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UAT: LangGraph interrupt/resume for human-in-the-loop not implemented — LangGraph class has no interrupt mechanism, is_running flag is never checked #3672

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opened 2026-04-05 21:20:15 +00:00 by freemo · 0 comments
freemo commented 2026-04-05 21:20:15 +00:00
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Metadata

  • Branch: fix/langgraph-interrupt-resume-human-in-the-loop
  • Commit Message: fix(langgraph): implement interrupt/resume mechanism for human-in-the-loop support
  • Milestone: (none — backlog)
  • Parent Epic: #366

Backlog note: This issue was discovered during autonomous operation
on milestone v3.6.0. It does not block milestone completion and has been
placed in the backlog for human review and future milestone assignment.

Background

Per docs/specification.md (lines 28837–28851), the system requires human-in-the-loop support with interruptibility as a core design principle:

| Interruptibility | Pause / cancel / retry at any point |

The spec also references LangGraph's interrupt/resume capability for human-in-the-loop approval gates (line 23444):

| Task input-required state | Human-in-the-loop approval — maps to automation profile gates |

And for actor state rollback (line 28674):

  1. Restore actor state: Load the target decision's context_snapshot.actor_state_ref (LangGraph checkpoint). This restores the strategy actor to the exact reasoning state it was in when the decision was made.

Current Behavior

The LangGraph class in src/cleveragents/langgraph/graph.py has:

  1. An is_running: bool flag (line 75) that is set to True in start() and False in stop()
  2. A stop() method (lines 264–265) that sets is_running = False

However:

  • The is_running flag is never checked during node execution — nodes continue executing even after stop() is called
  • There is no interrupt() method to pause execution mid-graph
  • There is no resume() method to continue from a paused state
  • There is no mechanism to inject human input into a running graph
  • The StateManager has time_travel() for going back to previous states, but no forward-resume capability

The RxPyLangGraphBridge has cancel_task_with_reason() (lines 98–122) for cancelling async tasks, but this is a hard cancel, not a pause/resume.

Expected Behavior

For human-in-the-loop support, the LangGraph class should support:

  1. Interrupt: Pause execution after the current node completes, saving state
  2. Resume: Continue execution from the paused state, optionally with injected human input
  3. Input injection: Allow human input to be added to the graph state before resuming

This is consistent with LangGraph's native interrupt() and Command(resume=...) patterns.

Code Location

  • src/cleveragents/langgraph/graph.py lines 264–265: stop() — sets flag but doesn't interrupt running nodes
  • src/cleveragents/langgraph/graph.py lines 74–75: is_running flag — never checked during execution
  • src/cleveragents/langgraph/graph.py lines 79–91: execute() — no interrupt check between nodes

Impact

The human-in-the-loop feature is not functional. Actors cannot be paused mid-execution for human approval. The stop() method has no effect on in-progress graph execution. This blocks the automation profile gates feature (which requires input-required state transitions).

Subtasks

  • Add interrupt_requested: bool flag to LangGraph
  • Check interrupt_requested between node executions in execute() (once execute() is fixed per #3604)
  • Add interrupt() method that sets interrupt_requested = True and saves current state
  • Add resume(input_data: dict | None = None) method that clears interrupt_requested and continues execution
  • Write Behave unit tests verifying interrupt/resume behavior
  • Verify all nox stages pass; coverage ≥ 97%

Definition of Done

  • interrupt() pauses execution after current node
  • resume() continues execution from paused state
  • Human input can be injected via resume(input_data=...)
  • Unit tests pass for interrupt/resume behavior
  • All nox stages pass
  • Coverage >= 97%

Automated by CleverAgents Bot
Supervisor: UAT Testing | Agent: ca-new-issue-creator

## Metadata - **Branch**: `fix/langgraph-interrupt-resume-human-in-the-loop` - **Commit Message**: `fix(langgraph): implement interrupt/resume mechanism for human-in-the-loop support` - **Milestone**: *(none — backlog)* - **Parent Epic**: #366 > **Backlog note:** This issue was discovered during autonomous operation > on milestone v3.6.0. It does not block milestone completion and has been > placed in the backlog for human review and future milestone assignment. ## Background Per `docs/specification.md` (lines 28837–28851), the system requires human-in-the-loop support with interruptibility as a core design principle: > | **Interruptibility** | Pause / cancel / retry at any point | The spec also references LangGraph's interrupt/resume capability for human-in-the-loop approval gates (line 23444): > | Task `input-required` state | Human-in-the-loop approval — maps to automation profile gates | And for actor state rollback (line 28674): > 1. **Restore actor state**: Load the target decision's `context_snapshot.actor_state_ref` (LangGraph checkpoint). This restores the strategy actor to the exact reasoning state it was in when the decision was made. ## Current Behavior The `LangGraph` class in `src/cleveragents/langgraph/graph.py` has: 1. An `is_running: bool` flag (line 75) that is set to `True` in `start()` and `False` in `stop()` 2. A `stop()` method (lines 264–265) that sets `is_running = False` However: - The `is_running` flag is **never checked** during node execution — nodes continue executing even after `stop()` is called - There is no `interrupt()` method to pause execution mid-graph - There is no `resume()` method to continue from a paused state - There is no mechanism to inject human input into a running graph - The `StateManager` has `time_travel()` for going back to previous states, but no forward-resume capability The `RxPyLangGraphBridge` has `cancel_task_with_reason()` (lines 98–122) for cancelling async tasks, but this is a hard cancel, not a pause/resume. ## Expected Behavior For human-in-the-loop support, the `LangGraph` class should support: 1. **Interrupt**: Pause execution after the current node completes, saving state 2. **Resume**: Continue execution from the paused state, optionally with injected human input 3. **Input injection**: Allow human input to be added to the graph state before resuming This is consistent with LangGraph's native `interrupt()` and `Command(resume=...)` patterns. ## Code Location - `src/cleveragents/langgraph/graph.py` lines 264–265: `stop()` — sets flag but doesn't interrupt running nodes - `src/cleveragents/langgraph/graph.py` lines 74–75: `is_running` flag — never checked during execution - `src/cleveragents/langgraph/graph.py` lines 79–91: `execute()` — no interrupt check between nodes ## Impact The human-in-the-loop feature is not functional. Actors cannot be paused mid-execution for human approval. The `stop()` method has no effect on in-progress graph execution. This blocks the automation profile gates feature (which requires `input-required` state transitions). ## Subtasks - [ ] Add `interrupt_requested: bool` flag to `LangGraph` - [ ] Check `interrupt_requested` between node executions in `execute()` (once execute() is fixed per #3604) - [ ] Add `interrupt()` method that sets `interrupt_requested = True` and saves current state - [ ] Add `resume(input_data: dict | None = None)` method that clears `interrupt_requested` and continues execution - [ ] Write Behave unit tests verifying interrupt/resume behavior - [ ] Verify all nox stages pass; coverage ≥ 97% ## Definition of Done - [ ] `interrupt()` pauses execution after current node - [ ] `resume()` continues execution from paused state - [ ] Human input can be injected via `resume(input_data=...)` - [ ] Unit tests pass for interrupt/resume behavior - [ ] All nox stages pass - [ ] Coverage >= 97% --- **Automated by CleverAgents Bot** Supervisor: UAT Testing | Agent: ca-new-issue-creator
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fix/issue-7663-docs-writer-missing
auto-time-1-day103-cycle2
docs/timeline-day-104-auto-time-1
auto-arch-16/spec-xml-prompt-injection-mitigation
bugfix/m4-invariant-persistence
uat-a2a-facade-tests-v350
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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
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timeline/day-104-2026-04-14-cycle2
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docs/auto-docs-cycle-1-2026-04-12
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spec/architecture-critical-gap-fixes
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docs/developer-setup-guide
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spec/resource-event-types-clarification
auto-docs-4/changelog-and-observability
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docs/a2a-protocol-autonomy-hardening
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docs/auto-docs-3-reference-index
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docs/timeline-day104-cycle1-auto-time-4
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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
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timeline/day-104-2026-04-14
docs/auto-time-4-day103-cycle5
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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
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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
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docs/plan-tree-ulid-examples
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spec/update-validation-attach-project-delete
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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
spec/architecture-v380-milestone-plan
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/timeline-day-97
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docs/auto-docs-cycle-2-worktree-acms
spec/architecture-v3.8.0-milestone-plan
docs/api-lsp-acms-reference
improvement/agent-bug-hunt-pool-supervisor-yaml-syntax-fix
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
timeline/day-99-2026-04-09-v2
merge-me
docs/session-3377-initial-docs-update
fix/llm-provider-subpackage-exports
spec/arce-acronym-and-tui-keybinding-fixes
spec/architecture-corrections-cycle2
spec/architecture-corrections-cycle1
docs/cycle-1-updates
spec/tui-clarifications-session-export-persona
docs/session-4940-2026-04-08-cycle1
spec/architecture-milestone-plan-v3.2-v3.7
docs/session-4743-2026-04-08-cycle1
docs/timeline-day-98
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
docs/timeline-day54-update3
improvement/agent-ca-test-infra-improver-fixes
spec/restructure-monolithic-to-split
docs/timeline-day54-update-v2
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docs/shell-safety-and-domain-base-model
fix/1452-impl
fix/1473-plan-cancel
fix/1425-test
fix/1426-config
fix/1421-perf
fix/1424-impl
test/int-wf16-devcontainer
feature/m8-tui-persona-export
feature/m7-post-resource-equivalence
test/e2e-m4-acceptance
feature/m6-tantivy-backend
feature/m6-estimation
feature/m6-estimation-report-model
feature/observability-prometheus-audit
feat/server-auth-namespace
feature/m8-session-editing
feature/llm-actor-subplan-wiring
feature/m8-tui-first-run-actor-selection
feature/m8-tui-conversation-block-catalog
feature/m8-tui-settings-screen
feature/m7-e2e-porting
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
feature/m8-tui-session-export
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/int-wf11-graph-actor
test/int-wf10-batch
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feature/m3-tdd-issue-consistency-gate
feature/m3-invariant-enforcement-strategize
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
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eugen.thaci-patch-1
aditya-fix-latest
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refactor/m3-remove-unittest-mock-integration
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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
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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
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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
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feature/m4-automation-legacy-cleanup
feature/m3-change-model
feature/m3-skill-git
feature/m3-skill-registry
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fix/robot-tests
feature/m3-actor-registry
feature/m3-tool-cli
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feature/m2-resource-cli-extensions
feature/m3-actor-loader
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intel_2_demo
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auto/stale-inactivity
auto/unstable
Blocked
Bounty
$100
Bounty
$1000
Bounty
$10000
Bounty
$20
Bounty
$2000
Bounty
$250
Bounty
$50
Bounty
$500
Bounty
$5000
Bounty
$750
MoSCoW
Could have
MoSCoW
Must have
MoSCoW
Should have
Needs Feedback
Points
1
Points
13
Points
2
Points
21
Points
3
Points
34
Points
5
Points
55
Points
8
Points
88
Priority
Backlog
Priority
CI Blocker
Priority
Critical
Priority
High
Priority
Low
Priority
Medium
Signed-off: Owner
Signed-off: Scrum Master
Signed-off: Tech Lead
Spike
State
Completed
State
Duplicate
State
In Progress
State
In Review
State
Paused
State
Unverified
State
Verified
State
Wont Do
Type
Automation
Type
Bug
Type
Discussion
Type
Documentation
Type
Epic
Type
Feature
Type
Legendary
Type
Refactor
Type
Support
Type
Task
Type
Testing
Milestone
Clear milestone
No items
No milestone
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
1 participant
Notifications
Due date
The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

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Blocks
#366 Epic: Post-MVP Deferred Work
cleveragents/cleveragents-core
Reference
cleveragents/cleveragents-core#3672
No description provided.