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MemoryMiddleware cannot distinguish project-authored AGENTS.md instructions from learned memory
org:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.package:dcodeChanges related to the `deepagents-code` terminal coding agent.Changes related to the `deepagents-code` terminal coding agent.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:memoryAgent memory and persistent context.Agent memory and persistent context.type:bugAn unexpected problem or incorrect behavior.An unexpected problem or incorrect behavior.Status: Open.#6560 In langchain-ai/deepagents;tasktool discards the subagent's token usage, making subagent spend invisible to agent-state accountingorg:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:async-subagentsAsync subagent execution and orchestration.Async subagent execution and orchestration.topic:performancePerformance, resource usage, and cost optimization.Performance, resource usage, and cost optimization.topic:subagentsSubagent creation, routing, and orchestration.Subagent creation, routing, and orchestration.type:featureA request, idea, or new user-facing functionality or behavior.A request, idea, or new user-facing functionality or behavior.Status: Open.#6556 In langchain-ai/deepagents;FilesystemMiddleware can emit an unreadable /conversation_history/<uuid>.md reference after oversized HumanMessage eviction
org:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:backendsFilesystem and storage backends for Deep Agents.Filesystem and storage backends for Deep Agents.topic:filesystemFilesystem tools and file-management behavior.Filesystem tools and file-management behavior.topic:memoryAgent memory and persistent context.Agent memory and persistent context.type:bugAn unexpected problem or incorrect behavior.An unexpected problem or incorrect behavior.Status: Open.#6554 In langchain-ai/deepagents;dcode starts with no tools for non-Claude Bedrock models such as GPT-6 Sol/Luna/Astra
org:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.package:dcodeChanges related to the `deepagents-code` terminal coding agent.Changes related to the `deepagents-code` terminal coding agent.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:modelsModel providers, model selection, and model configuration.Model providers, model selection, and model configuration.type:bugAn unexpected problem or incorrect behavior.An unexpected problem or incorrect behavior.Status: Open.#6536 In langchain-ai/deepagents;Eval for picking the right skill from a large catalog
org:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.package:evalsChanges related to the evaluation suite, benchmarks, and Harbor integration.Changes related to the evaluation suite, benchmarks, and Harbor integration.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.type:featureA request, idea, or new user-facing functionality or behavior.A request, idea, or new user-facing functionality or behavior.Status: Open.#6534 In langchain-ai/deepagents;Expose public Harness Profile discovery and resolution introspection
org:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:harness-profilesAgent harness profiles and harness configuration.Agent harness profiles and harness configuration.topic:modelsModel providers, model selection, and model configuration.Model providers, model selection, and model configuration.type:featureA request, idea, or new user-facing functionality or behavior.A request, idea, or new user-facing functionality or behavior.Status: Open.#6527 In langchain-ai/deepagents;Revisit memory middleware cache boundaries across model providers
org:internalIssue or pull request created by a member of the `langchain-ai` GitHub organization.Issue or pull request created by a member of the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:memoryAgent memory and persistent context.Agent memory and persistent context.topic:middlewareMiddleware behavior and composition.Middleware behavior and composition.topic:performancePerformance, resource usage, and cost optimization.Performance, resource usage, and cost optimization.Status: Open.#6522 In langchain-ai/deepagents;Avoid checkpointing middleware-loaded skill and memory content at every step
org:internalIssue or pull request created by a member of the `langchain-ai` GitHub organization.Issue or pull request created by a member of the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:memoryAgent memory and persistent context.Agent memory and persistent context.topic:middlewareMiddleware behavior and composition.Middleware behavior and composition.topic:performancePerformance, resource usage, and cost optimization.Performance, resource usage, and cost optimization.Status: Open.#6521 In langchain-ai/deepagents;compact_conversation skips _offload_inline_media: inline images lost from both summary and archive
org:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:multimodalImage, audio, video, and other multimodal behavior.Image, audio, video, and other multimodal behavior.type:bugAn unexpected problem or incorrect behavior.An unexpected problem or incorrect behavior.Status: Open.#6503 In langchain-ai/deepagents;Make memory write guidance configurable and support bounded, progressive loading
org:internalIssue or pull request created by a member of the `langchain-ai` GitHub organization.Issue or pull request created by a member of the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:memoryAgent memory and persistent context.Agent memory and persistent context.topic:performancePerformance, resource usage, and cost optimization.Performance, resource usage, and cost optimization.Status: Open.#6502 In langchain-ai/deepagents;Summary input limit can produce a content-free compaction
org:internalIssue or pull request created by a member of the `langchain-ai` GitHub organization.Issue or pull request created by a member of the `langchain-ai` GitHub organization.package:deepagentsChanges related to the `deepagents` SDK and agent harness.Changes related to the `deepagents` SDK and agent harness.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:backendsFilesystem and storage backends for Deep Agents.Filesystem and storage backends for Deep Agents.topic:middlewareMiddleware behavior and composition.Middleware behavior and composition.type:bugAn unexpected problem or incorrect behavior.An unexpected problem or incorrect behavior.Status: Open.#6470 In langchain-ai/deepagents;langchain-quickjs: nested Pydantic schemas render as unknown in PTC signatures
integration:quickjsIntegration with the QuickJS sandbox package.Integration with the QuickJS sandbox package.org:externalIssue or pull request created by someone outside the `langchain-ai` GitHub organization.Issue or pull request created by someone outside the `langchain-ai` GitHub organization.priority:backlogNot currently planned/prioritized work, often affecting a limited feature or set of users.Not currently planned/prioritized work, often affecting a limited feature or set of users.topic:code-interpreterQuickJS and code interpreter middleware.QuickJS and code interpreter middleware.topic:modelsModel providers, model selection, and model configuration.Model providers, model selection, and model configuration.type:bugAn unexpected problem or incorrect behavior.An unexpected problem or incorrect behavior.Status: Open.#6459 In langchain-ai/deepagents;