored-by: bracesproul <braceasproul@gmail.com>
---
 README.md                                     |    2 +-
 .../src/graphs/planner/nodes/rewrite-plan.ts  |    6 +-
 apps/open-swe/src/utils/load-model.ts         |   93 +-
 apps/open-swe/src/utils/model-manager.ts      |  429 ++++++
 apps/open-swe/src/utils/runtime-fallback.ts   |  208 +++
 yarn.lock                                     | 1180 +++++++++--------
 6 files changed, 1244 insertions(+), 674 deletions(-)
 create mode 100644 apps/open-swe/src/utils/model-manager.ts
 create mode 100644 apps/open-swe/src/utils/runtime-fallback.ts

diff --git a/README.md b/README.md
index 32a91ccc..2858fda3 100644
--- a/README.md
+++ b/README.md
@@ -36,4 +36,4 @@ Open SWE can be used in multiple ways:
 
 # Documentation
 
-To get started using Open SWE locally, see the [documentation here](https://docs.langchain.com/labs/swe/).
+To get started using Open SWE locally, see the [documentation here](https://docs.langchain.com/labs/swe/).
\ No newline at end of file
diff --git a/apps/open-swe/src/graphs/planner/nodes/rewrite-plan.ts b/apps/open-swe/src/graphs/planner/nodes/rewrite-plan.ts
index 6853864e..c80b5360 100644
--- a/apps/open-swe/src/graphs/planner/nodes/rewrite-plan.ts
+++ b/apps/open-swe/src/graphs/planner/nodes/rewrite-plan.ts
@@ -4,7 +4,6 @@
 import { GraphConfig, PlanItem } from "@open-swe/shared/open-swe/types";
 import { z } from "zod";
 import { tool } from "@langchain/core/tools";
-import { ConfigurableModel } from "langchain/chat_models/universal";
 import { traceable } from "langsmith/traceable";
 import {
   PlannerGraphState,
@@ -19,6 +18,7 @@ import {
   supportsParallelToolCallsParam,
   Task,
 } from "../../../utils/load-model.js";
+import { FallbackRunnable } from "../../../utils/runtime-fallback.js";
 
 const systemPromptIdentifyChanges = `You are operating as an agentic coding assistant built by LangChain. You've previously been given a task to generate a plan of action for, to address the user's initial request.
 
@@ -97,7 +97,7 @@ const formatSysPromptRewritePlan = (
 
 async function identifyTasksToModifyFunc(
   state: PlannerGraphState,
-  model: ConfigurableModel,
+  model: FallbackRunnable,
   supportsParallelToolCallsParam: boolean,
 ): Promise<PlanItem[]> {
   if (!state.planChangeRequest) {
@@ -188,7 +188,7 @@ const identifyTasksToModify = traceable(identifyTasksToModifyFunc, {
 async function updatePlanTasksFunc(
   state: PlannerGraphState,
   tasksToModify: PlanItem[],
-  model: ConfigurableModel,
+  model: FallbackRunnable,
   supportsParallelToolCallsParam: boolean,
 ): Promise<string[]> {
   if (!state.planChangeRequest) {
diff --git a/apps/open-swe/src/utils/load-model.ts b/apps/open-swe/src/utils/load-model.ts
index 7bb404ea..581c8e6f 100644
--- a/apps/open-swe/src/utils/load-model.ts
+++ b/apps/open-swe/src/utils/load-model.ts
@@ -1,7 +1,6 @@
-import { initChatModel } from "langchain/chat_models/universal";
 import { GraphConfig } from "@open-swe/shared/open-swe/types";
-import { isAllowedUser } from "./github/allowed-users.js";
-import { decryptSecret } from "@open-swe/shared/crypto";
+import { getModelManager } from "./model-manager.js";
+import { FallbackRunnable } from "./runtime-fallback.js";
 
 export enum Task {
   /**
@@ -37,91 +36,15 @@ const TASK_TO_CONFIG_DEFAULTS_MAP = {
   },
 };
 
-const providerToApiKey = (
-  providerName: string,
-  apiKeys: Record<string, string>,
-): string => {
-  switch (providerName) {
-    case "openai":
-      return apiKeys.openaiApiKey;
-    case "anthropic":
-      return apiKeys.anthropicApiKey;
-    case "google-genai":
-      return apiKeys.googleApiKey;
-    default:
-      throw new Error(`Unknown provider: ${providerName}`);
-  }
-};
-
 export async function loadModel(config: GraphConfig, task: Task) {
-  const modelStr =
-    config.configurable?.[`${task}ModelName`] ??
-    TASK_TO_CONFIG_DEFAULTS_MAP[task].modelName;
-  const temperature =
-    config.configurable?.[`${task}Temperature`] ??
-    TASK_TO_CONFIG_DEFAULTS_MAP[task].temperature;
+  const modelManager = getModelManager();
 
-  const [modelProvider, ...modelNameParts] = modelStr.split(":");
-
-  let thinkingModel = false;
-  if (modelNameParts[0] === "extended-thinking") {
-    // Using a thinking model. Remove it from the model name.
-    modelNameParts.shift();
-    thinkingModel = true;
+  const model = await modelManager.loadModel(config, task);
+  if (!model) {
+    throw new Error(`Model loading returned undefined for task: ${task}`);
   }
-
-  const modelName = modelNameParts.join(":");
-  if (modelProvider === "openai" && modelName.startsWith("o")) {
-    thinkingModel = true;
-  }
-
-  const thinkingBudgetTokens = 5000;
-  const thinkingMaxTokens = thinkingBudgetTokens * 4;
-
-  let maxTokens = config.configurable?.maxTokens ?? 10_000;
-  if (modelName.includes("claude-3-5-haiku")) {
-    // The max tokens for haiku is 8192
-    maxTokens = maxTokens > 8_192 ? 8_192 : maxTokens;
-  }
-
-  // TODO: Fix types
-  const userLogin = (config.configurable as any)?.langgraph_auth_user
-    ?.display_name;
-  const secretsEncryptionKey = process.env.SECRETS_ENCRYPTION_KEY;
-  if (!secretsEncryptionKey) {
-    throw new Error("SECRETS_ENCRYPTION_KEY environment variable is required");
-  }
-  if (!userLogin) {
-    throw new Error("User login not found in config");
-  }
-  const apiKeys = config.configurable?.apiKeys;
-  let apiKey: string | null = null;
-  if (!isAllowedUser(userLogin)) {
-    if (!apiKeys) {
-      throw new Error("API keys not found in config");
-    }
-    apiKey = decryptSecret(
-      providerToApiKey(modelProvider, apiKeys),
-      secretsEncryptionKey,
-    );
-    if (!apiKey) {
-      throw new Error("No API key found for provider: " + modelProvider);
-    }
-  }
-
-  const model = await initChatModel(modelName, {
-    modelProvider,
-    temperature: thinkingModel ? undefined : temperature,
-    ...(apiKey ? { apiKey } : {}),
-    ...(thinkingModel && modelProvider === "anthropic"
-      ? {
-          thinking: { budget_tokens: thinkingBudgetTokens, type: "enabled" },
-          maxTokens: thinkingMaxTokens,
-        }
-      : { maxTokens }),
-  });
-
-  return model;
+  const fallbackModel = new FallbackRunnable(model, config, task, modelManager);
+  return fallbackModel;
 }
 
 const MODELS_NO_PARALLEL_TOOL_CALLING = ["openai:o3", "openai:o3-mini"];
diff --git a/apps/open-swe/src/utils/model-manager.ts b/apps/open-swe/src/utils/model-manager.ts
new file mode 100644
index 00000000..749e1402
--- /dev/null
+++ b/apps/open-swe/src/utils/model-manager.ts
@@ -0,0 +1,429 @@
+import {
+  ConfigurableModel,
+  initChatModel,
+} from "langchain/chat_models/universal";
+import { GraphConfig } from "@open-swe/shared/open-swe/types";
+import { createLogger, LogLevel } from "./logger.js";
+import { Task } from "./load-model.js";
+import { isAllowedUser } from "./github/allowed-users.js";
+import { decryptSecret } from "@open-swe/shared/crypto";
+
+const logger = createLogger(LogLevel.INFO, "ModelManager");
+
+type InitChatModelArgs = Parameters<typeof initChatModel>[1];
+
+export interface CircuitBreakerState {
+  state: CircuitState;
+  failureCount: number;
+  lastFailureTime: number;
+  openedAt?: number;
+}
+
+interface ModelLoadConfig {
+  provider: Provider;
+  modelName: string;
+  temperature?: number;
+  maxTokens?: number;
+  thinkingModel?: boolean;
+  thinkingBudgetTokens?: number;
+}
+
+export enum CircuitState {
+  /*
+   * CLOSED: Normal operation
+   */
+  CLOSED = "CLOSED",
+  /*
+   * OPEN: Failing, use fallback
+   */
+  OPEN = "OPEN",
+}
+
+export const PROVIDER_FALLBACK_ORDER = [
+  "google-genai",
+  "anthropic",
+  "openai",
+] as const;
+export type Provider = (typeof PROVIDER_FALLBACK_ORDER)[number];
+
+export interface ModelManagerConfig {
+  /*
+   * Failures before opening circuit
+   */
+  circuitBreakerFailureThreshold: number;
+  /*
+   * Time to wait before trying again (ms)
+   */
+  circuitBreakerTimeoutMs: number;
+  fallbackOrder: Provider[];
+}
+
+export const DEFAULT_MODEL_MANAGER_CONFIG: ModelManagerConfig = {
+  circuitBreakerFailureThreshold: 2, // TBD, need to test
+  circuitBreakerTimeoutMs: 180000, // 3 minutes timeout
+  fallbackOrder: [...PROVIDER_FALLBACK_ORDER],
+};
+
+const MAX_RETRIES = 3;
+const THINKING_BUDGET_TOKENS = 5000;
+
+const providerToApiKey = (
+  providerName: string,
+  apiKeys: Record<string, string>,
+): string => {
+  switch (providerName) {
+    case "openai":
+      return apiKeys.openaiApiKey;
+    case "anthropic":
+      return apiKeys.anthropicApiKey;
+    case "google-genai":
+      return apiKeys.googleApiKey;
+    default:
+      throw new Error(`Unknown provider: ${providerName}`);
+  }
+};
+
+export class ModelManager {
+  private config: ModelManagerConfig;
+  private circuitBreakers: Map<string, CircuitBreakerState> = new Map();
+
+  constructor(config: Partial<ModelManagerConfig> = {}) {
+    this.config = { ...DEFAULT_MODEL_MANAGER_CONFIG, ...config };
+
+    logger.info("Initialized", {
+      config: this.config,
+      fallbackOrder: this.config.fallbackOrder,
+    });
+  }
+
+  /**
+   * Load a single model (no fallback during loading)
+   */
+  async loadModel(graphConfig: GraphConfig, task: Task) {
+    const baseConfig = this.getBaseConfigForTask(graphConfig, task);
+    const model = await this.initializeModel(baseConfig, graphConfig);
+    return model;
+  }
+  /**
+   * Initialize the model instance
+   */
+  public async initializeModel(
+    config: ModelLoadConfig,
+    graphConfig?: GraphConfig,
+  ) {
+    const {
+      provider,
+      modelName,
+      temperature,
+      maxTokens,
+      thinkingModel,
+      thinkingBudgetTokens,
+    } = config;
+
+    const thinkingMaxTokens = thinkingBudgetTokens
+      ? thinkingBudgetTokens * 4
+      : undefined;
+
+    let finalMaxTokens = maxTokens ?? 10_000;
+    if (modelName.includes("claude-3-5-haiku")) {
+      finalMaxTokens = finalMaxTokens > 8_192 ? 8_192 : finalMaxTokens;
+    }
+
+    let apiKey: string | null = null;
+    if (graphConfig) {
+      const userLogin = (graphConfig.configurable as any)?.langgraph_auth_user
+        ?.display_name;
+      const secretsEncryptionKey = process.env.SECRETS_ENCRYPTION_KEY;
+      if (!secretsEncryptionKey) {
+        throw new Error(
+          "SECRETS_ENCRYPTION_KEY environment variable is required",
+        );
+      }
+      if (!userLogin) {
+        throw new Error("User login not found in config");
+      }
+      const apiKeys = graphConfig.configurable?.apiKeys;
+      if (!isAllowedUser(userLogin)) {
+        if (!apiKeys) {
+          throw new Error("API keys not found in config");
+        }
+        apiKey = decryptSecret(
+          providerToApiKey(provider, apiKeys),
+          secretsEncryptionKey,
+        );
+        if (!apiKey) {
+          throw new Error("No API key found for provider: " + provider);
+        }
+      }
+    }
+
+    const modelOptions: InitChatModelArgs = {
+      modelProvider: provider,
+      temperature: thinkingModel ? undefined : temperature,
+      max_retries: MAX_RETRIES,
+      ...(apiKey ? { apiKey } : {}),
+      ...(thinkingModel && provider === "anthropic"
+        ? {
+            thinking: { budget_tokens: thinkingBudgetTokens, type: "enabled" },
+            maxTokens: thinkingMaxTokens,
+          }
+        : { maxTokens: finalMaxTokens }),
+    };
+
+    logger.debug("Initializing model", {
+      provider,
+      modelName,
+    });
+
+    return await initChatModel(modelName, modelOptions);
+  }
+
+  public getModelConfigs(
+    config: GraphConfig,
+    task: Task,
+    selectedModel: ConfigurableModel,
+  ) {
+    const configs: ModelLoadConfig[] = [];
+    const baseConfig = this.getBaseConfigForTask(config, task);
+
+    const defaultConfig = selectedModel._defaultConfig;
+    let selectedModelConfig: ModelLoadConfig | null = null;
+
+    if (defaultConfig) {
+      const provider = defaultConfig.modelProvider as Provider;
+      const modelName = defaultConfig.model;
+
+      if (provider && modelName) {
+        const isThinkingModel = baseConfig.thinkingModel;
+        selectedModelConfig = {
+          provider,
+          modelName,
+          temperature: defaultConfig.temperature ?? baseConfig.temperature,
+          maxTokens: defaultConfig.maxTokens ?? baseConfig.maxTokens,
+          ...(isThinkingModel
+            ? {
+                thinkingModel: true,
+                thinkingBudgetTokens: THINKING_BUDGET_TOKENS,
+              }
+            : {}),
+        };
+        configs.push(selectedModelConfig);
+      }
+    }
+
+    // Add fallback models
+    for (const provider of this.config.fallbackOrder) {
+      const fallbackModel = this.getDefaultModelForProvider(provider, task);
+      if (
+        fallbackModel &&
+        (!selectedModelConfig ||
+          fallbackModel.modelName !== selectedModelConfig.modelName)
+      ) {
+        const fallbackConfig = {
+          ...fallbackModel,
+          temperature: baseConfig.temperature,
+          maxTokens: baseConfig.maxTokens,
+        };
+        configs.push(fallbackConfig);
+      }
+    }
+
+    return configs;
+  }
+
+  /**
+   * Get base configuration for a task from GraphConfig
+   */
+  private getBaseConfigForTask(
+    config: GraphConfig,
+    task: Task,
+  ): ModelLoadConfig {
+    const taskMap = {
+      [Task.PROGRAMMER]: {
+        modelName:
+          config.configurable?.[`${task}ModelName`] ??
+          "google-genai:gemini-2.5-pro",
+        temperature: config.configurable?.[`${task}Temperature`] ?? 0,
+      },
+      [Task.ROUTER]: {
+        modelName:
+          config.configurable?.[`${task}ModelName`] ??
+          "anthropic:claude-3-5-haiku-latest",
+        temperature: config.configurable?.[`${task}Temperature`] ?? 0,
+      },
+      [Task.SUMMARIZER]: {
+        modelName:
+          config.configurable?.[`${task}ModelName`] ??
+          "anthropic:claude-sonnet-4-0",
+        temperature: config.configurable?.[`${task}Temperature`] ?? 0,
+      },
+    };
+
+    const taskConfig = taskMap[task];
+    const modelStr = taskConfig.modelName;
+    const [modelProvider, ...modelNameParts] = modelStr.split(":");
+
+    let thinkingModel = false;
+    if (modelNameParts[0] === "extended-thinking") {
+      thinkingModel = true;
+      modelNameParts.shift();
+    }
+
+    const modelName = modelNameParts.join(":");
+    if (modelProvider === "openai" && modelName.startsWith("o")) {
+      thinkingModel = true;
+    }
+
+    const thinkingBudgetTokens = THINKING_BUDGET_TOKENS;
+
+    return {
+      modelName,
+      provider: modelProvider as Provider,
+      temperature: taskConfig.temperature,
+      maxTokens: config.configurable?.maxTokens ?? 10_000,
+      thinkingModel,
+      thinkingBudgetTokens,
+    };
+  }
+
+  /**
+   * Get default model for a provider and task
+   */
+  private getDefaultModelForProvider(
+    provider: Provider,
+    task: Task,
+  ): ModelLoadConfig | null {
+    const defaultModels: Record<Provider, Record<Task, string>> = {
+      anthropic: {
+        [Task.PROGRAMMER]: "claude-sonnet-4-0",
+        [Task.ROUTER]: "claude-3-5-haiku-latest",
+        [Task.SUMMARIZER]: "claude-sonnet-4-0",
+      },
+      "google-genai": {
+        [Task.PROGRAMMER]: "gemini-2.5-pro",
+        [Task.ROUTER]: "gemini-2.5-flash",
+        [Task.SUMMARIZER]: "gemini-2.5-pro",
+      },
+      openai: {
+        [Task.PROGRAMMER]: "gpt-4o",
+        [Task.ROUTER]: "gpt-4o-mini",
+        [Task.SUMMARIZER]: "gpt-4o",
+      },
+    };
+
+    const modelName = defaultModels[provider][task];
+    if (!modelName) {
+      return null;
+    }
+    return { provider, modelName };
+  }
+
+  /**
+   * Circuit breaker methods
+   */
+  public isCircuitClosed(modelKey: string): boolean {
+    const state = this.getCircuitState(modelKey);
+
+    if (state.state === CircuitState.CLOSED) {
+      return true;
+    }
+
+    if (state.state === CircuitState.OPEN && state.openedAt) {
+      const timeElapsed = Date.now() - state.openedAt;
+      if (timeElapsed >= this.config.circuitBreakerTimeoutMs) {
+        state.state = CircuitState.CLOSED;
+        state.failureCount = 0;
+        delete state.openedAt;
+
+        logger.info(
+          `${modelKey}: Circuit breaker automatically recovered: OPEN → CLOSED`,
+          {
+            timeElapsed: (timeElapsed / 1000).toFixed(1) + "s",
+          },
+        );
+        return true;
+      }
+    }
+
+    return false;
+  }
+
+  private getCircuitState(modelKey: string): CircuitBreakerState {
+    if (!this.circuitBreakers.has(modelKey)) {
+      this.circuitBreakers.set(modelKey, {
+        state: CircuitState.CLOSED,
+        failureCount: 0,
+        lastFailureTime: 0,
+      });
+    }
+    return this.circuitBreakers.get(modelKey)!;
+  }
+
+  public recordSuccess(modelKey: string): void {
+    const circuitState = this.getCircuitState(modelKey);
+
+    circuitState.state = CircuitState.CLOSED;
+    circuitState.failureCount = 0;
+    delete circuitState.openedAt;
+
+    logger.debug(`${modelKey}: Circuit breaker reset after successful request`);
+  }
+
+  public recordFailure(modelKey: string): void {
+    const circuitState = this.getCircuitState(modelKey);
+    const now = Date.now();
+
+    circuitState.lastFailureTime = now;
+    circuitState.failureCount++;
+
+    if (
+      circuitState.failureCount >= this.config.circuitBreakerFailureThreshold
+    ) {
+      circuitState.state = CircuitState.OPEN;
+      circuitState.openedAt = now;
+
+      logger.warn(
+        `${modelKey}: Circuit breaker opened after ${circuitState.failureCount} failures`,
+        {
+          timeoutMs: this.config.circuitBreakerTimeoutMs,
+          willRetryAt: new Date(
+            now + this.config.circuitBreakerTimeoutMs,
+          ).toISOString(),
+        },
+      );
+    }
+  }
+
+  /**
+   * Monitoring and observability methods
+   */
+  public getCircuitBreakerStatus(): Map<string, CircuitBreakerState> {
+    return new Map(this.circuitBreakers);
+  }
+
+  /**
+   * Cleanup on shutdown
+   */
+  public shutdown(): void {
+    this.circuitBreakers.clear();
+    logger.info("Shutdown complete");
+  }
+}
+
+let globalModelManager: ModelManager | null = null;
+
+export function getModelManager(
+  config?: Partial<ModelManagerConfig>,
+): ModelManager {
+  if (!globalModelManager) {
+    globalModelManager = new ModelManager(config);
+  }
+  return globalModelManager;
+}
+
+export function resetModelManager(): void {
+  if (globalModelManager) {
+    globalModelManager.shutdown();
+    globalModelManager = null;
+  }
+}
diff --git a/apps/open-swe/src/utils/runtime-fallback.ts b/apps/open-swe/src/utils/runtime-fallback.ts
new file mode 100644
index 00000000..eef7d3a0
--- /dev/null
+++ b/apps/open-swe/src/utils/runtime-fallback.ts
@@ -0,0 +1,208 @@
+import { GraphConfig } from "@open-swe/shared/open-swe/types";
+import { Task } from "./load-model.js";
+import { ModelManager } from "./model-manager.js";
+import { createLogger, LogLevel } from "./logger.js";
+import { Runnable, RunnableConfig } from "@langchain/core/runnables";
+import { StructuredToolInterface } from "@langchain/core/tools";
+import {
+  ConfigurableChatModelCallOptions,
+  ConfigurableModel,
+} from "langchain/chat_models/universal";
+import { AIMessageChunk, BaseMessage } from "@langchain/core/messages";
+import { ChatResult, ChatGeneration } from "@langchain/core/outputs";
+import { BaseLanguageModelInput } from "@langchain/core/language_models/base";
+import { BindToolsInput } from "@langchain/core/language_models/chat_models";
+import { getMessageContentString } from "@open-swe/shared/messages";
+
+const logger = createLogger(LogLevel.DEBUG, "FallbackRunnable");
+
+interface ExtractedTools {
+  tools: StructuredToolInterface[];
+  kwargs: Record<string, any>;
+}
+
+export class FallbackRunnable<
+  RunInput extends BaseLanguageModelInput = BaseLanguageModelInput,
+  CallOptions extends
+    ConfigurableChatModelCallOptions = ConfigurableChatModelCallOptions,
+> extends ConfigurableModel<RunInput, CallOptions> {
+  private primaryRunnable: any;
+  private config: GraphConfig;
+  private task: Task;
+  private modelManager: ModelManager;
+
+  constructor(
+    primaryRunnable: any,
+    config: GraphConfig,
+    task: Task,
+    modelManager: ModelManager,
+  ) {
+    super({
+      configurableFields: "any",
+      configPrefix: "fallback",
+      queuedMethodOperations: {},
+      disableStreaming: false,
+    });
+    this.primaryRunnable = primaryRunnable;
+    this.config = config;
+    this.task = task;
+    this.modelManager = modelManager;
+  }
+
+  async _generate(
+    messages: BaseMessage[],
+    options?: Record<string, any>,
+  ): Promise<ChatResult> {
+    const result = await this.invoke(messages, options);
+    const generation: ChatGeneration = {
+      message: result,
+      text: result?.content ? getMessageContentString(result.content) : "",
+    };
+    return {
+      generations: [generation],
+      llmOutput: {},
+    };
+  }
+
+  async invoke(
+    input: BaseLanguageModelInput,
+    options?: Record<string, any>,
+  ): Promise<AIMessageChunk> {
+    const modelConfigs = this.modelManager.getModelConfigs(
+      this.config,
+      this.task,
+      this.getPrimaryModel(),
+    );
+
+    let lastError: Error | undefined;
+
+    for (let i = 0; i < modelConfigs.length; i++) {
+      const modelConfig = modelConfigs[i];
+      const modelKey = `${modelConfig.provider}:${modelConfig.modelName}`;
+
+      if (!this.modelManager.isCircuitClosed(modelKey)) {
+        logger.warn(`Circuit breaker open for ${modelKey}, skipping`);
+        continue;
+      }
+
+      try {
+        const model = await this.modelManager.initializeModel(modelConfig);
+        let runnableToUse: Runnable<BaseLanguageModelInput, AIMessageChunk> =
+          model;
+
+        const tools = this.extractBoundTools();
+        if (tools && "bindTools" in runnableToUse && runnableToUse.bindTools) {
+          runnableToUse = (runnableToUse as ConfigurableModel).bindTools(
+            tools.tools,
+            tools.kwargs,
+          );
+        }
+
+        const config = this.extractConfig();
+        if (config) {
+          runnableToUse = runnableToUse.withConfig(config);
+        }
+
+        const result = await runnableToUse.invoke(input, options);
+        this.modelManager.recordSuccess(modelKey);
+        return result;
+      } catch (error) {
+        logger.warn(
+          `${modelKey} failed: ${error instanceof Error ? error.message : String(error)}`,
+        );
+        lastError = error instanceof Error ? error : new Error(String(error));
+        this.modelManager.recordFailure(modelKey);
+      }
+    }
+
+    throw new Error(
+      `All fallback models exhausted for task ${this.task}. Last error: ${lastError?.message}`,
+    );
+  }
+
+  bindTools(
+    tools: BindToolsInput[],
+    kwargs?: Record<string, any>,
+  ): ConfigurableModel<RunInput, CallOptions> {
+    const boundPrimary =
+      this.primaryRunnable.bindTools?.(tools, kwargs) ?? this.primaryRunnable;
+    return new FallbackRunnable(
+      boundPrimary,
+      this.config,
+      this.task,
+      this.modelManager,
+    ) as unknown as ConfigurableModel<RunInput, CallOptions>;
+  }
+
+  // @ts-expect-error - types are hard man :/
+  withConfig(
+    config?: RunnableConfig,
+  ): ConfigurableModel<RunInput, CallOptions> {
+    const configuredPrimary =
+      this.primaryRunnable.withConfig?.(config) ?? this.primaryRunnable;
+    return new FallbackRunnable(
+      configuredPrimary,
+      this.config,
+      this.task,
+      this.modelManager,
+    ) as unknown as ConfigurableModel<RunInput, CallOptions>;
+  }
+
+  private getPrimaryModel(): ConfigurableModel {
+    let current = this.primaryRunnable;
+
+    // Unwrap any LangChain bindings to get to the actual model
+    while (current?.bound) {
+      current = current.bound;
+    }
+
+    // The unwrapped object should be a chat model with _llmType
+    if (current && typeof current._llmType !== "undefined") {
+      return current;
+    }
+
+    throw new Error(
+      "Could not extract primary model from runnable - no _llmType found",
+    );
+  }
+
+  private extractBoundTools(): ExtractedTools | null {
+    let current: any = this.primaryRunnable;
+
+    while (current) {
+      if (current._queuedMethodOperations?.bindTools) {
+        const bindToolsOp = current._queuedMethodOperations.bindTools;
+
+        if (Array.isArray(bindToolsOp) && bindToolsOp.length > 0) {
+          const tools = bindToolsOp[0] as StructuredToolInterface[];
+          const toolOptions = bindToolsOp[1] || {};
+
+          return {
+            tools: tools,
+            kwargs: {
+              tool_choice: (toolOptions as Record<string, any>).tool_choice,
+              parallel_tool_calls: (toolOptions as Record<string, any>)
+                .parallel_tool_calls,
+            },
+          };
+        }
+      }
+      current = current.bound;
+    }
+
+    return null;
+  }
+
+  private extractConfig(): Partial<RunnableConfig> | null {
+    let current: any = this.primaryRunnable;
+
+    while (current) {
+      if (current.config) {
+        return current.config;
+      }
+      current = current.bound;
+    }
+
+    return null;
+  }
+}
diff --git a/yarn.lock b/yarn.lock
index 1f9fe763..6e2eb6f2 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -175,14 +175,14 @@ __metadata:
   linkType: hard
 
 "@aws-sdk/client-s3@npm:^3.787.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/client-s3@npm:3.846.0"
+  version: 3.848.0
+  resolution: "@aws-sdk/client-s3@npm:3.848.0"
   dependencies:
     "@aws-crypto/sha1-browser": 5.2.0
     "@aws-crypto/sha256-browser": 5.2.0
     "@aws-crypto/sha256-js": 5.2.0
     "@aws-sdk/core": 3.846.0
-    "@aws-sdk/credential-provider-node": 3.846.0
+    "@aws-sdk/credential-provider-node": 3.848.0
     "@aws-sdk/middleware-bucket-endpoint": 3.840.0
     "@aws-sdk/middleware-expect-continue": 3.840.0
     "@aws-sdk/middleware-flexible-checksums": 3.846.0
@@ -192,13 +192,13 @@ __metadata:
     "@aws-sdk/middleware-recursion-detection": 3.840.0
     "@aws-sdk/middleware-sdk-s3": 3.846.0
     "@aws-sdk/middleware-ssec": 3.840.0
-    "@aws-sdk/middleware-user-agent": 3.846.0
+    "@aws-sdk/middleware-user-agent": 3.848.0
     "@aws-sdk/region-config-resolver": 3.840.0
     "@aws-sdk/signature-v4-multi-region": 3.846.0
     "@aws-sdk/types": 3.840.0
-    "@aws-sdk/util-endpoints": 3.845.0
+    "@aws-sdk/util-endpoints": 3.848.0
     "@aws-sdk/util-user-agent-browser": 3.840.0
-    "@aws-sdk/util-user-agent-node": 3.846.0
+    "@aws-sdk/util-user-agent-node": 3.848.0
     "@aws-sdk/xml-builder": 3.821.0
     "@smithy/config-resolver": ^4.1.4
     "@smithy/core": ^3.7.0
@@ -236,13 +236,13 @@ __metadata:
     "@types/uuid": ^9.0.1
     tslib: ^2.6.2
     uuid: ^9.0.1
-  checksum: 6ec5cf428eb2e1b7cbb2d230df24d6242d2839cba3e48b2634ab62309484c3cc44112f64175bc3cdfb7c0129e6fc4300377efce88eca77f700f50fb84fc16d46
+  checksum: 0006426cb84e8779a4498f0ad8280c6c55a06fe267f57e8230ba04aa5256ca144a77d8ea1c1e7297c1e001517e5bb7794a9b9cc4f243c9bc1783bd0bab6641c8
   languageName: node
   linkType: hard
 
-"@aws-sdk/client-sso@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/client-sso@npm:3.846.0"
+"@aws-sdk/client-sso@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/client-sso@npm:3.848.0"
   dependencies:
     "@aws-crypto/sha256-browser": 5.2.0
     "@aws-crypto/sha256-js": 5.2.0
@@ -250,12 +250,12 @@ __metadata:
     "@aws-sdk/middleware-host-header": 3.840.0
     "@aws-sdk/middleware-logger": 3.840.0
     "@aws-sdk/middleware-recursion-detection": 3.840.0
-    "@aws-sdk/middleware-user-agent": 3.846.0
+    "@aws-sdk/middleware-user-agent": 3.848.0
     "@aws-sdk/region-config-resolver": 3.840.0
     "@aws-sdk/types": 3.840.0
-    "@aws-sdk/util-endpoints": 3.845.0
+    "@aws-sdk/util-endpoints": 3.848.0
     "@aws-sdk/util-user-agent-browser": 3.840.0
-    "@aws-sdk/util-user-agent-node": 3.846.0
+    "@aws-sdk/util-user-agent-node": 3.848.0
     "@smithy/config-resolver": ^4.1.4
     "@smithy/core": ^3.7.0
     "@smithy/fetch-http-handler": ^5.1.0
@@ -282,7 +282,7 @@ __metadata:
     "@smithy/util-retry": ^4.0.6
     "@smithy/util-utf8": ^4.0.0
     tslib: ^2.6.2
-  checksum: ebb5524a3cf35c81820e3ad66cd47afa8d53aebe2e2af82a767b783abafdf919740ba3e36ddd5f97c47be03d0d8c43654d9f0e5b25f90e140babe67d97459c73
+  checksum: cd316b10d65ca559b768029be688c0a7081717308ab400df8d5c63e42ea0d6c2fb9497e485c5d56c7b442d82b0dffa1eb3cbdb269106263cde56830b960d35dc
   languageName: node
   linkType: hard
 
@@ -340,44 +340,44 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@aws-sdk/credential-provider-ini@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/credential-provider-ini@npm:3.846.0"
+"@aws-sdk/credential-provider-ini@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/credential-provider-ini@npm:3.848.0"
   dependencies:
     "@aws-sdk/core": 3.846.0
     "@aws-sdk/credential-provider-env": 3.846.0
     "@aws-sdk/credential-provider-http": 3.846.0
     "@aws-sdk/credential-provider-process": 3.846.0
-    "@aws-sdk/credential-provider-sso": 3.846.0
-    "@aws-sdk/credential-provider-web-identity": 3.846.0
-    "@aws-sdk/nested-clients": 3.846.0
+    "@aws-sdk/credential-provider-sso": 3.848.0
+    "@aws-sdk/credential-provider-web-identity": 3.848.0
+    "@aws-sdk/nested-clients": 3.848.0
     "@aws-sdk/types": 3.840.0
     "@smithy/credential-provider-imds": ^4.0.6
     "@smithy/property-provider": ^4.0.4
     "@smithy/shared-ini-file-loader": ^4.0.4
     "@smithy/types": ^4.3.1
     tslib: ^2.6.2
-  checksum: feaf1f30c068e92b7fa13491358f60aad8e34e968b5ec364239ba2cbc4b3945a6afa87822fd8bbcbc2db37022098ff845236dde684a5e4ab1f0ae0ffba6c6c88
+  checksum: 9d24980000bbb62eb19afd3970cdb5abec0fbd16330d276ba541602073de175755b1fac7833625b26642f3eefbf82d3741c2188013a0d82589e324254e7fa31e
   languageName: node
   linkType: hard
 
-"@aws-sdk/credential-provider-node@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/credential-provider-node@npm:3.846.0"
+"@aws-sdk/credential-provider-node@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/credential-provider-node@npm:3.848.0"
   dependencies:
     "@aws-sdk/credential-provider-env": 3.846.0
     "@aws-sdk/credential-provider-http": 3.846.0
-    "@aws-sdk/credential-provider-ini": 3.846.0
+    "@aws-sdk/credential-provider-ini": 3.848.0
     "@aws-sdk/credential-provider-process": 3.846.0
-    "@aws-sdk/credential-provider-sso": 3.846.0
-    "@aws-sdk/credential-provider-web-identity": 3.846.0
+    "@aws-sdk/credential-provider-sso": 3.848.0
+    "@aws-sdk/credential-provider-web-identity": 3.848.0
     "@aws-sdk/types": 3.840.0
     "@smithy/credential-provider-imds": ^4.0.6
     "@smithy/property-provider": ^4.0.4
     "@smithy/shared-ini-file-loader": ^4.0.4
     "@smithy/types": ^4.3.1
     tslib: ^2.6.2
-  checksum: 5e1425d04501be84d026e43b910525d28e2a7f8137d600d426cf9d9e195ebba1fba09f9011825b996119aafa68cc65607483c2a860e087a7088e4d0445715a8a
+  checksum: b63ad0a7ce89c520297fea969979bdb17fcd65586b9c727ed67c08c8dc3e88dd7095ef20fedb9dfd6a2579a38441acb8c9e2628bac93ef01458b48029ac5e1b9
   languageName: node
   linkType: hard
 
@@ -395,39 +395,39 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@aws-sdk/credential-provider-sso@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/credential-provider-sso@npm:3.846.0"
+"@aws-sdk/credential-provider-sso@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/credential-provider-sso@npm:3.848.0"
   dependencies:
-    "@aws-sdk/client-sso": 3.846.0
+    "@aws-sdk/client-sso": 3.848.0
     "@aws-sdk/core": 3.846.0
-    "@aws-sdk/token-providers": 3.846.0
+    "@aws-sdk/token-providers": 3.848.0
     "@aws-sdk/types": 3.840.0
     "@smithy/property-provider": ^4.0.4
     "@smithy/shared-ini-file-loader": ^4.0.4
     "@smithy/types": ^4.3.1
     tslib: ^2.6.2
-  checksum: 7a1e34d9b79d95f691e442b3ce7ef3e2dcd79f52a64600d6d1a828e05808869781f9b333452e7200097a0023d0503cbfa6397aa4792a829e903c7faec7773cdb
+  checksum: cf6d56ad1042eaddd317d9e239586cb48e88d4ba632d08f2006354b2079f2035c3098e99f7c888b7bca0278eb0e000df29f5c0c01f182070051ab49526a23d09
   languageName: node
   linkType: hard
 
-"@aws-sdk/credential-provider-web-identity@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/credential-provider-web-identity@npm:3.846.0"
+"@aws-sdk/credential-provider-web-identity@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/credential-provider-web-identity@npm:3.848.0"
   dependencies:
     "@aws-sdk/core": 3.846.0
-    "@aws-sdk/nested-clients": 3.846.0
+    "@aws-sdk/nested-clients": 3.848.0
     "@aws-sdk/types": 3.840.0
     "@smithy/property-provider": ^4.0.4
     "@smithy/types": ^4.3.1
     tslib: ^2.6.2
-  checksum: 66d3cf395d48894aff951ef2bc3a25476ea674950904b80b86b7f53b4282c7a7b25df388507a92ba138f56cf632b9a041f84d6eddcb9fc2c3dd1c52589f82007
+  checksum: 12fac2021871e38d8fa01b32dee02b40573cce178daf40b27b414173410620159a9d8408a7ee8e782fe0c035e8c893b188bc64e6abc800f23685d270f06a7cad
   languageName: node
   linkType: hard
 
 "@aws-sdk/lib-storage@npm:^3.798.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/lib-storage@npm:3.846.0"
+  version: 3.848.0
+  resolution: "@aws-sdk/lib-storage@npm:3.848.0"
   dependencies:
     "@smithy/abort-controller": ^4.0.4
     "@smithy/middleware-endpoint": ^4.1.15
@@ -437,8 +437,8 @@ __metadata:
     stream-browserify: 3.0.0
     tslib: ^2.6.2
   peerDependencies:
-    "@aws-sdk/client-s3": ^3.846.0
-  checksum: d653aa97f7dbcc50f4fac9c2ab57f2f1f19659805eb65618738aa8defc7fb9b6e359219bfa8ac86cd317e85320d1393119fb5dc38b93408a46e845581063c4d3
+    "@aws-sdk/client-s3": ^3.848.0
+  checksum: 7f4d689db0dc52b582945c784685cacf7fd18cd4a8fbc85ef0c68fd563b9b90e6f2341ab312ff7dc717432b73cf50ddecc5e5eaca79b704ec6246c7ce9d5bb92
   languageName: node
   linkType: hard
 
@@ -569,24 +569,24 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@aws-sdk/middleware-user-agent@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/middleware-user-agent@npm:3.846.0"
+"@aws-sdk/middleware-user-agent@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/middleware-user-agent@npm:3.848.0"
   dependencies:
     "@aws-sdk/core": 3.846.0
     "@aws-sdk/types": 3.840.0
-    "@aws-sdk/util-endpoints": 3.845.0
+    "@aws-sdk/util-endpoints": 3.848.0
     "@smithy/core": ^3.7.0
     "@smithy/protocol-http": ^5.1.2
     "@smithy/types": ^4.3.1
     tslib: ^2.6.2
-  checksum: eee9f523e889f1680898e975019803a75a05c9a627865a0abd5204c97dfac4b9e7e6ef800114680a65f79690af5f982dd2a2881ae57d3264323f55409e08c534
+  checksum: 0c1e86db771d1cd5805a14383ce0832e29c446b67d20955b58094219c99bd5c24d88b662068e3695e5f0d4717f18c793b0c8307aa5b46f14b8b226f16c0fbf34
   languageName: node
   linkType: hard
 
-"@aws-sdk/nested-clients@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/nested-clients@npm:3.846.0"
+"@aws-sdk/nested-clients@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/nested-clients@npm:3.848.0"
   dependencies:
     "@aws-crypto/sha256-browser": 5.2.0
     "@aws-crypto/sha256-js": 5.2.0
@@ -594,12 +594,12 @@ __metadata:
     "@aws-sdk/middleware-host-header": 3.840.0
     "@aws-sdk/middleware-logger": 3.840.0
     "@aws-sdk/middleware-recursion-detection": 3.840.0
-    "@aws-sdk/middleware-user-agent": 3.846.0
+    "@aws-sdk/middleware-user-agent": 3.848.0
     "@aws-sdk/region-config-resolver": 3.840.0
     "@aws-sdk/types": 3.840.0
-    "@aws-sdk/util-endpoints": 3.845.0
+    "@aws-sdk/util-endpoints": 3.848.0
     "@aws-sdk/util-user-agent-browser": 3.840.0
-    "@aws-sdk/util-user-agent-node": 3.846.0
+    "@aws-sdk/util-user-agent-node": 3.848.0
     "@smithy/config-resolver": ^4.1.4
     "@smithy/core": ^3.7.0
     "@smithy/fetch-http-handler": ^5.1.0
@@ -626,7 +626,7 @@ __metadata:
     "@smithy/util-retry": ^4.0.6
     "@smithy/util-utf8": ^4.0.0
     tslib: ^2.6.2
-  checksum: d9650d05001551de22a31a41f66a4423e827942509764b636baa0d15e33c04f8c75cb65e235d56efd340d5c51ed6a81830a02d4249b7e042043df3285bf6c3e1
+  checksum: d6af8cb66efae6c8e4b263825d149855630097a40cfbc70dd9fdcc8e6e9755858e80e2a53f4fa645f45364130473acecabf6fd68166718ec4d8ca4d08575c954
   languageName: node
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@@ -658,18 +658,18 @@ __metadata:
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   linkType: hard
 
-"@aws-sdk/token-providers@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/token-providers@npm:3.846.0"
+"@aws-sdk/token-providers@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/token-providers@npm:3.848.0"
   dependencies:
     "@aws-sdk/core": 3.846.0
-    "@aws-sdk/nested-clients": 3.846.0
+    "@aws-sdk/nested-clients": 3.848.0
     "@aws-sdk/types": 3.840.0
     "@smithy/property-provider": ^4.0.4
     "@smithy/shared-ini-file-loader": ^4.0.4
     "@smithy/types": ^4.3.1
     tslib: ^2.6.2
-  checksum: c75e27c36b1a7801be6778aac37decc6a2e921f747bbcad7bd259e134de6c708fc7a3da7e583a73b9bd5259f0c06e7c44896e1c8cac38ed1436a4fd643fb3773
+  checksum: 652f4fbb25577eda4487504ed549d8ed567b39dc0bb21dfe7838c8b24a67ee4fd437ed2beb727ae5f14ba2688d3bb69f55fcab98cab76f85a2f93f218ad9ea06
   languageName: node
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@@ -692,16 +692,16 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@aws-sdk/util-endpoints@npm:3.845.0":
-  version: 3.845.0
-  resolution: "@aws-sdk/util-endpoints@npm:3.845.0"
+"@aws-sdk/util-endpoints@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/util-endpoints@npm:3.848.0"
   dependencies:
     "@aws-sdk/types": 3.840.0
     "@smithy/types": ^4.3.1
     "@smithy/url-parser": ^4.0.4
     "@smithy/util-endpoints": ^3.0.6
     tslib: ^2.6.2
-  checksum: f83af8faa5449f9b05820d4e28c5e9ce176c03550f11732f5763b98ba42ee2db6475043743bdbc719bc94eb79e72a420ad1d3378930e1597941474c98838b815
+  checksum: 0beeacb830698524bff6f20010153218f5b3dfbf759a0cb2151bc41d14a25709ba58453774e2427239988333597aabc428a0507f9f75e37ece03d6a4a90a0ccc
   languageName: node
   linkType: hard
 
@@ -726,11 +726,11 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@aws-sdk/util-user-agent-node@npm:3.846.0":
-  version: 3.846.0
-  resolution: "@aws-sdk/util-user-agent-node@npm:3.846.0"
+"@aws-sdk/util-user-agent-node@npm:3.848.0":
+  version: 3.848.0
+  resolution: "@aws-sdk/util-user-agent-node@npm:3.848.0"
   dependencies:
-    "@aws-sdk/middleware-user-agent": 3.846.0
+    "@aws-sdk/middleware-user-agent": 3.848.0
     "@aws-sdk/types": 3.840.0
     "@smithy/node-config-provider": ^4.1.3
     "@smithy/types": ^4.3.1
@@ -740,7 +740,7 @@ __metadata:
   peerDependenciesMeta:
     aws-crt:
       optional: true
-  checksum: bd57fe6f67eb1e4f3884ed836cc0836204c01206bab7704e5b476a125b040623f998282d52104194b5112a3b4868451dfce4f0bd27f61d4b4266ce13e73f4197
+  checksum: 09e3219dedd0cb60cad784439c2911105cadc5858e92d061b08b4f86961c43458a54ffe741ba03285d885e8ec0d4ffea587c6fb83e01d35f7bd519881ceb68b1
   languageName: node
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