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feat(actors): wire LLM strategize/execute actors to subplan spawning infrastructure #1207

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opened 2026-03-30 06:00:16 +00:00 by hurui200320 · 3 comments
hurui200320 commented 2026-03-30 06:00:16 +00:00
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  • Commit Message: feat(actors): wire LLM strategize/execute actors to subplan spawning infrastructure
  • Branch: feature/llm-actor-subplan-wiring

Background

PR #815 (merged into master) implements the WF04 E2E test for multi-project dependency updates using the supervised automation profile. The test verifies that the LLM spawns child subplans (one per project), executes them in dependency order, validates per project, and applies in order.

However, the WF04 test always gets skipped because the LLM never produces subplans. Investigation confirms this is not a test bug — the test is correctly implemented. The issue is that the subplan spawning infrastructure is fully built but not connected to the LLM actor execution path.

Current Behavior

  1. LLMStrategizeActor (application/services/llm_actors.py:53) sends a plain text prompt asking the LLM to "break it into numbered steps" and parses the response as text. It does not use LangChain tool/function calling.
  2. LLMExecuteActor (application/services/llm_actors.py:207) sends a plain text prompt asking for FILE: blocks and parses the response as text. Same limitation.
  3. The CLI's _get_plan_executor (cli/commands/plan.py:1265) creates the PlanExecutor without a tool_runner, execution_context, or tool registry — so even if the actors could call tools, there's no runtime to handle them.
  4. SubplanService.spawn() (application/services/subplan_service.py:182) is never called from any application code path — only from tests and benchmarks.
  5. The builtin/plan-subplan tool (tool/builtins/subplan_tool.py) exists and is registered, but is never provided to the LLM during plan execution.

As a result, plan.subplan_statuses remains empty after execution, and the WF04 test skips at wf04_multi_project.robot:459-461.

Expected Behavior

When a multi-project plan is executed, the LLM actors should be able to request subplan spawning via the builtin/plan-subplan tool (or equivalent mechanism), and the execution pipeline should materialize those requests into child plans via SubplanService.spawn().

Acceptance Criteria

  • LLM actors can invoke tools during strategize and/or execute phases (via LangChain tool calling or equivalent)
  • The builtin/plan-subplan tool (or equivalent subplan spawning mechanism) is available to the LLM during plan execution
  • SubplanService.spawn() is called from the execution pipeline when the LLM requests subplan creation
  • After execution, plan.subplan_statuses is populated for multi-project plans
  • WF04 E2E test (robot/e2e/wf04_multi_project.robot) no longer skips — the subplan_count == 0 skip guards are removed and replaced with hard assertions (fail if 0 subplans), so a failure to spawn subplans is reported as a test failure, not a silent skip
  • Existing unit tests, integration tests, and other E2E tests continue to pass

Subtasks

  • Enable tool calling in LLMStrategizeActor and/or LLMExecuteActor (replace plain text llm.invoke() with tool-enabled invocation)
  • Wire builtin/plan-subplan tool into the tool registry available to LLM actors during plan execution
  • Add orchestration code in PlanExecutor (or lifecycle service) to bridge LLM subplan decisions to SubplanService.spawn()
  • Update _get_plan_executor in CLI to provide tool_runner and/or execution_context as needed
  • Update LLM prompts to include multi-project context and subplan spawning instructions when the plan targets multiple projects
  • Tests (Behave): Add scenarios covering the LLM-to-subplan wiring
  • Tests (Robot): Remove the Skip guards for zero subplans in wf04_multi_project.robot (lines 215-217, 234-236, 262-264, 277-279, 459-461) and replace with hard Fail assertions, then verify WF04 passes end-to-end
  • 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, 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.
  • The commit is submitted as a pull request to master, reviewed, and merged before this issue is marked done.

Supporting Information

  • WF04 test: robot/e2e/wf04_multi_project.robot
  • WF04 snapshot helper: robot/e2e/wf04_snapshot_helper.py
  • LLM actors: src/cleveragents/application/services/llm_actors.py
  • Subplan tool: src/cleveragents/tool/builtins/subplan_tool.py
  • SubplanService: src/cleveragents/application/services/subplan_service.py
  • PlanExecutor: src/cleveragents/application/services/plan_executor.py
  • CLI executor wiring: src/cleveragents/cli/commands/plan.py:1265 (_get_plan_executor)
  • Related PR: #815 (WF04 E2E test implementation)
  • Related issue: #750 (WF04 test ticket, now closed)
  • Related TODO: # TODO(#650) in llm_actors.py:119,274 — stale reference to structured output wiring
## Metadata - **Commit Message**: `feat(actors): wire LLM strategize/execute actors to subplan spawning infrastructure` - **Branch**: `feature/llm-actor-subplan-wiring` ## Background PR #815 (merged into master) implements the WF04 E2E test for multi-project dependency updates using the supervised automation profile. The test verifies that the LLM spawns child subplans (one per project), executes them in dependency order, validates per project, and applies in order. However, the WF04 test **always gets skipped** because the LLM never produces subplans. Investigation confirms this is not a test bug — the test is correctly implemented. The issue is that the subplan spawning infrastructure is fully built but **not connected** to the LLM actor execution path. ## Current Behavior 1. `LLMStrategizeActor` (`application/services/llm_actors.py:53`) sends a plain text prompt asking the LLM to "break it into numbered steps" and parses the response as text. It does not use LangChain tool/function calling. 2. `LLMExecuteActor` (`application/services/llm_actors.py:207`) sends a plain text prompt asking for `FILE:` blocks and parses the response as text. Same limitation. 3. The CLI's `_get_plan_executor` (`cli/commands/plan.py:1265`) creates the `PlanExecutor` without a `tool_runner`, `execution_context`, or tool registry — so even if the actors could call tools, there's no runtime to handle them. 4. `SubplanService.spawn()` (`application/services/subplan_service.py:182`) is never called from any application code path — only from tests and benchmarks. 5. The `builtin/plan-subplan` tool (`tool/builtins/subplan_tool.py`) exists and is registered, but is never provided to the LLM during plan execution. As a result, `plan.subplan_statuses` remains empty after execution, and the WF04 test skips at `wf04_multi_project.robot:459-461`. ## Expected Behavior When a multi-project plan is executed, the LLM actors should be able to request subplan spawning via the `builtin/plan-subplan` tool (or equivalent mechanism), and the execution pipeline should materialize those requests into child plans via `SubplanService.spawn()`. ## Acceptance Criteria - [ ] LLM actors can invoke tools during strategize and/or execute phases (via LangChain tool calling or equivalent) - [ ] The `builtin/plan-subplan` tool (or equivalent subplan spawning mechanism) is available to the LLM during plan execution - [ ] `SubplanService.spawn()` is called from the execution pipeline when the LLM requests subplan creation - [ ] After execution, `plan.subplan_statuses` is populated for multi-project plans - [ ] WF04 E2E test (`robot/e2e/wf04_multi_project.robot`) no longer skips — the subplan_count == 0 skip guards are removed and replaced with hard assertions (fail if 0 subplans), so a failure to spawn subplans is reported as a test failure, not a silent skip - [ ] Existing unit tests, integration tests, and other E2E tests continue to pass ## Subtasks - [ ] Enable tool calling in `LLMStrategizeActor` and/or `LLMExecuteActor` (replace plain text `llm.invoke()` with tool-enabled invocation) - [ ] Wire `builtin/plan-subplan` tool into the tool registry available to LLM actors during plan execution - [ ] Add orchestration code in `PlanExecutor` (or lifecycle service) to bridge LLM subplan decisions to `SubplanService.spawn()` - [ ] Update `_get_plan_executor` in CLI to provide `tool_runner` and/or `execution_context` as needed - [ ] Update LLM prompts to include multi-project context and subplan spawning instructions when the plan targets multiple projects - [ ] Tests (Behave): Add scenarios covering the LLM-to-subplan wiring - [ ] Tests (Robot): Remove the `Skip` guards for zero subplans in `wf04_multi_project.robot` (lines 215-217, 234-236, 262-264, 277-279, 459-461) and replace with hard `Fail` assertions, then verify WF04 passes end-to-end - [ ] 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, 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. - The commit is submitted as a **pull request** to `master`, reviewed, and **merged** before this issue is marked done. ## Supporting Information - **WF04 test**: `robot/e2e/wf04_multi_project.robot` - **WF04 snapshot helper**: `robot/e2e/wf04_snapshot_helper.py` - **LLM actors**: `src/cleveragents/application/services/llm_actors.py` - **Subplan tool**: `src/cleveragents/tool/builtins/subplan_tool.py` - **SubplanService**: `src/cleveragents/application/services/subplan_service.py` - **PlanExecutor**: `src/cleveragents/application/services/plan_executor.py` - **CLI executor wiring**: `src/cleveragents/cli/commands/plan.py:1265` (`_get_plan_executor`) - **Related PR**: #815 (WF04 E2E test implementation) - **Related issue**: #750 (WF04 test ticket, now closed) - **Related TODO**: `# TODO(#650)` in `llm_actors.py:119,274` — stale reference to structured output wiring
hurui200320 added this to the v3.3.0 milestone 2026-03-30 06:00:38 +00:00
freemo self-assigned this 2026-04-02 06:13:52 +00:00
freemo commented 2026-04-02 16:54:13 +00:00
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[Backlog Groomer - groomer-1] 📋 Label state mismatch. This issue has State/Unverified but PR #1304 (feat(actors): wire LLM strategize/execute actors to subplan spawning) is open and references this issue. The state should be updated to at least State/Verified (or State/In Review if the PR is ready for review).

**[Backlog Groomer - groomer-1]** 📋 **Label state mismatch.** This issue has `State/Unverified` but PR #1304 (`feat(actors): wire LLM strategize/execute actors to subplan spawning`) is open and references this issue. The state should be updated to at least `State/Verified` (or `State/In Review` if the PR is ready for review).
freemo commented 2026-04-02 17:07:49 +00:00
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PR #1304 has been reviewed. Changes requested: Two # type: ignore[assignment] suppressions in llm_actors.py must be removed (CONTRIBUTING.md violation). The fix is straightforward — use a separate bound_llm: Any variable instead of reassigning llm. PR metadata (milestone, labels) also needs to be set. See the full review on the PR for details.

PR #1304 has been reviewed. **Changes requested**: Two `# type: ignore[assignment]` suppressions in `llm_actors.py` must be removed (CONTRIBUTING.md violation). The fix is straightforward — use a separate `bound_llm: Any` variable instead of reassigning `llm`. PR metadata (milestone, labels) also needs to be set. See the full review on the PR for details.
freemo commented 2026-04-02 17:31:22 +00:00
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PR #1304 has been reviewed (reviewer-pool-2). Changes requested: two # type: ignore[assignment] suppressions in llm_actors.py must be removed per CONTRIBUTING.md. The overall design and test coverage are solid — once the type suppressions are fixed, the PR is ready to merge. See the review comment for full details.

PR #1304 has been reviewed (reviewer-pool-2). **Changes requested**: two `# type: ignore[assignment]` suppressions in `llm_actors.py` must be removed per CONTRIBUTING.md. The overall design and test coverage are solid — once the type suppressions are fixed, the PR is ready to merge. See the [review comment](https://git.cleverthis.com/cleveragents/cleveragents-core/pulls/1304#issuecomment-79194) for full details.
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$500
 A bounty of $500 for any open-source contributor who provides a MR that solves this issue

  
Bounty
$5000
 A bounty of $5000 for any open-source contributor who provides a MR that solves this issue

  
Bounty
$750
 A bounty of $750 for any open-source contributor who provides a MR that solves this issue

  
MoSCoW
Could have
 Could have feature in order to satisfy the epic/legendary.

  
MoSCoW
Must have
 Must have feature in order to satisfy the epic/legendary.

  
MoSCoW
Should have
 Should have feature in order to satisfy the epic/legendary.

  
Needs Feedback
There are questions in the ticket that can not be completed until the project owner provides clarity.

  
Points
1
 1 man-hours worth of work for an expert with no learning curve.

  
Points
13
 13 man-hours worth of work for an expert with no learning curve.

  
Points
2
 2 man-hours worth of work for an expert with no learning curve.

  
Points
21
 21 man-hours worth of work for an expert with no learning curve.

  
Points
3
 3 man-hours worth of work for an expert with no learning curve.

  
Points
34
 34 man-hours worth of work for an expert with no learning curve.

  
Points
5
 5 man-hours worth of work for an expert with no learning curve.

  
Points
55
 55 man-hours worth of work for an expert with no learning curve.

  
Points
8
 8 man-hours worth of work for an expert with no learning curve.

  
Points
88
 88 man-hours worth of work for an expert with no learning curve.

  
Priority
Backlog
 This ticket has backlogged priority and is not to be worked on yet

  
Priority
CI Blocker
 Critical priority issue that blocks CI/CD pipeline and prevents PR merges

  
Priority
Critical
 The priority is critical

  
Priority
High
 The priority is high

  
Priority
Low
 The priority is low

  
Priority
Medium
 The priority is medium

  
Signed-off: Owner
When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  
Signed-off: Scrum Master
When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  
Signed-off: Tech Lead
When an epic or legendary is in review it must be signed off by owner, tech lead, and scrum master before being marked as completed.

  
Spike
A ticket for learning a tool or technology that is needed to be able to do future planning and design.

  
State
Completed
 The ticket has been fully implemented, completed, and merged with the source code. This label should only be applied once a ticket is closed.

  
State
Duplicate
 A ticket that represents the same content as an existing ticket.

  
State
In Progress
 A ticket that is actively being developed.

  
State
In Review
 A ticket that has had some code completed to implement but is waiting to pass peer review and is not yet merged in.

  
State
Paused
 This ticket's work started but wasn't finished. It's on hold (likely in a feature branch) and will be resumed later, either due to a blocker or a delay.

  
State
Unverified
 All new tickets start in this state. A developer may set it to show the ticket is unverified. This means we haven't agreed to work on it. It will either move to a verified state or be closed as wontdo.

  
State
Verified
 The issue has been verified by a developer as legitimate. It will be worked on and verified tickets are now considered part of the backlog.

  
State
Wont Do
 This ticket has been decided it wont be done. This may mean the bug has been determined to not be real (cant verify) or the feature is one we have decided we dont want to adopt.

  
Type
Automation
 Any edits or discussion about the AI automated coding system.

  
Type
Bug
 Something that doesnt work as intended.

  
Type
Discussion
 Anytime a ticket represents a discussion about a subject and doesnt fall into one of the other categories.

  
Type
Documentation
 An error or improvement needed in the documentation.

  
Type
Epic
 Any first tier epic. That is, an epic which contains only issues as children and will not have sub-epics.

  
Type
Feature
 Some new functionality not present.

  
Type
Legendary
 A type of Epic which will contain other Epics.

  
Type
Refactor
 A code change that restructures existing code without changing its external behavior.

  
Type
Support
 Someone needs help using the project.

  
Type
Task
 A generic task that doesnt fit into the other type categories.

  
Type
Testing
 Work exclusively focusing on fixing or expanding testing.

No labels
auto/needs-reevaluation
controller-managed
auto/blocked-by-deps
auto/ci-timeout
auto/claimed-implementer
auto/claimed-merge
auto/claimed-reviewer
auto/driver-down
auto/invariant-violation
auto/last-attempt-tier-0
auto/last-attempt-tier-1
auto/last-attempt-tier-2
auto/last-attempt-tier-min
Automation Tracking
auto/needs-conflict-resolution
auto/needs-implementer
auto/postmortem
auto/ready-to-merge
auto/restart-throttled
auto/revert
auto/sentinel
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
v3.3.0
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
freemo
2 participants
Notifications
Due date
The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

No due date set.

Blocks
#368 Epic: Subplans & Parallelism
cleveragents/cleveragents-core
Reference
cleveragents/cleveragents-core#1207
No description provided.