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Unbounded Memory Usage in `AutoDebugAgent` due to `MemorySaver` #9116

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opened 2026-04-14 07:49:23 +00:00 by HAL9000 · 1 comment

HAL9000 commented

2026-04-14 07:49:23 +00:00

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Commit Message: fix(agents): replace MemorySaver with BoundedMemorySaver in AutoDebugAgent
Branch: fix/auto-debug-agent-bounded-memory-saver

Background and Context

An issue of unbounded memory usage has been identified in the AutoDebugAgent in src/cleveragents/agents/graphs/auto_debug.py.

The AutoDebugAgent uses langgraph.checkpoint.memory.MemorySaver for checkpointing the state of its LangGraph workflow. This saver stores all checkpoints in memory without any limit. In long-running debugging sessions with many retries, this leads to a continuous increase in memory consumption, which can eventually cause the application to crash or degrade performance significantly.

Code Evidence:

cleveragents.agents.graphs.auto_debug.AutoDebugAgent.__init__ (commit 67e084c7876e4d25889069784d373d56002572a1): self.checkpointer = MemorySaver()

This is inconsistent with PlanGenerationGraph in src/cleveragents/agents/graphs/plan_generation.py, which already uses a BoundedMemorySaver class to limit the number of checkpoints stored in memory.

Expected Behavior

The AutoDebugAgent should use a bounded checkpointer that limits the number of in-memory checkpoints, preventing unbounded memory growth during long-running or high-retry debugging sessions.

Acceptance Criteria

AutoDebugAgent.__init__ uses BoundedMemorySaver (or equivalent bounded checkpointer) instead of MemorySaver
The maximum number of checkpoints is configurable or set to a sensible default (e.g., max_checkpoints=5)
Memory usage does not grow unboundedly when the agent is run in a loop with many retries
All existing tests for AutoDebugAgent continue to pass
New BDD test scenario added to verify that the checkpointer is bounded

Subtasks

Import BoundedMemorySaver from cleveragents.agents.graphs.plan_generation (or refactor it to a shared location)
Replace self.checkpointer = MemorySaver() with self.checkpointer = BoundedMemorySaver(max_checkpoints=5) in AutoDebugAgent.__init__
Add or update docstring to document the bounded checkpointing behavior
Tests (Behave): Add scenario verifying AutoDebugAgent uses a bounded checkpointer
Verify coverage ≥97% via nox -s coverage_report
Run nox (all default sessions), fix any errors

Definition of Done

This issue is complete when:

All subtasks above are completed and checked off.
A Git commit is created where the first line of the commit message matches the Commit Message in Metadata exactly (fix(agents): replace MemorySaver with BoundedMemorySaver in AutoDebugAgent), followed by a blank line, then additional lines providing relevant details about the implementation.
The commit is pushed to the remote on the branch matching the Branch in Metadata exactly (fix/auto-debug-agent-bounded-memory-saver).
The commit is submitted as a pull request to master, reviewed, and merged before this issue is marked done.

Automated by CleverAgents Bot
Agent: new-issue-creator

## Metadata - **Commit Message**: `fix(agents): replace MemorySaver with BoundedMemorySaver in AutoDebugAgent` - **Branch**: `fix/auto-debug-agent-bounded-memory-saver` ## Background and Context An issue of unbounded memory usage has been identified in the `AutoDebugAgent` in `src/cleveragents/agents/graphs/auto_debug.py`. The `AutoDebugAgent` uses `langgraph.checkpoint.memory.MemorySaver` for checkpointing the state of its LangGraph workflow. This saver stores all checkpoints in memory without any limit. In long-running debugging sessions with many retries, this leads to a continuous increase in memory consumption, which can eventually cause the application to crash or degrade performance significantly. **Code Evidence:** - `cleveragents.agents.graphs.auto_debug.AutoDebugAgent.__init__` (commit `67e084c7876e4d25889069784d373d56002572a1`): `self.checkpointer = MemorySaver()` This is inconsistent with `PlanGenerationGraph` in `src/cleveragents/agents/graphs/plan_generation.py`, which already uses a `BoundedMemorySaver` class to limit the number of checkpoints stored in memory. ## Expected Behavior The `AutoDebugAgent` should use a bounded checkpointer that limits the number of in-memory checkpoints, preventing unbounded memory growth during long-running or high-retry debugging sessions. ## Acceptance Criteria - [ ] `AutoDebugAgent.__init__` uses `BoundedMemorySaver` (or equivalent bounded checkpointer) instead of `MemorySaver` - [ ] The maximum number of checkpoints is configurable or set to a sensible default (e.g., `max_checkpoints=5`) - [ ] Memory usage does not grow unboundedly when the agent is run in a loop with many retries - [ ] All existing tests for `AutoDebugAgent` continue to pass - [ ] New BDD test scenario added to verify that the checkpointer is bounded ## Subtasks - [ ] Import `BoundedMemorySaver` from `cleveragents.agents.graphs.plan_generation` (or refactor it to a shared location) - [ ] Replace `self.checkpointer = MemorySaver()` with `self.checkpointer = BoundedMemorySaver(max_checkpoints=5)` in `AutoDebugAgent.__init__` - [ ] Add or update docstring to document the bounded checkpointing behavior - [ ] Tests (Behave): Add scenario verifying `AutoDebugAgent` uses a bounded checkpointer - [ ] Verify coverage ≥97% via `nox -s coverage_report` - [ ] Run `nox` (all default sessions), fix any errors ## Definition of Done This issue is complete when: - All subtasks above are completed and checked off. - A Git commit is created where the **first line** of the commit message matches the Commit Message in Metadata exactly (`fix(agents): replace MemorySaver with BoundedMemorySaver in AutoDebugAgent`), followed by a blank line, then additional lines providing relevant details about the implementation. - The commit is pushed to the remote on the branch matching the **Branch** in Metadata exactly (`fix/auto-debug-agent-bounded-memory-saver`). - The commit is submitted as a **pull request** to `master`, reviewed, and **merged** before this issue is marked done. --- **Automated by CleverAgents Bot** Agent: new-issue-creator

HAL9000 added this to the v3.5.0 milestone

2026-04-14 08:08:24 +00:00

HAL9000 added the

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2026-04-14 08:10:34 +00:00

HAL9000 commented

2026-04-14 12:56:09 +00:00

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✅ Triage: Verified [AUTO-OWNR-1]

Valid bug: AutoDebugAgent has unbounded memory usage due to MemorySaver accumulating all conversation history without bounds. This is a resource leak that will cause OOM failures in long-running sessions.

Assigning to v3.5.0 (Autonomy Hardening) as this affects long-running autonomous execution. Priority High — unbounded memory growth will cause failures in production.

MoSCoW: Must Have — memory bounds are essential for reliable autonomous operation.

Automated by CleverAgents Bot
Supervisor: Project Owner | Agent: project-owner-pool-supervisor

✅ **Triage: Verified** [AUTO-OWNR-1] Valid bug: `AutoDebugAgent` has unbounded memory usage due to `MemorySaver` accumulating all conversation history without bounds. This is a resource leak that will cause OOM failures in long-running sessions. Assigning to **v3.5.0** (Autonomy Hardening) as this affects long-running autonomous execution. Priority **High** — unbounded memory growth will cause failures in production. MoSCoW: **Must Have** — memory bounds are essential for reliable autonomous operation. --- **Automated by CleverAgents Bot** Supervisor: Project Owner | Agent: project-owner-pool-supervisor

HAL9000 referenced this issue

2026-04-14 12:56:58 +00:00

[AUTO-PROJ-OWN] Status: Project Owner Pool Supervisor (Cycle 1) #9249

HAL9000 referenced this issue

2026-04-14 13:30:28 +00:00

[AUTO-IMP-POOL] Implementation Pool Supervisor — Cycle 1 Status #9268

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bugfix/m4-invariant-persistence

uat-a2a-facade-tests-v350

bugfix/m3-behave-parallel-failed-chunk-logs

bugfix/7664-automation-tracking-label-requirements

docs/auto-time-1-timeline-update-2026-04-14

docs/auto-docs-1-milestone-v3-updates

fix/issue-6344-plan-execute-rich-output

docs/action-config-schema-api

fix/bug-hunt-supervisor-nonexistent-file-preflight

fix/retry-policy-model-missing-fields

docs/validation-gate-empty-run-guard

auto-arch-15/spec-retry-policy-canonical-fields

docs/lockservice-advisory-locking

docs/changelog-plan-fix-4197

spec/milestone-plan-section

docs/update-changelog-recent-features

fix/test-infra-remove-redundant-python-variable-robot-files

timeline/day-104-2026-04-14-cycle2

fix/bdd-feature-file-tags

auto-arch-13/spec-default-automation-profile

docs/auto-docs-cycle-1-2026-04-12

docs/cycle-1-git-worktree-sandbox

spec/architecture-critical-gap-fixes

docs/timeline-day-104-auto-time-2

auto-arch-1/add-v380-v390-milestone-plan

docs/developer-setup-guide

fix/auto-profile-spec-prose-description

auto-arch-10/spec-tui-a2a-integration-layer

spec/resource-event-types-clarification

auto-docs-4/changelog-and-observability

auto-arch-4/adr-049-layered-boundary-enforcement

docs/a2a-protocol-autonomy-hardening

auto-arch-9/spec-v3.8.0-milestone-plan

docs/auto-docs-3-reference-index

auto-arch-7/spec-apply-git-worktree

docs/timeline-day104-cycle1-auto-time-4

docs/auto-docs-cycle-1-changelog-updates

auto-arch-6/adr-049-spec-restructuring

docs/auto-docs-1-v340-acms-context-management

docs/auto-docs-1-v320-v330-cli-reference

auto-arch-5/v3.9.0-milestone-plan

test/create-scripts

auto-time-1-day104

timeline/day-104-2026-04-14

docs/auto-time-4-day103-cycle5

auto-time-3-day103-cycle4

auto-docs-5-architecture-overview

spec/three-way-merge-strategy-v3.3.0

spec/checkpoint-system-v3.3.0

auto-docs-4-api-docs-update

auto-docs-1-changelog-expansion

spec/invariant-management-system-v3.2.0

pr-8289

spec/plan-correction-engine-v3.2.0

spec/layered-architecture-boundary-policy

spec/tui-materializer-a2a-integration-v3.7.0

spec/decision-recording-system-v3.2.0

docs/auto-docs-1-milestone-overview

pr-7484

pr-4212

auto-arch-3/v3.8.0-milestone-plan

auto-docs-6/troubleshooting-and-config

auto-time-1-day103-session5

auto-docs-5/contributor-guide-and-readme

docs/plan-tree-ulid-examples

docs/m3-spec-clarify-path-datetime-plugin-contracts

docs/auto-docs-cycle-10-diagnostics-ref

auto-docs-3/user-guide-and-architecture

docs/cycle-7-changelog-update

spec/reconciliation-failure-behavior

auto-docs-2/api-documentation

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spec/update-validation-attach-project-delete

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auto-arch-1/adr-049-052-violations

auto-time-1-day103

docs/auto-docs-cycle-13-updates

docs/timeline-day-102-auto-time

timeline/day-103-2026-04-13

spec/arch-invariant-cli-completeness

spec/update-cycle1-validation-attach-project-delete

docs/add-session-management-showcase

spec/arch-sandbox-path-correction-cycle9

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docs/auto-docs-cycle-12-updates

docs/cycle-1-validation-gate-fix

docs/2026-04-08-unreleased-changelog

docs/auto-docs-cycle-2-2026-04-10

docs/session-4615-2026-04-08-cycle1

feat/issue-6361-shell-safety-service-tui

spec/architecture-cycle-25-new-features

fix/issue-6345-automation-profile-add-output

docs/timeline-day-102-2026-04-12

docs/cycle-2-git-worktree-acms-hydrator

spec/arch-sandbox-cleanup-discovery

docs/timeline-day96-2026-04-08

docs/auto-docs-cycle-11

spec/fix-sandbox-strategy-protocol-name

spec/arch-acms-tier-hydration

fix/v3.4.0/context-settings-defaults

docs/add-example-repl-and-actor-run

docs/auto-docs-cycle-10-updates

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docs/showcase-all-examples-consolidated

docs/timeline-day-97

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docs/timeline-day99-2026-04-09-v2

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spec/architecture-v3.8.0-milestone-plan

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spec/project-delete-deleted-at-field

spec/architecture-provider-registry-tui-materializer

spec/document-reconciliation-blocked-error-5942

fix/issue-7482-git-log-injection

spec/devcontainer-auto-discovery-schema

feat/issue-6350-conversation-content-pruning

docs/update-module-guides-2026-04-10

timeline/day-100-2026-04-10-auto-time-cycle1

timeline/day-99-2026-04-09-auto-time-v2

docs/cycle-3-module-guides

timeline/day-99-2026-04-09-auto-time

pr-4226

spec/additional-llm-providers-gemini-groq-cohere-together-ollama-mistral

spec/document-context-tier-hydrator-6175

docs/timeline-day99-2026-04-09

spec/invariant-cli-clarifications

docs/add-example-project-init-and-context-management

spec/reconciliation-blocked-error-documentation

spec/fix-invariant-precedence-reference-5861

spec/fix-plan-correct-accepts-plan-id-5558

spec/fix-validation-attach-synopsis-5328

docs/timeline-day-99-cycle-1

docs/timeline-day-99-cycle-2

fix/actor-context-list-regex-arg

docs/timeline-day-99-cycle-3

spec/arch-security-mode-init

docs/auto-docs-cycle-9-updates

fix-resource-fix-resource-remove-to-check-correct-edge-table

feat/issue-6434-tui-env-var-expansion

fix/issue-6321-plan-prompt-timing-field

fix/issue-6322-resource-add-url-flag

feat/issue-6348-sessions-screen

spec/plan-show-command

temp

feat/harden-label-restrictions-1775753628

spec/invariant-reconciliation-failure-behavior

spec/add-reconciliation-failure-behavior-5942

spec/architecture-corrections-cycle3

spec/checkpoint-trigger-names-and-config-key-fix

spec/fix-ai-provider-interface-5801

spec/azure-api-version-default-update

docs/auto-docs-writer-cycle1-labels

spec/fix-resource-type-yaml-format-5622

spec/add-plan-revert-resume-commands-5574

docs/auto-docs-cycle-1-2026-04-09

spec/plan-correct-plan-id-or-decision-id-5558

spec/fix-subgraph-node-actor-ref-field-5427

issue/5284-master-ci-fix

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merge-me

docs/session-3377-initial-docs-update

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spec/arce-acronym-and-tui-keybinding-fixes

spec/architecture-corrections-cycle2

spec/architecture-corrections-cycle1

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docs/session-4940-2026-04-08-cycle1

spec/architecture-milestone-plan-v3.2-v3.7

docs/session-4743-2026-04-08-cycle1

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fix/plan-lifecycle-service-rollback-method

docs/timeline-day98-2026-04-08-v2

docs/add-example-action-and-plan-management

docs/session-2026-04-06-updates

docs/ca-docs-writer-v3.8.1-2026-04-05

fix/session-tell-stub-missing-panels-and-actor-execution

improvement/agent-arch-guard-clone-failure-handling

improvement/agent-test-infra-health-spam-fix-v2

fix-tdd-invert-non-assertion-exceptions

improvement/agent-arch-guard-clone-failure

bugfix/3472-fix-tdd-inversion-logic

bugfix/989-fix-persistence-json-decode-error

improvement/agent-supervisor-tracking-labels-v2

docs/timeline-day95-v2

docs/timeline-day95-final

docs/update-lsp-api-and-changelog

fix/lsp-resource-handler-module-missing

docs/timeline-day95-final-2026-04-05

fix/a2a-plan-correct-rollback-wiring

docs/add-lsp-api-and-changelog-2026-04-05

fix/tool-registry-validation-type-discriminator

docs/v3.7.0-documentation-update

docs/ca-docs-writer-2026-04-05-cycle2

fix/invariant-set-merge-action-scope

docs/unreleased-feature-docs

fix/concurrency-cost-tracker-record-usage-race-condition

improvement/agent-ca-test-infra-improver-failure-handling

docs/update-changelog-mcp-plan-ci-2026-04-05

improvement/agent-pr-reviewer-milestone-prioritization

docs/timeline-day95-refresh-2026-04-05

improvement/agent-mandatory-labels-tracking-issues

docs/api-domain-providers-changelog-2026-04-05

docs/ca-docs-writer-2026-04-05

docs/timeline-day95-refresh

fix/skill-add-include-validation

docs/timeline-day-95-2026-04-05-update3

docs/timeline-day-95-2026-04-05-update2

docs/ci-incident-runbook-2597

improvement/agent-ca-test-infra-improver-worker-api-mode

docs/shell-safety-api-and-readme-highlights

docs/timeline-day-55-2026-04-04-v2

docs/timeline-day-55-2026-04-04

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feature/m6-tantivy-backend

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feat/server-auth-namespace

feature/m8-session-editing

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feature/m8-tui-first-run-actor-selection

feature/m8-tui-conversation-block-catalog

feature/m8-tui-settings-screen

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feature/m6-estimation-historical-stats

feature/m8-tui-persona-export-import

feature/m8-tui-sessions-screen

feature/m7-graph-backend

feature/m8-tui-block-context-menu

feature/m8-tui-tool-call-expand

feature/m4-missing-builtin-tools

docs/v3.7.0-release-docs

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test/e2e-wf15-disaster-recovery

test/e2e-wf03-refactoring

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feature/m8-tui-prompt-history

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bugfix/m6-build-hierarchy-child-ids

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test/e2e-wf09-session

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test/e2e-wf08-cloud-infra

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test/e2e-wf01-hello-world

test/int-wf17-explicit-container

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test/int-wf15-disaster-recovery

test/int-wf13-custom-profile

test/int-wf03-refactoring

test/int-wf11-graph-actor

test/int-wf10-batch

test/int-wf09-session

feature/m3-tdd-issue-consistency-gate

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test/int-wf18-container-clone

test/int-wf01-hello-world

feature/m6-diagnostic-dashboard-health-categories

feature/m6-cli-polish

fix/e2e-db-isolation

feature/m7-post-tui

feature/m9-asgi-endpoint

feature/m7-post-server

tdd/m7-audit-session-race

tdd/m3-skill-add-regression

feature/m9-remote-repos

feature/fs-mount-file-types

tdd/container-resolve-crash

test/e2e-m1-acceptance

test/e2e-m2-acceptance

eugen.thaci-patch-3

eugen.thaci-patch-2

eugen.thaci-patch-1

aditya-fix-latest

feature/m4-secret-masking-llm-context

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refactor/m3-replace-mktemp

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refactor/m3-remove-robot-mock-imports

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feature/m3-fix-resource-bootstrap

feature/post-safety-profile-tests

integration/batch-2026-03-02

feat/slipcover

docs/safety-profile-spec-composition

integrate/freemo-batch-1

feature/m4-error-recovery

feature/m4-security-template

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develop-aditya-2

feature/m3-diff-review

feature/m3-validation-apply

feature/m6-acp-stubs

feature/m4-correction-flows

feature/m1-plan-execute-runtime

feature/m4-security-exceptions

feature/m4-definition-of-done

feature/m4-correction-model

feature/m1-apply-pipeline

feature/m5-automation-profiles

feature/m2-lsp-stubs

feature/m3-invariants

feature/m1-actor-runtime

feature/docs-v2-restore

feature/m6-perf-scale

feature/m6-validation-edge

feature/m3-session-cli

feature/m1-persistence-tests-robot

feature/m3-config-cli

feature/m1-cli-tests-robot

feature/m5-subplan-tests

feature/m6-review-playbook

feature/aditya-m3-actor-loader

feature/m3-skill-protocol

feature/m4-automation-legacy-cleanup

feature/m3-change-model

feature/m3-skill-git

feature/m3-skill-registry

feature/m4-security-eval

fix/robot-tests

feature/m3-actor-registry

feature/m3-tool-cli

feature/m4-automation-profiles-cli

feature/m2-resource-cli-extensions

feature/m3-actor-loader

feature/m3-tool-domain-robot

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feature/m3-skill-cli

feature/m1-resource-db-robot-tests

feature/m3-session-domain-robot

feature/m1-persistence-tests

feature/m1-cli-tests

ten-branches-backup

feature/m3-skill-schema

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feature/automation-profiles-and-resource-dag

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feature/m1-db-plan-phase-rebaseline

feat/B4-sandbox

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feat/b1-data-models

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fix/serialization-security-fix

fix/server-side-request-forgery-security-fix

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fix/template-injection-fix

fix/data-injection-fix

tests/unit-tests

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config/contract-metadata-extractor

docs/readme-yaml-syntax

config/memory-yaml

fix/double-response

brent-additions

intel_2_demo

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cleveragents/cleveragents-core#9116

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Unbounded Memory Usage in AutoDebugAgent due to MemorySaver #9116

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Unbounded Memory Usage in `AutoDebugAgent` due to `MemorySaver` #9116