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🫱🏼🫲🏽 refactor: Improve Agent Handoffs (#11172)
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* fix: Tool Resources Dropped between Agent Handoffs * fix: agent deletion process to remove handoff edges - Added logic to the `deleteAgent` function to remove references to the deleted agent from other agents' handoff edges. - Implemented error handling to log any issues encountered during the edge removal process. - Introduced a new test case to verify that handoff edges are correctly removed when an agent is deleted, ensuring data integrity across agent relationships. * fix: Improve agent loading process by handling orphaned references - Added logic to track and log agents that fail to load during initialization, preventing errors from interrupting the process. - Introduced a Set to store skipped agent IDs and updated edge filtering to exclude these orphaned references, enhancing data integrity in agent relationships. * chore: Update @librechat/agents to version 3.0.62 * feat: Enhance agent initialization with edge collection and filtering - Introduced new functions for edge collection and filtering orphaned edges, improving the agent loading process. - Refactored the `initializeClient` function to utilize breadth-first search (BFS) for discovering connected agents, enabling transitive handoffs. - Added a new module for edge-related utilities, including deduplication and participant extraction, to streamline edge management. - Updated the agent configuration handling to ensure proper edge processing and integrity during initialization. * refactor: primary agent ID selection for multi-agent conversations - Added a new function `findPrimaryAgentId` to determine the primary agent ID from a set of agent IDs based on suffix rules. - Updated `createMultiAgentMapper` to filter messages by primary agent for parallel agents and handle handoffs appropriately. - Enhanced message processing logic to ensure correct inclusion of agent content based on group and agent ID presence. - Improved documentation to clarify the distinctions between parallel execution and handoff scenarios. * feat: Implement primary agent ID selection for multi-agent content filtering * chore: Update @librechat/agents to version 3.0.63 in package.json and package-lock.json * chore: Update @librechat/agents to version 3.0.64 in package.json and package-lock.json * chore: Update @librechat/agents to version 3.0.65 in package.json and package-lock.json * feat: Add optional agent name to run creation for improved identification * chore: Update @librechat/agents to version 3.0.66 in package.json and package-lock.json * test: Add unit tests for edge utilities including key generation, participant extraction, and orphaned edge filtering - Implemented tests for `getEdgeKey`, `getEdgeParticipants`, `filterOrphanedEdges`, and `createEdgeCollector` functions. - Ensured comprehensive coverage for various edge cases, including handling of arrays and default values. - Verified correct behavior of edge filtering based on skipped agents and deduplication of edges.
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13 changed files with 521 additions and 71 deletions
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@ -150,7 +150,13 @@ export async function initializeAgent(
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const provider = agent.provider;
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agent.endpoint = provider;
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if (isInitialAgent && conversationId != null && resendFiles) {
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/**
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* Load conversation files for ALL agents, not just the initial agent.
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* This enables handoff agents to access files that were uploaded earlier
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* in the conversation. Without this, file_search and execute_code tools
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* on handoff agents would fail to find previously attached files.
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*/
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if (conversationId != null && resendFiles) {
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const fileIds = (await db.getConvoFiles(conversationId)) ?? [];
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const toolResourceSet = new Set<EToolResources>();
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for (const tool of agent.tools ?? []) {
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@ -162,7 +168,7 @@ export async function initializeAgent(
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if (requestFiles.length || toolFiles.length) {
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currentFiles = (await db.updateFilesUsage(requestFiles.concat(toolFiles))) as IMongoFile[];
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}
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} else if (isInitialAgent && requestFiles.length) {
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} else if (requestFiles.length) {
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currentFiles = (await db.updateFilesUsage(requestFiles)) as IMongoFile[];
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}
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