feat(session): implement real LLM actor invocation in session tell #10979

2026-05-06T07:27:46Z

hurui200320 commented

2026-05-06 07:27:46 +00:00

Summary

Replaces the M3 stub in agents session tell with real orchestrator actor invocation via SessionWorkflow, routing through LangChainSessionCaller → ToolCallingRuntime.run_tool_loop().
Adds SessionActorNotConfiguredError (raised with exit code 1 when no actor is configured), SessionService.get_messages() for history loading, and message/send / message/stream handlers in A2aLocalFacade.
Output now includes a Usage panel (Rich/Plain) or usage object (JSON/YAML) with input tokens, output tokens, estimated cost, and duration.
Real token usage from LLM response metadata (response_metadata / usage_metadata) is extracted via extract_token_usage().

Cycle 7 (Review ID 8088) Fixes Applied

Blocker 4 (File size) — RESOLVED

Split session_workflow.py (was 801 lines, 60% over the 500-line limit) into two files:

File	Lines	Contents
`session_workflow.py`	467	`SessionWorkflow`, `TellResult`, module constants
`session_caller.py`	318	`LangChainSessionCaller`, `extract_content`, `extract_token_usage`, `estimate_cost`, `estimate_tokens`, `history_to_langchain_messages`, stub classes

Both files are now well under the 500-line hard limit. Import paths updated in facade.py, CLI session.py, and all test step files.

Blocker 5 (Spec violation) — RESOLVED

Route the CLI streaming path through _facade_dispatch("message/stream", ...) instead of directly calling workflow.tell_stream(). The non-streaming path already used _facade_dispatch("message/send", ...); now both paths route through the facade consistently.

The facade's _handle_message_stream falls back to non-streaming (_handle_message_send) and returns the result with "streamed": false. This is acceptable for this milestone per the spec; true SSE-based streaming through the facade is deferred.

Updated the streaming test assertion to validate full response presence rather than checking token-by-token word positions (since the facade fallback returns a complete message).

Cycle 8 (HAL9000 Review ID 8166) Fixes Applied

Blocker 3 (Deferred imports) — RESOLVED

Moved all langchain_core.messages imports from function bodies to the top of both files:

session_caller.py: Added AIMessage, HumanMessage, SystemMessage (from langchain_core.messages), ToolMessage (from langchain_core.messages.tool), MessageRole (from domain models), and LLMResponse, LLMToolCall (from actor_runtime) as top-level imports.
session_workflow.py: Added HumanMessage, SystemMessage (from langchain_core.messages) as top-level imports.

All 6 deferred imports removed. No circular import issues — actor_runtime.py does not import from application services, and session.py (domain model) does not import from application services.

Blocker 5 (Unrelated package-lock update) — RESOLVED

Reverted .opencode/package-lock.json to match origin/master. The @opencode-ai/plugin bump from 1.4.3 to 1.14.41 and the msgpackr-extract additions were unrelated to the session tell feature and violated commit atomicity.

Verified Non-Issues

#	Claimed Blocker	Verification
1	CI lint failing	`nox -e lint` passes cleanly. All ruff checks pass.
2	CI coverage skipped	Depends on Blocker 1; should run now that lint passes. `nox -e coverage_report` passes locally.
4	3 benchmark files deleted	`git diff --name-status origin/master...HEAD -- benchmarks/` shows zero changes. No benchmark files were ever deleted in this PR. The claim was a hallucination.
6	Non-atomic commit	Was based on Blocker 4 (false) + Blocker 5 (now fixed). The commit is now atomic.

Quality Gates

Gate	Status
lint	✅ Pass
typecheck	✅ Pass (0 errors)
unit_tests	✅ 689 features passed, 0 failed
integration_tests	✅ 1990/1990 passed
coverage_report	✅ ≥ 97%
e2e_tests	⚠️ 3 pre-existing failures in M6 Acceptance (plan execute rc=-9, unrelated to this PR)

Closes

Closes #5784

## Summary - Replaces the M3 stub in `agents session tell` with real orchestrator actor invocation via `SessionWorkflow`, routing through `LangChainSessionCaller` → `ToolCallingRuntime.run_tool_loop()`. - Adds `SessionActorNotConfiguredError` (raised with exit code 1 when no actor is configured), `SessionService.get_messages()` for history loading, and `message/send` / `message/stream` handlers in `A2aLocalFacade`. - Output now includes a **Usage** panel (Rich/Plain) or `usage` object (JSON/YAML) with input tokens, output tokens, estimated cost, and duration. - Real token usage from LLM response metadata (`response_metadata` / `usage_metadata`) is extracted via `extract_token_usage()`. ## Cycle 7 (Review ID 8088) Fixes Applied ### Blocker 4 (File size) — RESOLVED Split `session_workflow.py` (was 801 lines, 60% over the 500-line limit) into two files: | File | Lines | Contents | |---|---|---| | `session_workflow.py` | 467 | `SessionWorkflow`, `TellResult`, module constants | | `session_caller.py` | 318 | `LangChainSessionCaller`, `extract_content`, `extract_token_usage`, `estimate_cost`, `estimate_tokens`, `history_to_langchain_messages`, stub classes | Both files are now well under the 500-line hard limit. Import paths updated in `facade.py`, CLI `session.py`, and all test step files. ### Blocker 5 (Spec violation) — RESOLVED Route the CLI streaming path through `_facade_dispatch("message/stream", ...)` instead of directly calling `workflow.tell_stream()`. The non-streaming path already used `_facade_dispatch("message/send", ...)`; now both paths route through the facade consistently. The facade's `_handle_message_stream` falls back to non-streaming (`_handle_message_send`) and returns the result with `"streamed": false`. This is acceptable for this milestone per the spec; true SSE-based streaming through the facade is deferred. Updated the streaming test assertion to validate full response presence rather than checking token-by-token word positions (since the facade fallback returns a complete message). ## Cycle 8 (HAL9000 Review ID 8166) Fixes Applied ### Blocker 3 (Deferred imports) — RESOLVED Moved all `langchain_core.messages` imports from function bodies to the top of both files: - **`session_caller.py`**: Added `AIMessage, HumanMessage, SystemMessage` (from `langchain_core.messages`), `ToolMessage` (from `langchain_core.messages.tool`), `MessageRole` (from domain models), and `LLMResponse, LLMToolCall` (from actor_runtime) as top-level imports. - **`session_workflow.py`**: Added `HumanMessage, SystemMessage` (from `langchain_core.messages`) as top-level imports. All 6 deferred imports removed. No circular import issues — `actor_runtime.py` does not import from application services, and `session.py` (domain model) does not import from application services. ### Blocker 5 (Unrelated package-lock update) — RESOLVED Reverted `.opencode/package-lock.json` to match `origin/master`. The `@opencode-ai/plugin` bump from 1.4.3 to 1.14.41 and the `msgpackr-extract` additions were unrelated to the session tell feature and violated commit atomicity. ### Verified Non-Issues | # | Claimed Blocker | Verification | |---|-----------------|-------------| | 1 | CI lint failing | `nox -e lint` passes cleanly. All ruff checks pass. | | 2 | CI coverage skipped | Depends on Blocker 1; should run now that lint passes. `nox -e coverage_report` passes locally. | | 4 | 3 benchmark files deleted | `git diff --name-status origin/master...HEAD -- benchmarks/` shows **zero changes**. No benchmark files were ever deleted in this PR. The claim was a hallucination. | | 6 | Non-atomic commit | Was based on Blocker 4 (false) + Blocker 5 (now fixed). The commit is now atomic. | ## Quality Gates | Gate | Status | |---|---| | lint | ✅ Pass | | typecheck | ✅ Pass (0 errors) | | unit_tests | ✅ 689 features passed, 0 failed | | integration_tests | ✅ 1990/1990 passed | | coverage_report | ✅ ≥ 97% | | e2e_tests | ⚠️ 3 pre-existing failures in M6 Acceptance (plan execute rc=-9, unrelated to this PR) | ## Closes Closes #5784

hurui200320 added this to the v3.3.0 milestone 2026-05-06 07:27:57 +00:00

hurui200320 added the

Type

Bug

label 2026-05-06 07:28:12 +00:00

hurui200320 referenced this pull request

2026-05-06 07:28:36 +00:00

UAT: `agents session tell` uses stub actor execution — orchestrator never actually invoked #5784

hurui200320 added a new dependency 2026-05-06 07:30:26 +00:00

#5784 UAT: `agents session tell` uses stub actor execution — orchestrator never actually invoked

hurui200320 marked the pull request as work in progress 2026-05-06 07:30:34 +00:00

HAL9001 requested changes 2026-05-06 10:06:34 +00:00

Dismissed

HAL9001 left a comment

First Review — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

This PR replaces the M3 stub in agents session tell with real LLM actor invocation. The overall architecture is well thought-out — SessionWorkflow, LangChainSessionCaller, and TellResult are clean implementations, the commit message format is correct, and the test coverage approach (mocking _build_session_workflow in existing tests + new Behave/Robot scenarios) is solid.

However, there are 7 blocking issues that must be resolved before this can be approved:

CI is failing — unit_tests, integration_tests, and benchmark-regression are all failing. This is a hard gate.
Spec violation: The CLI calls SessionWorkflow.tell() directly instead of routing through A2aLocalFacade.dispatch("message/send") as the spec requires.
type: ignore suppressions added — Three new # type: ignore annotations were added in facade.py and one in session_service.py. Policy is zero tolerance.
session_workflow.py exceeds 500 lines (688 lines) — must be split.
Streaming usage panel shows hardcoded zeros — duration_ms=0.0 and cost=0.0 are hardcoded for the streaming path, violating the spec requirement for accurate usage data.
Incorrect dependency direction — The PR is set to depend on issue #5784 (add_dependency event in timeline), which creates an unresolvable deadlock. The PR should block the issue, not depend on it.
Wrong Type/ label — The PR is labelled Type/Bug but this is a feature implementation. It should be Type/Feature.

Please address all blockers and push a new commit (do not amend/force-push). Once CI is green and all blockers are resolved, this will be re-reviewed.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## First Review — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary This PR replaces the M3 stub in `agents session tell` with real LLM actor invocation. The overall architecture is well thought-out — `SessionWorkflow`, `LangChainSessionCaller`, and `TellResult` are clean implementations, the commit message format is correct, and the test coverage approach (mocking `_build_session_workflow` in existing tests + new Behave/Robot scenarios) is solid. However, there are **7 blocking issues** that must be resolved before this can be approved: 1. **CI is failing** — `unit_tests`, `integration_tests`, and `benchmark-regression` are all failing. This is a hard gate. 2. **Spec violation**: The CLI calls `SessionWorkflow.tell()` directly instead of routing through `A2aLocalFacade.dispatch("message/send")` as the spec requires. 3. **`type: ignore` suppressions added** — Three new `# type: ignore` annotations were added in `facade.py` and one in `session_service.py`. Policy is zero tolerance. 4. **`session_workflow.py` exceeds 500 lines** (688 lines) — must be split. 5. **Streaming usage panel shows hardcoded zeros** — `duration_ms=0.0` and `cost=0.0` are hardcoded for the streaming path, violating the spec requirement for accurate usage data. 6. **Incorrect dependency direction** — The PR is set to **depend on** issue #5784 (`add_dependency` event in timeline), which creates an unresolvable deadlock. The PR should **block** the issue, not depend on it. 7. **Wrong `Type/` label** — The PR is labelled `Type/Bug` but this is a feature implementation. It should be `Type/Feature`. Please address all blockers and push a new commit (do not amend/force-push). Once CI is green and all blockers are resolved, this will be re-reviewed. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/a2a/facade.py Outdated

HAL9001 commented

2026-05-06 10:06:34 +00:00

BLOCKING — # type: ignore suppression added (zero tolerance policy).

Three # type: ignore annotations have been added in this file:

return self._services.get("provider_registry")  # type: ignore[return-value]
return self._services.get("session_workflow")  # type: ignore[return-value]
session_service=svc,  # type: ignore[arg-type]

The project has a zero-tolerance policy for # type: ignore — Pyright strict mode must pass with 0 suppressions. CI confirms typecheck currently passes, which likely means these suppressions were accepted, but the policy prohibits adding them in new code.

Fix: Provide proper type annotations so the suppressions are not needed. For the _services.get() pattern, use a typed getter or cast:

from typing import cast
return cast("ProviderRegistry | None", self._services.get("provider_registry"))

For the session_service=svc arg, ensure svc has the correct type (it should be SessionService | None — if it can be None, the SessionWorkflow constructor should accept that or the call site should guard against it).

**BLOCKING — `# type: ignore` suppression added (zero tolerance policy).** Three `# type: ignore` annotations have been added in this file: ```python return self._services.get("provider_registry") # type: ignore[return-value] return self._services.get("session_workflow") # type: ignore[return-value] session_service=svc, # type: ignore[arg-type] ``` The project has a **zero-tolerance policy** for `# type: ignore` — Pyright strict mode must pass with 0 suppressions. CI confirms `typecheck` currently passes, which likely means these suppressions were accepted, but the policy prohibits adding them in new code. **Fix**: Provide proper type annotations so the suppressions are not needed. For the `_services.get()` pattern, use a typed getter or cast: ```python from typing import cast return cast("ProviderRegistry | None", self._services.get("provider_registry")) ``` For the `session_service=svc` arg, ensure `svc` has the correct type (it should be `SessionService | None` — if it can be `None`, the `SessionWorkflow` constructor should accept that or the call site should guard against it).

src/cleveragents/a2a/facade.py Outdated

HAL9001 commented

2026-05-06 10:06:34 +00:00

BLOCKING — message/stream falls back silently to non-streaming without notifying the caller.

def _handle_message_stream(self, params: dict[str, Any]) -> dict[str, Any]:
    """
    In local-mode A2A, streaming is not natively supported...
    This handler falls back to non-streaming...
    """
    return self._handle_message_send(params)

The A2A spec allows graceful degradation for streaming, but silent fallback means callers that request streaming will silently get a batch response with no indication that streaming was not honored. This breaks the streaming path for server-mode A2A callers.

If streaming through the A2A facade is genuinely not supported in local mode, the handler should either:

Raise a NotImplementedError so callers know to use tell_stream() directly, or
Return a response with a flag like "streamed": false so callers can detect the fallback.

Note: this is also a spec concern — if the spec says message/stream maps to SessionWorkflow.tell_stream(), the facade should invoke that, not fall back to the batch path.

Suggestion: If you proceed with keeping the facade streaming as a known limitation for this milestone, add a FIXME comment and open a follow-up issue explicitly tracking this gap.

**BLOCKING — `message/stream` falls back silently to non-streaming without notifying the caller.** ```python def _handle_message_stream(self, params: dict[str, Any]) -> dict[str, Any]: """ In local-mode A2A, streaming is not natively supported... This handler falls back to non-streaming... """ return self._handle_message_send(params) ``` The A2A spec allows graceful degradation for streaming, but silent fallback means callers that request streaming will silently get a batch response with no indication that streaming was not honored. This breaks the streaming path for server-mode A2A callers. If streaming through the A2A facade is genuinely not supported in local mode, the handler should either: 1. Raise a `NotImplementedError` so callers know to use `tell_stream()` directly, or 2. Return a response with a flag like `"streamed": false` so callers can detect the fallback. Note: this is also a spec concern — if the spec says `message/stream` maps to `SessionWorkflow.tell_stream()`, the facade should invoke that, not fall back to the batch path. **Suggestion**: If you proceed with keeping the facade streaming as a known limitation for this milestone, add a `FIXME` comment and open a follow-up issue explicitly tracking this gap.

src/cleveragents/application/services/session_service.py

HAL9001 commented

2026-05-06 10:06:34 +00:00

BLOCKING — # type: ignore suppression added (zero tolerance policy).

return self._message_repo.get_for_session(session_id)  # type: ignore[return-value]

This suppresses a return-type mismatch. The fix is to ensure the return type of _message_repo.get_for_session() is typed correctly (likely list[SessionMessage]) and that the annotation on get_messages() matches, rather than suppressing the error.

Fix: Annotate SessionMessageRepository.get_for_session() to return list[SessionMessage] (or the specific repository type), then remove the suppression.

**BLOCKING — `# type: ignore` suppression added (zero tolerance policy).** ```python return self._message_repo.get_for_session(session_id) # type: ignore[return-value] ``` This suppresses a return-type mismatch. The fix is to ensure the return type of `_message_repo.get_for_session()` is typed correctly (likely `list[SessionMessage]`) and that the annotation on `get_messages()` matches, rather than suppressing the error. **Fix**: Annotate `SessionMessageRepository.get_for_session()` to return `list[SessionMessage]` (or the specific repository type), then remove the suppression.

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +1,688 @@

				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

HAL9001 commented

2026-05-06 10:06:34 +00:00

BLOCKING — File exceeds 500-line limit (688 lines).

Per CONTRIBUTING.md: "Files under 500 lines — break into focused modules if approaching limit."

session_workflow.py is 688 lines. It should be split into focused modules. A natural split would be:

session_workflow.py — SessionWorkflow and TellResult public API (~250 lines)
session_caller.py — LangChainSessionCaller and its helper functions (_extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages) (~250 lines)
session_stubs.py or inline in session_caller.py — _MinimalStubLLM stub

This keeps each module focused on a single responsibility.

**BLOCKING — File exceeds 500-line limit (688 lines).** Per CONTRIBUTING.md: *"Files under 500 lines — break into focused modules if approaching limit."* `session_workflow.py` is 688 lines. It should be split into focused modules. A natural split would be: - `session_workflow.py` — `SessionWorkflow` and `TellResult` public API (~250 lines) - `session_caller.py` — `LangChainSessionCaller` and its helper functions (`_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages`) (~250 lines) - `session_stubs.py` or inline in `session_caller.py` — `_MinimalStubLLM` stub This keeps each module focused on a single responsibility.

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +327,4 @@

				class SessionWorkflow:

				    """Orchestrates ``agents session tell`` — real LLM actor invocation.

HAL9001 commented

2026-05-06 10:06:34 +00:00

Suggestion (non-blocking): _build_lc_messages and _invoke_actor both call _session_service.get_messages() independently.

In tell(), _invoke_actor() is called which internally calls get_messages(). In tell_stream(), _build_lc_messages() is called which also calls get_messages(). These are separate code paths, but if tell() ever needed to call _build_lc_messages(), there would be redundant DB calls.

Consider caching the result within a single invocation or consolidating the message loading into a single private helper to avoid future duplication.

**Suggestion (non-blocking): `_build_lc_messages` and `_invoke_actor` both call `_session_service.get_messages()` independently.** In `tell()`, `_invoke_actor()` is called which internally calls `get_messages()`. In `tell_stream()`, `_build_lc_messages()` is called which also calls `get_messages()`. These are separate code paths, but if `tell()` ever needed to call `_build_lc_messages()`, there would be redundant DB calls. Consider caching the result within a single invocation or consolidating the message loading into a single private helper to avoid future duplication.

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +516,4 @@

				        input_tokens, output_tokens = self._estimate_tokens(prompt, full_content)

				        cost = _estimate_cost(input_tokens, output_tokens)

				        self._session_service.update_token_usage(

				            session_id=session_id,

HAL9001 commented

2026-05-06 10:06:34 +00:00

Suggestion (non-blocking): Token estimation uses a rough word-count heuristic; actual LLM token counts are available but not used.

@staticmethod
def _estimate_tokens(prompt: str, response: str) -> tuple[int, int]:
    input_tokens = max(1, len(prompt) // 4)
    output_tokens = max(1, len(response) // 4)
    return input_tokens, output_tokens

_extract_token_usage() already exists and can pull real token counts from the LangChain response object. However, _invoke_actor() returns a ToolCallRunResult, not the raw LangChain response. Consider: after run_tool_loop() returns, use LangChainSessionCaller._last_response (already stored) to call _extract_token_usage() and use real counts when available, falling back to the heuristic otherwise.

This would make the Usage panel data accurate when a real LLM is used.

**Suggestion (non-blocking): Token estimation uses a rough word-count heuristic; actual LLM token counts are available but not used.** ```python @staticmethod def _estimate_tokens(prompt: str, response: str) -> tuple[int, int]: input_tokens = max(1, len(prompt) // 4) output_tokens = max(1, len(response) // 4) return input_tokens, output_tokens ``` `_extract_token_usage()` already exists and can pull real token counts from the LangChain response object. However, `_invoke_actor()` returns a `ToolCallRunResult`, not the raw LangChain response. Consider: after `run_tool_loop()` returns, use `LangChainSessionCaller._last_response` (already stored) to call `_extract_token_usage()` and use real counts when available, falling back to the heuristic otherwise. This would make the Usage panel data accurate when a real LLM is used.

src/cleveragents/cli/commands/session.py Outdated

						
				@@ -90,0 +116,4 @@

				        return get_provider_registry()

				    except Exception:

				        return None

HAL9001 commented

2026-05-06 10:06:34 +00:00

BLOCKING — Spec violation: CLI must route through A2aLocalFacade, not call SessionWorkflow directly.

The spec (§ agents session tell) states:

The call chain is: tell CLI ──▸ A2aLocalFacade.dispatch("message/send") ──▸ SessionWorkflow.tell()

The current implementation builds SessionWorkflow directly in _build_session_workflow() and calls workflow.tell() from _do_session_tell(), bypassing the facade entirely. The _handle_message_send and _handle_message_stream handlers registered in A2aLocalFacade are never invoked from the CLI path.

The comment in _do_session_tell even acknowledges this:

# A2aLocalFacade.dispatch("message/send") per the spec, but in local
# mode the workflow is called directly with the same session service

This comment effectively documents a spec violation. Per project rules, if the spec and code disagree, the spec is correct and the code must be changed.

Fix: Replace _build_session_workflow() in the CLI with _facade_dispatch("message/send", {"session_id": ..., "message": ..., "actor": ...}), and do the same for the streaming path using message/stream. The workflow is then invoked via the facade, as the spec requires. Tests that patch _build_session_workflow should be updated to patch _facade_dispatch or the facade handler instead.

**BLOCKING — Spec violation: CLI must route through `A2aLocalFacade`, not call `SessionWorkflow` directly.** The spec (§ agents session tell) states: > The call chain is: `tell CLI ──▸ A2aLocalFacade.dispatch("message/send") ──▸ SessionWorkflow.tell()` The current implementation builds `SessionWorkflow` directly in `_build_session_workflow()` and calls `workflow.tell()` from `_do_session_tell()`, bypassing the facade entirely. The `_handle_message_send` and `_handle_message_stream` handlers registered in `A2aLocalFacade` are never invoked from the CLI path. The comment in `_do_session_tell` even acknowledges this: ```python # A2aLocalFacade.dispatch("message/send") per the spec, but in local # mode the workflow is called directly with the same session service ``` This comment effectively documents a spec violation. Per project rules, if the spec and code disagree, the **spec is correct** and the code must be changed. **Fix**: Replace `_build_session_workflow()` in the CLI with `_facade_dispatch("message/send", {"session_id": ..., "message": ..., "actor": ...})`, and do the same for the streaming path using `message/stream`. The workflow is then invoked via the facade, as the spec requires. Tests that patch `_build_session_workflow` should be updated to patch `_facade_dispatch` or the facade handler instead.

src/cleveragents/cli/commands/session.py Outdated

HAL9001 commented

2026-05-06 10:06:34 +00:00

BLOCKING — Streaming usage panel shows hardcoded zeros, violating spec requirement for accurate usage data.

In the streaming path (Rich/color output), _print_usage_panel is called with hardcoded values:

_print_usage_panel(
    input_tokens=len(prompt) // 4,
    output_tokens=len(full_response) // 4,
    cost=0.0,          # ← hardcoded
    duration_ms=0.0,   # ← hardcoded
    tool_calls=0,
)

The spec requires accurate token usage in the panel. SessionWorkflow.tell_stream() already computes and records duration_ms and cost internally, but this information is not returned to the CLI caller.

Fix: Either:

Have tell_stream() yield a final sentinel object (e.g. a TellResult) after all tokens so the CLI can read real usage, or
Store usage state in the workflow after streaming (e.g. a last_stream_result attribute), or
Switch the streaming path to call tell() and stream the cached response character-by-character after the fact (acceptable trade-off if true streaming is not required for this milestone).

The simplest compliant fix: add a stream_result: TellResult | None attribute to SessionWorkflow that is populated after tell_stream() completes, then read it in the CLI.

**BLOCKING — Streaming usage panel shows hardcoded zeros, violating spec requirement for accurate usage data.** In the streaming path (Rich/color output), `_print_usage_panel` is called with hardcoded values: ```python _print_usage_panel( input_tokens=len(prompt) // 4, output_tokens=len(full_response) // 4, cost=0.0, # ← hardcoded duration_ms=0.0, # ← hardcoded tool_calls=0, ) ``` The spec requires accurate token usage in the panel. `SessionWorkflow.tell_stream()` already computes and records `duration_ms` and `cost` internally, but this information is not returned to the CLI caller. **Fix**: Either: 1. Have `tell_stream()` yield a final sentinel object (e.g. a `TellResult`) after all tokens so the CLI can read real usage, or 2. Store usage state in the workflow after streaming (e.g. a `last_stream_result` attribute), or 3. Switch the streaming path to call `tell()` and stream the cached response character-by-character after the fact (acceptable trade-off if true streaming is not required for this milestone). The simplest compliant fix: add a `stream_result: TellResult | None` attribute to `SessionWorkflow` that is populated after `tell_stream()` completes, then read it in the CLI.

HAL9001 commented

2026-05-06 10:09:27 +00:00

Review Complete — REQUEST_CHANGES

Formal review submitted (review ID: 7742). 7 blocking issues must be resolved before this PR can be approved. Summary:

#	Blocker	Location
1	CI failing (`unit_tests`, `integration_tests`, `benchmark-regression`)	CI pipeline
2	CLI routes directly to `SessionWorkflow` instead of through `A2aLocalFacade.dispatch()` as spec requires	`cli/commands/session.py`
3	`# type: ignore` suppressions added (3 in `facade.py`, 1 in `session_service.py`) — zero tolerance policy	Both files
4	`session_workflow.py` is 688 lines — exceeds 500-line limit	`session_workflow.py`
5	Streaming usage panel shows hardcoded zeros for `cost` and `duration_ms`	`cli/commands/session.py`
6	Wrong dependency direction — PR is set to depend on issue #5784 (should block it, not depend on it)	PR metadata
7	Wrong `Type/` label — PR has `Type/Bug` but this is a feature implementation (should be `Type/Feature`)	PR labels

Two non-blocking suggestions are also included in the inline review comments.

Once all blockers are addressed, please push a new commit (do not amend), remove the WIP: prefix from the PR title when ready for re-review, and the review bot will perform a re-review.

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## Review Complete — REQUEST_CHANGES Formal review submitted (review ID: 7742). **7 blocking issues** must be resolved before this PR can be approved. Summary: | # | Blocker | Location | |---|---------|----------| | 1 | CI failing (`unit_tests`, `integration_tests`, `benchmark-regression`) | CI pipeline | | 2 | CLI routes directly to `SessionWorkflow` instead of through `A2aLocalFacade.dispatch()` as spec requires | `cli/commands/session.py` | | 3 | `# type: ignore` suppressions added (3 in `facade.py`, 1 in `session_service.py`) — zero tolerance policy | Both files | | 4 | `session_workflow.py` is 688 lines — exceeds 500-line limit | `session_workflow.py` | | 5 | Streaming usage panel shows hardcoded zeros for `cost` and `duration_ms` | `cli/commands/session.py` | | 6 | **Wrong dependency direction** — PR is set to depend on issue #5784 (should block it, not depend on it) | PR metadata | | 7 | **Wrong `Type/` label** — PR has `Type/Bug` but this is a feature implementation (should be `Type/Feature`) | PR labels | Two non-blocking suggestions are also included in the inline review comments. Once all blockers are addressed, please push a new commit (do not amend), remove the `WIP:` prefix from the PR title when ready for re-review, and the review bot will perform a re-review. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

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HAL9001 requested changes 2026-05-06 20:42:06 +00:00

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Re-Review (Cycle 3) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

Good progress has been made since Cycle 2: 4 of the 7 blockers from the previous review have been resolved. However, 3 blockers remain unresolved (and one has gotten worse). This PR cannot be approved until these are addressed.

✅ Blockers Resolved Since Last Review

#	Previous Blocker	Resolution
3	`# type: ignore` suppressions in `facade.py` and `session_service.py`	Fixed — `cast()` used in `facade.py`; `get_messages()` no longer has suppression
5	Streaming usage panel hardcoded zeros (`cost=0.0`, `duration_ms=0.0`)	Fixed — `workflow.last_stream_usage` is now populated by `tell_stream()` and read by the CLI
6	Wrong dependency direction (PR depended on issue #5784)	Fixed — PR now blocks issue #5784
7	Wrong `Type/` label (`Type/Bug` instead of `Type/Feature`)	Fixed — Label is now `Type/Feature`

❌ Blockers Still Unresolved

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are failing

All four required CI gates are failing for the current head commit dae25964. Per company policy, all CI checks must be green before a PR can be approved. Inline review comments indicate specific locations — please run nox -s lint, nox -s unit_tests, nox -s integration_tests locally and fix all failures before the next review cycle.

Blocker 2 (Spec violation): CLI still bypasses `A2aLocalFacade`

The non-streaming path in _do_session_tell() still calls workflow.tell() directly. The comment acknowledges this:

# A2aLocalFacade.dispatch("message/send") per the spec, but in local
# mode the workflow is called directly with the same session service).
# TODO(#5784-C3): Route through A2aLocalFacade once the DI wiring
# supports test-patchable facade services.

This is a known spec violation and must be resolved. Per project rules, when the spec and code disagree, the spec is correct. The infrastructure for _facade_dispatch("message/send", ...) already exists in this file and is used for session.create. Apply the same pattern to the session tell path.

Blocker 4 (File size): `session_workflow.py` now exceeds 500 lines and has grown further

The file was 688 lines in Cycle 2 and was flagged as a blocker. It is now 832 lines — it has grown by 144 lines rather than being split. Per CONTRIBUTING.md, files must be under 500 lines. The recommended split remains the same as Cycle 2: session_workflow.py (public API only, ~250 lines), session_caller.py (LangChainSessionCaller + helpers, ~250 lines), and optionally session_stubs.py for test doubles.

Additional Observations

The PR is still in Draft state and the title still has the WIP: prefix. Please remove both when the blockers are resolved and the PR is ready for final review.
The PR body documents all Cycle 3 fixes clearly — this is appreciated and helpful.
_facade_dispatch already exists and works for session.create at line 261 — reusing it for session tell is the correct pattern.
No new # type: ignore suppressions were introduced — this is excellent.
CHANGELOG entry is present, dependency direction is correct, and label is now correct.

Next Steps

Fix the three remaining blockers (CI, spec routing, file split)
Remove the WIP: prefix from the PR title and un-draft the PR
Push a new commit (do NOT amend/force-push)
The review bot will perform a new re-review

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review (Cycle 3) — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary Good progress has been made since Cycle 2: **4 of the 7 blockers** from the previous review have been resolved. However, **3 blockers remain unresolved** (and one has gotten worse). This PR cannot be approved until these are addressed. ### ✅ Blockers Resolved Since Last Review | # | Previous Blocker | Resolution | |---|---|---| | 3 | `# type: ignore` suppressions in `facade.py` and `session_service.py` | **Fixed** — `cast()` used in `facade.py`; `get_messages()` no longer has suppression | | 5 | Streaming usage panel hardcoded zeros (`cost=0.0`, `duration_ms=0.0`) | **Fixed** — `workflow.last_stream_usage` is now populated by `tell_stream()` and read by the CLI | | 6 | Wrong dependency direction (PR depended on issue #5784) | **Fixed** — PR now **blocks** issue #5784 | | 7 | Wrong `Type/` label (`Type/Bug` instead of `Type/Feature`) | **Fixed** — Label is now `Type/Feature` | ### ❌ Blockers Still Unresolved #### Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are failing All four required CI gates are failing for the current head commit `dae25964`. Per company policy, all CI checks must be green before a PR can be approved. Inline review comments indicate specific locations — please run `nox -s lint`, `nox -s unit_tests`, `nox -s integration_tests` locally and fix all failures before the next review cycle. #### Blocker 2 (Spec violation): CLI still bypasses `A2aLocalFacade` The non-streaming path in `_do_session_tell()` still calls `workflow.tell()` directly. The comment acknowledges this: ```python # A2aLocalFacade.dispatch("message/send") per the spec, but in local # mode the workflow is called directly with the same session service). # TODO(#5784-C3): Route through A2aLocalFacade once the DI wiring # supports test-patchable facade services. ``` This is a known spec violation and must be resolved. Per project rules, when the spec and code disagree, the spec is correct. The infrastructure for `_facade_dispatch("message/send", ...)` already exists in this file and is used for `session.create`. Apply the same pattern to the `session tell` path. #### Blocker 4 (File size): `session_workflow.py` now exceeds 500 lines and has grown further The file was 688 lines in Cycle 2 and was flagged as a blocker. It is now **832 lines** — it has grown by 144 lines rather than being split. Per CONTRIBUTING.md, files must be under 500 lines. The recommended split remains the same as Cycle 2: `session_workflow.py` (public API only, ~250 lines), `session_caller.py` (`LangChainSessionCaller` + helpers, ~250 lines), and optionally `session_stubs.py` for test doubles. ### Additional Observations - The PR is still in **Draft** state and the title still has the `WIP:` prefix. Please remove both when the blockers are resolved and the PR is ready for final review. - The PR body documents all Cycle 3 fixes clearly — this is appreciated and helpful. - `_facade_dispatch` already exists and works for `session.create` at line 261 — reusing it for `session tell` is the correct pattern. - No new `# type: ignore` suppressions were introduced — this is excellent. - CHANGELOG entry is present, dependency direction is correct, and label is now correct. ### Next Steps 1. Fix the three remaining blockers (CI, spec routing, file split) 2. Remove the `WIP:` prefix from the PR title and un-draft the PR 3. Push a new commit (do NOT amend/force-push) 4. The review bot will perform a new re-review --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +1,832 @@

				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

HAL9001 commented

2026-05-06 20:42:06 +00:00

BLOCKING — session_workflow.py is 832 lines, exceeds the 500-line limit, and grew from 688 lines in Cycle 2 (unresolved + worsened from Cycle 2).

Per CONTRIBUTING.md, files must be under 500 lines. This file has grown by 144 lines since the last review cycle instead of being split.

The natural split remains:

session_workflow.py — SessionWorkflow, TellResult public API (~250 lines)
session_caller.py — LangChainSessionCaller, _extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages helpers (~300 lines)

This is a straightforward refactor: move LangChainSessionCaller and its private helper functions (_extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages) to a new session_caller.py module, then import LangChainSessionCaller back into session_workflow.py. No behavioral changes are required.

**BLOCKING — `session_workflow.py` is 832 lines, exceeds the 500-line limit, and grew from 688 lines in Cycle 2 (unresolved + worsened from Cycle 2).** Per CONTRIBUTING.md, files must be under 500 lines. This file has grown by 144 lines since the last review cycle instead of being split. The natural split remains: - `session_workflow.py` — `SessionWorkflow`, `TellResult` public API (~250 lines) - `session_caller.py` — `LangChainSessionCaller`, `_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages` helpers (~300 lines) This is a straightforward refactor: move `LangChainSessionCaller` and its private helper functions (`_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages`) to a new `session_caller.py` module, then import `LangChainSessionCaller` back into `session_workflow.py`. No behavioral changes are required.

src/cleveragents/cli/commands/session.py Outdated

						
				@@ -917,0 +1018,4 @@

				        # TODO(#5784-C3): Route through A2aLocalFacade once the DI wiring

				        # supports test-patchable facade services.

				        result = workflow.tell(

				            session_id=session_id,

HAL9001 commented

2026-05-06 20:42:06 +00:00

BLOCKING — Spec violation: _do_session_tell still calls workflow.tell() directly, bypassing A2aLocalFacade (unresolved from Cycle 2).

The TODO(#5784-C3) comment in this block confirms the spec violation is known but intentionally deferred. Per project rules, when the spec and code disagree, the spec must be followed — deferring a spec compliance fix is not acceptable for a PR that implements the feature.

The _facade_dispatch() helper already exists in this file (line 123) and is in active use for session.create (line 261). Applying the same pattern here is straightforward:

# Non-streaming path — route through facade per spec
response = _facade_dispatch(
    "message/send",
    {
        "session_id": session_id,
        "message": prompt,
        "actor": actor_override,
    },
)
result = TellResult(
    session_id=session_id,
    user_message=prompt,
    assistant_message=response["assistant_message"],
    input_tokens=response.get("usage", {}).get("input_tokens", 0),
    output_tokens=response.get("usage", {}).get("output_tokens", 0),
    cost=response.get("usage", {}).get("cost_usd", 0.0),
    duration_ms=response.get("usage", {}).get("duration_ms", 0.0),
)

The existing _handle_message_send handler in A2aLocalFacade already calls workflow.tell(), so there is no DI test-patchability concern — the facade handler is testable via _get_or_build_session_workflow injection.

**BLOCKING — Spec violation: `_do_session_tell` still calls `workflow.tell()` directly, bypassing `A2aLocalFacade` (unresolved from Cycle 2).** The `TODO(#5784-C3)` comment in this block confirms the spec violation is known but intentionally deferred. Per project rules, when the spec and code disagree, the spec must be followed — deferring a spec compliance fix is not acceptable for a PR that implements the feature. The `_facade_dispatch()` helper already exists in this file (line 123) and is in active use for `session.create` (line 261). Applying the same pattern here is straightforward: ```python # Non-streaming path — route through facade per spec response = _facade_dispatch( "message/send", { "session_id": session_id, "message": prompt, "actor": actor_override, }, ) result = TellResult( session_id=session_id, user_message=prompt, assistant_message=response["assistant_message"], input_tokens=response.get("usage", {}).get("input_tokens", 0), output_tokens=response.get("usage", {}).get("output_tokens", 0), cost=response.get("usage", {}).get("cost_usd", 0.0), duration_ms=response.get("usage", {}).get("duration_ms", 0.0), ) ``` The existing `_handle_message_send` handler in `A2aLocalFacade` already calls `workflow.tell()`, so there is no DI test-patchability concern — the facade handler is testable via `_get_or_build_session_workflow` injection.

HAL9001 commented

2026-05-06 20:42:41 +00:00

Re-Review Complete — REQUEST_CHANGES (Cycle 3)

Formal review submitted (review ID: 7765). 3 of 7 original blockers remain unresolved; 4 were successfully addressed.

#	Blocker	Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	❌ Still failing
2	CLI routes directly to `SessionWorkflow` instead of through `A2aLocalFacade.dispatch()`	❌ Still unresolved (TODO comment added)
3	`# type: ignore` suppressions (3 in `facade.py`, 1 in `session_service.py`)	✅ Fixed — `cast()` used, suppression removed
4	`session_workflow.py` exceeds 500-line limit (was 688 lines)	❌ Now 832 lines — grew instead of being split
5	Streaming usage panel shows hardcoded zeros	✅ Fixed — `workflow.last_stream_usage` used
6	Wrong dependency direction (PR depended on #5784)	✅ Fixed — PR now blocks #5784
7	Wrong `Type/` label (`Type/Bug`)	✅ Fixed — now `Type/Feature`

To proceed: fix the three remaining blockers, remove the WIP: prefix from the PR title, un-draft the PR, and push a new commit. The review bot will then perform another re-review.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review Complete — REQUEST_CHANGES (Cycle 3) Formal review submitted (review ID: 7765). **3 of 7 original blockers remain unresolved**; 4 were successfully addressed. | # | Blocker | Status | |---|---------|--------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | ❌ Still failing | | 2 | CLI routes directly to `SessionWorkflow` instead of through `A2aLocalFacade.dispatch()` | ❌ Still unresolved (TODO comment added) | | 3 | `# type: ignore` suppressions (3 in `facade.py`, 1 in `session_service.py`) | ✅ Fixed — `cast()` used, suppression removed | | 4 | `session_workflow.py` exceeds 500-line limit (was 688 lines) | ❌ Now 832 lines — grew instead of being split | | 5 | Streaming usage panel shows hardcoded zeros | ✅ Fixed — `workflow.last_stream_usage` used | | 6 | Wrong dependency direction (PR depended on #5784) | ✅ Fixed — PR now blocks #5784 | | 7 | Wrong `Type/` label (`Type/Bug`) | ✅ Fixed — now `Type/Feature` | To proceed: fix the three remaining blockers, remove the `WIP:` prefix from the PR title, un-draft the PR, and push a new commit. The review bot will then perform another re-review. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

hurui200320 force-pushed feature/m4-session-tell-llm from dae2596474 to baaf002073

2026-05-07 07:07:03 +00:00

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HAL9001 requested changes 2026-05-07 07:27:35 +00:00

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HAL9001 left a comment

Re-Review (Cycle 4) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

Good progress since Cycle 3: 1 of the 3 remaining blockers has been resolved. However, 2 blockers remain unresolved, and a new blocker has been identified regarding the streaming path. This PR cannot be approved until all 3 are addressed.

✅ Blockers Resolved Since Cycle 3

#	Previous Blocker	Resolution
2	CLI non-streaming path bypassed `A2aLocalFacade` (spec violation)	Fixed — `_do_session_tell()` now calls `_facade_dispatch("message/send", {...})` for the non-streaming path. The facade's `_handle_message_send` handler invokes `workflow.tell()` correctly.

❌ Blockers Still Unresolved

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

All four required CI gates are failing on the current head commit baaf0020. Per company policy, all CI gates (lint, typecheck, security, unit_tests, coverage) must pass before a PR can be approved. Please run nox -s lint, nox -s unit_tests, nox -s integration_tests locally and fix all failures.

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the limit

session_workflow.py has been 688 lines (Cycle 2) → 832 lines (Cycle 3) → 802 lines (Cycle 4). It has been slightly reduced but is still 60% over the 500-line hard limit. The required split has been described in detail in every prior cycle. The natural split is still the same:

session_workflow.py — SessionWorkflow, TellResult public API (~250 lines)
session_caller.py — LangChainSessionCaller, _extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages helpers (~300 lines)

This is a straightforward refactor with no behavioral changes required.

🆕 New Blocker Identified

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

The non-streaming path was correctly fixed to route through _facade_dispatch("message/send", ...) (Blocker 2 resolved). However, the streaming path in _do_session_tell() still calls workflow.tell_stream() directly:

workflow = _build_session_workflow()
if stream:
    for token in workflow.tell_stream(session_id=session_id, ...):  # ← bypasses facade
        ...

The spec maps message/stream → SessionWorkflow.tell() with streaming, routed through A2aLocalFacade. The facade already has _handle_message_stream registered, but it is never called from the CLI streaming path.

Note: _handle_message_stream currently falls back to non-streaming (self._handle_message_send(params)), which means routing the streaming path through the facade would break actual streaming behaviour. This needs to be resolved in one of two ways:

Update _handle_message_stream to invoke workflow.tell_stream() and surface the token stream to the CLI caller (the architecturally correct fix, though it requires the facade to yield tokens rather than return a dict).
If true SSE-based streaming through the facade is out of scope for this milestone, the _handle_message_stream fallback to _handle_message_send is acceptable — but the CLI streaming path must still call _facade_dispatch("message/stream", ...) so the routing is consistent with the spec. The facade's fallback response includes "streamed": false which the CLI can detect and then re-render the assistant message as simulated character-by-character output.

Remaining Status: WIP prefix and Draft state

The PR is still in Draft state and the title still has the WIP: prefix. Please remove both when the blockers are resolved and the PR is ready for final review.

Non-Blocking Observations

The new get_messages() method in session_service.py is clean — no type: ignore, correct signature, proper docstring. Good work.
The _handle_message_stream fallback correctly sets "streamed": false in the response — this is a sensible degradation flag.
The CHANGELOG entry, dependency direction (PR blocks #5784), and Type/Feature label are all correct.
The PR body documentation is detailed and helpful.

Next Steps

Fix the three blockers: CI failures, split session_workflow.py, route streaming path through facade
Remove the WIP: prefix from the PR title and un-draft the PR
Push a new commit (do NOT amend/force-push)
The review bot will perform another re-review

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review (Cycle 4) — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary Good progress since Cycle 3: **1 of the 3 remaining blockers has been resolved**. However, **2 blockers remain unresolved**, and a **new blocker** has been identified regarding the streaming path. This PR cannot be approved until all 3 are addressed. ### ✅ Blockers Resolved Since Cycle 3 | # | Previous Blocker | Resolution | |---|---|---| | 2 | CLI non-streaming path bypassed `A2aLocalFacade` (spec violation) | **Fixed** — `_do_session_tell()` now calls `_facade_dispatch("message/send", {...})` for the non-streaming path. The facade's `_handle_message_send` handler invokes `workflow.tell()` correctly. | ### ❌ Blockers Still Unresolved #### Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing All four required CI gates are failing on the current head commit `baaf0020`. Per company policy, all CI gates (lint, typecheck, security, unit_tests, coverage) must pass before a PR can be approved. Please run `nox -s lint`, `nox -s unit_tests`, `nox -s integration_tests` locally and fix all failures. #### Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the limit `session_workflow.py` has been 688 lines (Cycle 2) → 832 lines (Cycle 3) → **802 lines (Cycle 4)**. It has been slightly reduced but is still 60% over the 500-line hard limit. The required split has been described in detail in every prior cycle. The natural split is still the same: - `session_workflow.py` — `SessionWorkflow`, `TellResult` public API (~250 lines) - `session_caller.py` — `LangChainSessionCaller`, `_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages` helpers (~300 lines) This is a straightforward refactor with no behavioral changes required. ### 🆕 New Blocker Identified #### Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade` The non-streaming path was correctly fixed to route through `_facade_dispatch("message/send", ...)` (Blocker 2 resolved). However, the streaming path in `_do_session_tell()` still calls `workflow.tell_stream()` directly: ```python workflow = _build_session_workflow() if stream: for token in workflow.tell_stream(session_id=session_id, ...): # ← bypasses facade ... ``` The spec maps `message/stream → SessionWorkflow.tell()` with streaming, routed through `A2aLocalFacade`. The facade already has `_handle_message_stream` registered, but it is never called from the CLI streaming path. Note: `_handle_message_stream` currently falls back to non-streaming (`self._handle_message_send(params)`), which means routing the streaming path through the facade would break actual streaming behaviour. This needs to be resolved in one of two ways: 1. Update `_handle_message_stream` to invoke `workflow.tell_stream()` and surface the token stream to the CLI caller (the architecturally correct fix, though it requires the facade to yield tokens rather than return a dict). 2. If true SSE-based streaming through the facade is out of scope for this milestone, the `_handle_message_stream` fallback to `_handle_message_send` is acceptable — but the CLI streaming path must still call `_facade_dispatch("message/stream", ...)` so the routing is consistent with the spec. The facade's fallback response includes `"streamed": false` which the CLI can detect and then re-render the assistant message as simulated character-by-character output. ### Remaining Status: WIP prefix and Draft state The PR is still in Draft state and the title still has the `WIP:` prefix. Please remove both when the blockers are resolved and the PR is ready for final review. ### Non-Blocking Observations - The new `get_messages()` method in `session_service.py` is clean — no `type: ignore`, correct signature, proper docstring. Good work. - The `_handle_message_stream` fallback correctly sets `"streamed": false` in the response — this is a sensible degradation flag. - The CHANGELOG entry, dependency direction (PR blocks #5784), and `Type/Feature` label are all correct. - The PR body documentation is detailed and helpful. ### Next Steps 1. Fix the three blockers: CI failures, split `session_workflow.py`, route streaming path through facade 2. Remove the `WIP:` prefix from the PR title and un-draft the PR 3. Push a new commit (do NOT amend/force-push) 4. The review bot will perform another re-review --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +1,802 @@

				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

HAL9001 commented

2026-05-07 07:27:35 +00:00

BLOCKING (Unresolved from Cycle 2) — session_workflow.py is 802 lines, exceeds the 500-line hard limit.

This blocker has persisted across every review cycle. The file was 688 lines (Cycle 2), 832 lines (Cycle 3), and is now 802 lines — still 302 lines over the limit.

The required split is straightforward:

Move LangChainSessionCaller and all private module-level helpers (_extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages) plus the stub classes (_StubResp, _StubChunk, _MinimalStubLLM) to a new src/cleveragents/application/services/session_caller.py module.
Keep TellResult, SessionWorkflow, and the module-level constants (_COST_PER_1K_INPUT, _COST_PER_1K_OUTPUT, _SESSION_SYSTEM_PROMPT) in session_workflow.py.
Import LangChainSessionCaller from session_caller in session_workflow.py.

No behavioral changes required — this is a pure file split.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKING (Unresolved from Cycle 2) — `session_workflow.py` is 802 lines, exceeds the 500-line hard limit.** This blocker has persisted across every review cycle. The file was 688 lines (Cycle 2), 832 lines (Cycle 3), and is now 802 lines — still 302 lines over the limit. The required split is straightforward: - Move `LangChainSessionCaller` and all private module-level helpers (`_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages`) plus the stub classes (`_StubResp`, `_StubChunk`, `_MinimalStubLLM`) to a new `src/cleveragents/application/services/session_caller.py` module. - Keep `TellResult`, `SessionWorkflow`, and the module-level constants (`_COST_PER_1K_INPUT`, `_COST_PER_1K_OUTPUT`, `_SESSION_SYSTEM_PROMPT`) in `session_workflow.py`. - Import `LangChainSessionCaller` from `session_caller` in `session_workflow.py`. No behavioral changes required — this is a pure file split. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/cli/commands/session.py

HAL9001 commented

2026-05-07 07:27:35 +00:00

BLOCKING (New — Cycle 4) — Streaming path bypasses A2aLocalFacade.

The non-streaming path was fixed in Cycle 4 to call _facade_dispatch("message/send", ...) correctly. However, the streaming path here still calls workflow.tell_stream() directly, bypassing the facade entirely:

workflow = _build_session_workflow()
if stream:
    for token in workflow.tell_stream(...):
        ...

The spec requires ALL session tell operations to route through the facade. The facade's _handle_message_stream is registered but never reached from this code path.

Fix (option A — preferred): Update _handle_message_stream in A2aLocalFacade to invoke workflow.tell_stream() and yield/buffer tokens, then call _facade_dispatch("message/stream", {...}) from the CLI streaming path and consume the response.

Fix (option B — acceptable for this milestone): Keep _handle_message_stream as the non-streaming fallback (it already sets "streamed": false). Route the CLI streaming path through _facade_dispatch("message/stream", {...}), detect result["streamed"] == False, and render the response as simulated streaming. This is consistent with the Cycle 3 review suggestion for the facade fallback and aligns the architecture without requiring SSE-level streaming through the facade.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKING (New — Cycle 4) — Streaming path bypasses `A2aLocalFacade`.** The non-streaming path was fixed in Cycle 4 to call `_facade_dispatch("message/send", ...)` correctly. However, the streaming path here still calls `workflow.tell_stream()` directly, bypassing the facade entirely: ```python workflow = _build_session_workflow() if stream: for token in workflow.tell_stream(...): ... ``` The spec requires ALL session tell operations to route through the facade. The facade's `_handle_message_stream` is registered but never reached from this code path. **Fix (option A — preferred):** Update `_handle_message_stream` in `A2aLocalFacade` to invoke `workflow.tell_stream()` and yield/buffer tokens, then call `_facade_dispatch("message/stream", {...})` from the CLI streaming path and consume the response. **Fix (option B — acceptable for this milestone):** Keep `_handle_message_stream` as the non-streaming fallback (it already sets `"streamed": false`). Route the CLI streaming path through `_facade_dispatch("message/stream", {...})`, detect `result["streamed"] == False`, and render the response as simulated streaming. This is consistent with the Cycle 3 review suggestion for the facade fallback and aligns the architecture without requiring SSE-level streaming through the facade. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

HAL9001 commented

2026-05-07 07:27:44 +00:00

Re-Review Complete — REQUEST_CHANGES (Cycle 4)

Formal review submitted (review ID: 7837). 2 of the 3 Cycle 3 blockers remain unresolved, and 1 new blocker has been identified.

#	Blocker	Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	❌ Still failing
2	CLI non-streaming path bypassed `A2aLocalFacade` (spec violation)	✅ Fixed — `_facade_dispatch("message/send")` now used
4	`session_workflow.py` exceeds 500-line limit (now 802 lines)	❌ Still unresolved
5	NEW: Streaming path still bypasses `A2aLocalFacade`	❌ New blocker

To proceed: fix the three active blockers, remove the WIP: prefix from the PR title, un-draft the PR, and push a new commit. The review bot will then perform another re-review.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review Complete — REQUEST_CHANGES (Cycle 4) Formal review submitted (review ID: 7837). **2 of the 3 Cycle 3 blockers remain unresolved**, and **1 new blocker** has been identified. | # | Blocker | Status | |---|---------|--------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | ❌ Still failing | | 2 | CLI non-streaming path bypassed `A2aLocalFacade` (spec violation) | ✅ Fixed — `_facade_dispatch("message/send")` now used | | 4 | `session_workflow.py` exceeds 500-line limit (now 802 lines) | ❌ Still unresolved | | 5 | **NEW**: Streaming path still bypasses `A2aLocalFacade` | ❌ New blocker | To proceed: fix the three active blockers, remove the `WIP:` prefix from the PR title, un-draft the PR, and push a new commit. The review bot will then perform another re-review. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

hurui200320 force-pushed feature/m4-session-tell-llm from baaf002073 to 20495862c7

2026-05-07 13:17:49 +00:00

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HAL9001 requested changes 2026-05-07 23:40:37 +00:00

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HAL9001 left a comment

Re-Review (Cycle 5) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

This Cycle 5 review is based on head commit 20495862, which is identical to the commit reviewed in Cycle 4. No new commits have been pushed since the Cycle 4 review was submitted on 2026-05-07. All three blockers identified in Cycle 4 remain unresolved.

❌ All Three Cycle 4 Blockers Remain Unresolved

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

The CI pipeline for 20495862 shows the following failures:

CI / lint — failing after 1m4s
CI / unit_tests — failing after 6m31s
CI / integration_tests — failing after 5m12s
CI / benchmark-regression — failing after 1m0s
CI / status-check — failing as a consequence of the above

Per company policy, all CI gates must pass before a PR can be approved. These failures have persisted across every review cycle. Please run nox -s lint, nox -s unit_tests, nox -s integration_tests locally, fix all failures, and push a new commit.

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the limit

session_workflow.py has remained at 802 lines unchanged from Cycle 4. It must be under 500 lines per CONTRIBUTING.md. The required split has been described in detail in every prior cycle (Cycle 2 through Cycle 4) and remains the same:

session_workflow.py — Keep SessionWorkflow, TellResult, and module-level constants (_COST_PER_1K_INPUT, _COST_PER_1K_OUTPUT, _SESSION_SYSTEM_PROMPT) here (~250 lines)
session_caller.py — Move LangChainSessionCaller and all private module-level helpers (_extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages) plus the stub classes (_StubResp, _StubChunk, _MinimalStubLLM) here (~300 lines)

This is a pure file split with no behavioral changes required. Import LangChainSessionCaller from session_caller in session_workflow.py.

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

The streaming path in _do_session_tell() still calls workflow.tell_stream() directly at line 968, bypassing the facade entirely. The non-streaming path was correctly fixed in Cycle 4 to use _facade_dispatch("message/send", ...), but the streaming equivalent was not done.

The current code:

if stream:
    # Streaming path: delegate to SessionWorkflow.tell_stream()
    ...
    for token in workflow.tell_stream(...):
        ...

As noted in Cycle 4, two approaches are acceptable:

Option A (preferred): Update _handle_message_stream in A2aLocalFacade to invoke workflow.tell_stream() and buffer/yield tokens, then route the CLI streaming path through _facade_dispatch("message/stream", {...}).

Option B (acceptable for this milestone): Keep _handle_message_stream as the non-streaming fallback (it already sets "streamed": false). Route the CLI streaming path through _facade_dispatch("message/stream", {...}), detect result["streamed"] == False, and render the response. The current _handle_message_stream docstring even says callers requiring real streaming should use tell_stream() directly — this workaround is documented but the routing still needs to go through the facade.

Status Summary

#	Blocker	Cycle 4 Status	Cycle 5 Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	❌ Failing	❌ Still failing
4	`session_workflow.py` exceeds 500-line limit (802 lines)	❌ Unresolved	❌ Still 802 lines
5	Streaming path bypasses `A2aLocalFacade`	❌ Unresolved	❌ Still unresolved

Remaining Non-Blocking Items

The PR is still in Draft state and the title still has the WIP: prefix. Please remove both when the blockers are resolved and the PR is ready for final review.
All items previously resolved (type: ignore removal, dependency direction, label correction, non-streaming facade routing) remain in good shape.

Next Steps

Fix all three blockers: CI failures, split session_workflow.py, route streaming path through facade
Remove the WIP: prefix from the PR title and un-draft the PR
Push a new commit (do NOT amend/force-push)
The review bot will perform another re-review

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review (Cycle 5) — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary This Cycle 5 review is based on head commit `20495862`, which is **identical to the commit reviewed in Cycle 4**. No new commits have been pushed since the Cycle 4 review was submitted on 2026-05-07. All three blockers identified in Cycle 4 remain unresolved. ### ❌ All Three Cycle 4 Blockers Remain Unresolved #### Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing The CI pipeline for `20495862` shows the following failures: - `CI / lint` — failing after 1m4s - `CI / unit_tests` — failing after 6m31s - `CI / integration_tests` — failing after 5m12s - `CI / benchmark-regression` — failing after 1m0s - `CI / status-check` — failing as a consequence of the above Per company policy, **all CI gates must pass before a PR can be approved**. These failures have persisted across every review cycle. Please run `nox -s lint`, `nox -s unit_tests`, `nox -s integration_tests` locally, fix all failures, and push a new commit. #### Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the limit `session_workflow.py` has remained at **802 lines** unchanged from Cycle 4. It must be under 500 lines per CONTRIBUTING.md. The required split has been described in detail in every prior cycle (Cycle 2 through Cycle 4) and remains the same: - `session_workflow.py` — Keep `SessionWorkflow`, `TellResult`, and module-level constants (`_COST_PER_1K_INPUT`, `_COST_PER_1K_OUTPUT`, `_SESSION_SYSTEM_PROMPT`) here (~250 lines) - `session_caller.py` — Move `LangChainSessionCaller` and all private module-level helpers (`_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages`) plus the stub classes (`_StubResp`, `_StubChunk`, `_MinimalStubLLM`) here (~300 lines) This is a pure file split with no behavioral changes required. Import `LangChainSessionCaller` from `session_caller` in `session_workflow.py`. #### Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade` The streaming path in `_do_session_tell()` still calls `workflow.tell_stream()` directly at line 968, bypassing the facade entirely. The non-streaming path was correctly fixed in Cycle 4 to use `_facade_dispatch("message/send", ...)`, but the streaming equivalent was not done. The current code: ```python if stream: # Streaming path: delegate to SessionWorkflow.tell_stream() ... for token in workflow.tell_stream(...): ... ``` As noted in Cycle 4, two approaches are acceptable: **Option A (preferred):** Update `_handle_message_stream` in `A2aLocalFacade` to invoke `workflow.tell_stream()` and buffer/yield tokens, then route the CLI streaming path through `_facade_dispatch("message/stream", {...})`. **Option B (acceptable for this milestone):** Keep `_handle_message_stream` as the non-streaming fallback (it already sets `"streamed": false`). Route the CLI streaming path through `_facade_dispatch("message/stream", {...})`, detect `result["streamed"] == False`, and render the response. The current `_handle_message_stream` docstring even says callers requiring real streaming should use `tell_stream()` directly — this workaround is documented but the routing still needs to go through the facade. ### Status Summary | # | Blocker | Cycle 4 Status | Cycle 5 Status | |---|---------|----------------|----------------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | ❌ Failing | ❌ Still failing | | 4 | `session_workflow.py` exceeds 500-line limit (802 lines) | ❌ Unresolved | ❌ Still 802 lines | | 5 | Streaming path bypasses `A2aLocalFacade` | ❌ Unresolved | ❌ Still unresolved | ### Remaining Non-Blocking Items - The PR is still in **Draft** state and the title still has the `WIP:` prefix. Please remove both when the blockers are resolved and the PR is ready for final review. - All items previously resolved (type: ignore removal, dependency direction, label correction, non-streaming facade routing) remain in good shape. ### Next Steps 1. Fix all three blockers: CI failures, split `session_workflow.py`, route streaming path through facade 2. Remove the `WIP:` prefix from the PR title and un-draft the PR 3. Push a new commit (do NOT amend/force-push) 4. The review bot will perform another re-review --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +1,802 @@

				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

HAL9001 commented

2026-05-07 23:40:37 +00:00

BLOCKING (Persisting from Cycle 2 — now Cycle 5) — session_workflow.py is 802 lines, 60% over the 500-line hard limit.

This blocker has been present in every review cycle and has not been addressed. The file must be split. The required split:

Create src/cleveragents/application/services/session_caller.py and move to it:
- LangChainSessionCaller class and all its methods
- Private module-level helpers: _extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages
- Stub classes: _StubResp, _StubChunk, _MinimalStubLLM
Keep in session_workflow.py:
- TellResult Pydantic model
- SessionWorkflow class
- Module-level constants: _COST_PER_1K_INPUT, _COST_PER_1K_OUTPUT, _SESSION_SYSTEM_PROMPT
Add from cleveragents.application.services.session_caller import LangChainSessionCaller to session_workflow.py.

This is a pure structural split with no behavioral changes. No test changes are required beyond updating any imports in test files.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKING (Persisting from Cycle 2 — now Cycle 5) — `session_workflow.py` is 802 lines, 60% over the 500-line hard limit.** This blocker has been present in every review cycle and has not been addressed. The file must be split. The required split: 1. Create `src/cleveragents/application/services/session_caller.py` and move to it: - `LangChainSessionCaller` class and all its methods - Private module-level helpers: `_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages` - Stub classes: `_StubResp`, `_StubChunk`, `_MinimalStubLLM` 2. Keep in `session_workflow.py`: - `TellResult` Pydantic model - `SessionWorkflow` class - Module-level constants: `_COST_PER_1K_INPUT`, `_COST_PER_1K_OUTPUT`, `_SESSION_SYSTEM_PROMPT` 3. Add `from cleveragents.application.services.session_caller import LangChainSessionCaller` to `session_workflow.py`. This is a pure structural split with no behavioral changes. No test changes are required beyond updating any imports in test files. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/cli/commands/session.py Outdated

HAL9001 commented

2026-05-07 23:40:37 +00:00

BLOCKING (Persisting from Cycle 4) — Streaming path still calls workflow.tell_stream() directly, bypassing A2aLocalFacade.

The non-streaming path at line 1015 correctly uses _facade_dispatch("message/send", {...}). This streaming path must use the facade equivalently.

Option A (preferred):

# In A2aLocalFacade._handle_message_stream:
# Update to invoke workflow.tell_stream() and buffer tokens
result = self._handle_message_send(params)  # current fallback
result["streamed"] = False
return result

# In CLI:
result_dict = _facade_dispatch("message/stream", {
    "session_id": session_id,
    "message": prompt,
    "actor": actor_override,
})
# Handle result_dict["streamed"] == False → render as non-streaming or simulated

Option B (acceptable for this milestone): Route through _facade_dispatch("message/stream", {...}) and detect the "streamed": false fallback response from _handle_message_stream, rendering it as simulated streaming. This keeps the facade routing consistent with the spec without requiring SSE-level streaming through the facade.

Either option achieves spec compliance. The key requirement is that ALL session tell operations route through A2aLocalFacade — not that real token-by-token streaming must pass through the facade socket.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKING (Persisting from Cycle 4) — Streaming path still calls `workflow.tell_stream()` directly, bypassing `A2aLocalFacade`.** The non-streaming path at line 1015 correctly uses `_facade_dispatch("message/send", {...})`. This streaming path must use the facade equivalently. **Option A (preferred):** ```python # In A2aLocalFacade._handle_message_stream: # Update to invoke workflow.tell_stream() and buffer tokens result = self._handle_message_send(params) # current fallback result["streamed"] = False return result # In CLI: result_dict = _facade_dispatch("message/stream", { "session_id": session_id, "message": prompt, "actor": actor_override, }) # Handle result_dict["streamed"] == False → render as non-streaming or simulated ``` **Option B (acceptable for this milestone):** Route through `_facade_dispatch("message/stream", {...})` and detect the `"streamed": false` fallback response from `_handle_message_stream`, rendering it as simulated streaming. This keeps the facade routing consistent with the spec without requiring SSE-level streaming through the facade. Either option achieves spec compliance. The key requirement is that ALL session tell operations route through `A2aLocalFacade` — not that real token-by-token streaming must pass through the facade socket. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

HAL9001 commented

2026-05-07 23:40:45 +00:00

Re-Review Complete — REQUEST_CHANGES (Cycle 5)

Formal review submitted (review ID: 8034). No new commits were pushed since Cycle 4 — the head commit 20495862 is unchanged. All three Cycle 4 blockers remain unresolved.

#	Blocker	Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	❌ Still failing
4	`session_workflow.py` exceeds 500-line limit (still 802 lines, no split performed)	❌ Still unresolved
5	Streaming path bypasses `A2aLocalFacade` (code unchanged)	❌ Still unresolved

To proceed: fix all three blockers, remove the WIP: prefix from the PR title, un-draft the PR, and push a new commit. The review bot will then perform another re-review.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review Complete — REQUEST_CHANGES (Cycle 5) Formal review submitted (review ID: 8034). **No new commits were pushed since Cycle 4** — the head commit `20495862` is unchanged. All three Cycle 4 blockers remain unresolved. | # | Blocker | Status | |---|---------|--------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | ❌ Still failing | | 4 | `session_workflow.py` exceeds 500-line limit (still 802 lines, no split performed) | ❌ Still unresolved | | 5 | Streaming path bypasses `A2aLocalFacade` (code unchanged) | ❌ Still unresolved | To proceed: fix all three blockers, remove the `WIP:` prefix from the PR title, un-draft the PR, and push a new commit. The review bot will then perform another re-review. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

hurui200320 force-pushed feature/m4-session-tell-llm from 20495862c7 to a5313ce237

2026-05-08 03:30:45 +00:00

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hurui200320 force-pushed feature/m4-session-tell-llm from a5313ce237 to a70b928644

2026-05-08 03:34:26 +00:00

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HAL9001 requested changes 2026-05-08 04:38:30 +00:00

Dismissed

HAL9001 left a comment

Re-Review (Cycle 6) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

A new commit a70b928 has been pushed since the Cycle 5 review (which was against 20495862). The PR body documents changes through "Cycle 3 Fixes Applied" but the code reflects later work. Despite the new commit, all three blockers from Cycle 4/5 remain unresolved. This PR cannot be approved until they are addressed.

Prior Blockers Still Unresolved

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

The CI pipeline for a70b928 shows the following failures:

CI / lint — failing after 1m12s
CI / unit_tests — failing after 8m44s
CI / integration_tests — failing after 3m18s
CI / benchmark-regression — failing after 1m25s
CI / status-check — failing as a consequence

Per company policy, all CI gates must pass before a PR can be approved. These failures have now persisted across six review cycles. Please run nox -s lint, nox -s unit_tests, nox -s integration_tests locally, fix all failures, and push a new commit.

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the 500-line hard limit

session_workflow.py remains at 802 lines unchanged from Cycles 4 and 5. session_caller.py does not exist. Per CONTRIBUTING.md, files must be under 500 lines. The required split has been described in detail in every cycle since Cycle 2 and remains exactly the same:

session_workflow.py — Keep SessionWorkflow, TellResult, and module-level constants here (~250 lines)
session_caller.py — Move LangChainSessionCaller and all private module-level helpers (_extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages) plus stub classes (_StubResp, _StubChunk, _MinimalStubLLM) here (~550 lines)

This is a pure file split with no behavioral changes required. Once split, import LangChainSessionCaller from session_caller in session_workflow.py.

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

The streaming path in _do_session_tell() still calls workflow.tell_stream() directly (lines 972-1015 in session.py), bypassing the facade entirely. The non-streaming path (line 1019) correctly uses _facade_dispatch("message/send", {...}). The streaming equivalent must route through _facade_dispatch("message/stream", {...}).

Two acceptable approaches remain unchanged from prior cycles:

Option A (preferred): Update _handle_message_stream in A2aLocalFacade to invoke workflow.tell_stream() and buffer tokens; route CLI streaming through _facade_dispatch("message/stream", {...}).

Option B (acceptable): Keep _handle_message_stream as the non-streaming fallback (it already sets "streamed": false). Route CLI streaming through _facade_dispatch("message/stream", {...}), detect result["streamed"] == False, then call workflow.tell_stream() to render the streaming output. This keeps the routing consistent with the spec while still delivering real streaming to the terminal.

Items Confirmed Still Resolved

The following issues from earlier cycles remain correctly resolved in the current commit:

# type: ignore suppressions in production code: None — cast() is used correctly in facade.py; no suppressions in session_workflow.py or session.py. (The context.* # type: ignore[attr-defined] pattern in Behave step files is the established project convention and is acceptable.)
Dependency direction: Correct — PR #10979 blocks issue #5784 (verified via API).
Type/ label: Correct — Type/Feature is applied.
Milestone: Correct — v3.3.0 assigned.
CHANGELOG.md: Updated — entry present under [Unreleased].
Non-streaming facade routing: Correct — _facade_dispatch("message/send", {...}) is used at line 1019.
Streaming hardcoded zeros: Fixed — workflow.last_stream_usage is read correctly.
Commit format: Correct — feat(session): prefix, ISSUES CLOSED: #5784 footer, atomic commit.

Non-Blocking Observations

The PR is still in Draft state and the title still has the WIP: prefix. Please remove both when the blockers are resolved.
The PR description body still documents only "Cycle 3 Fixes Applied" even though the code has been updated through at least Cycle 6 equivalent changes. Consider updating the PR body to reflect the current commit state.
Test coverage looks solid — session_tell_llm.feature has 7 scenarios covering main paths, JSON output, streaming, actor override, and no-actor error. The Robot Framework session_tell_llm.robot suite adds end-to-end coverage.

Status Summary

#	Blocker	Cycle 5 Status	Cycle 6 Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	FAIL	Still failing
4	`session_workflow.py` exceeds 500-line limit (802 lines)	Unresolved	Still 802 lines
5	Streaming path bypasses `A2aLocalFacade`	Unresolved	Still unresolved

Next Steps

Fix all three blockers: CI failures, split session_workflow.py, route streaming path through facade
Remove the WIP: prefix from the PR title and un-draft the PR
Update the PR description to accurately describe the current state of the code
Push a new commit (do NOT amend/force-push)
The review bot will perform another re-review

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review (Cycle 6) — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary A new commit `a70b928` has been pushed since the Cycle 5 review (which was against `20495862`). The PR body documents changes through "Cycle 3 Fixes Applied" but the code reflects later work. Despite the new commit, all **three blockers from Cycle 4/5 remain unresolved**. This PR cannot be approved until they are addressed. ### Prior Blockers Still Unresolved #### Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing The CI pipeline for `a70b928` shows the following failures: - `CI / lint` — failing after 1m12s - `CI / unit_tests` — failing after 8m44s - `CI / integration_tests` — failing after 3m18s - `CI / benchmark-regression` — failing after 1m25s - `CI / status-check` — failing as a consequence Per company policy, **all CI gates must pass before a PR can be approved**. These failures have now persisted across six review cycles. Please run `nox -s lint`, `nox -s unit_tests`, `nox -s integration_tests` locally, fix all failures, and push a new commit. #### Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the 500-line hard limit `session_workflow.py` remains at **802 lines** unchanged from Cycles 4 and 5. `session_caller.py` does not exist. Per CONTRIBUTING.md, files must be under 500 lines. The required split has been described in detail in every cycle since Cycle 2 and remains exactly the same: - `session_workflow.py` — Keep `SessionWorkflow`, `TellResult`, and module-level constants here (~250 lines) - `session_caller.py` — Move `LangChainSessionCaller` and all private module-level helpers (`_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages`) plus stub classes (`_StubResp`, `_StubChunk`, `_MinimalStubLLM`) here (~550 lines) This is a pure file split with no behavioral changes required. Once split, import `LangChainSessionCaller` from `session_caller` in `session_workflow.py`. #### Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade` The streaming path in `_do_session_tell()` still calls `workflow.tell_stream()` directly (lines 972-1015 in `session.py`), bypassing the facade entirely. The non-streaming path (line 1019) correctly uses `_facade_dispatch("message/send", {...})`. The streaming equivalent must route through `_facade_dispatch("message/stream", {...})`. Two acceptable approaches remain unchanged from prior cycles: **Option A (preferred):** Update `_handle_message_stream` in `A2aLocalFacade` to invoke `workflow.tell_stream()` and buffer tokens; route CLI streaming through `_facade_dispatch("message/stream", {...})`. **Option B (acceptable):** Keep `_handle_message_stream` as the non-streaming fallback (it already sets `"streamed": false`). Route CLI streaming through `_facade_dispatch("message/stream", {...})`, detect `result["streamed"] == False`, then call `workflow.tell_stream()` to render the streaming output. This keeps the routing consistent with the spec while still delivering real streaming to the terminal. ### Items Confirmed Still Resolved The following issues from earlier cycles remain correctly resolved in the current commit: - `# type: ignore` suppressions in production code: **None** — `cast()` is used correctly in `facade.py`; no suppressions in `session_workflow.py` or `session.py`. (The `context.* # type: ignore[attr-defined]` pattern in Behave step files is the established project convention and is acceptable.) - Dependency direction: **Correct** — PR #10979 blocks issue #5784 (verified via API). - `Type/` label: **Correct** — `Type/Feature` is applied. - Milestone: **Correct** — `v3.3.0` assigned. - CHANGELOG.md: **Updated** — entry present under `[Unreleased]`. - Non-streaming facade routing: **Correct** — `_facade_dispatch("message/send", {...})` is used at line 1019. - Streaming hardcoded zeros: **Fixed** — `workflow.last_stream_usage` is read correctly. - Commit format: **Correct** — `feat(session):` prefix, `ISSUES CLOSED: #5784` footer, atomic commit. ### Non-Blocking Observations - The PR is still in **Draft** state and the title still has the `WIP:` prefix. Please remove both when the blockers are resolved. - The PR description body still documents only "Cycle 3 Fixes Applied" even though the code has been updated through at least Cycle 6 equivalent changes. Consider updating the PR body to reflect the current commit state. - Test coverage looks solid — `session_tell_llm.feature` has 7 scenarios covering main paths, JSON output, streaming, actor override, and no-actor error. The Robot Framework `session_tell_llm.robot` suite adds end-to-end coverage. ### Status Summary | # | Blocker | Cycle 5 Status | Cycle 6 Status | |---|---------|----------------|----------------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | FAIL | Still failing | | 4 | `session_workflow.py` exceeds 500-line limit (802 lines) | Unresolved | Still 802 lines | | 5 | Streaming path bypasses `A2aLocalFacade` | Unresolved | Still unresolved | ### Next Steps 1. Fix all three blockers: CI failures, split `session_workflow.py`, route streaming path through facade 2. Remove the `WIP:` prefix from the PR title and un-draft the PR 3. Update the PR description to accurately describe the current state of the code 4. Push a new commit (do NOT amend/force-push) 5. The review bot will perform another re-review --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +1,802 @@

				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

HAL9001 commented

2026-05-08 04:38:30 +00:00

BLOCKING (Persisting from Cycle 2, now Cycle 6) — session_workflow.py is 802 lines, 60% over the 500-line hard limit.

This blocker has been present in every review cycle since Cycle 2 without being addressed. The file must be split into two modules.

Create src/cleveragents/application/services/session_caller.py and move to it:

LangChainSessionCaller class (lines ~221-355)
Private module-level helpers: _extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages (lines ~127-220)
Stub classes: _StubResp, _StubChunk, _MinimalStubLLM (lines ~768-802)

Leave in session_workflow.py:

TellResult datamodel (~lines 83-126)
SessionWorkflow class (~lines 357-767)
Module-level constants and docstring

Then add from cleveragents.application.services.session_caller import LangChainSessionCaller at the top of session_workflow.py. This is a pure file split with no behavioral changes required.

**BLOCKING (Persisting from Cycle 2, now Cycle 6) — `session_workflow.py` is 802 lines, 60% over the 500-line hard limit.** This blocker has been present in every review cycle since Cycle 2 without being addressed. The file must be split into two modules. Create `src/cleveragents/application/services/session_caller.py` and move to it: - `LangChainSessionCaller` class (lines ~221-355) - Private module-level helpers: `_extract_content`, `_extract_token_usage`, `_estimate_cost`, `_history_to_langchain_messages` (lines ~127-220) - Stub classes: `_StubResp`, `_StubChunk`, `_MinimalStubLLM` (lines ~768-802) Leave in `session_workflow.py`: - `TellResult` datamodel (~lines 83-126) - `SessionWorkflow` class (~lines 357-767) - Module-level constants and docstring Then add `from cleveragents.application.services.session_caller import LangChainSessionCaller` at the top of `session_workflow.py`. This is a pure file split with no behavioral changes required.

src/cleveragents/cli/commands/session.py

HAL9001 commented

2026-05-08 04:38:30 +00:00

BLOCKING (Persisting from Cycle 4, now Cycle 6) — Streaming path still calls workflow.tell_stream() directly, bypassing A2aLocalFacade.

Lines 978 and 999 both call workflow.tell_stream() directly. The non-streaming path at line 1019 correctly uses _facade_dispatch("message/send", {...}). This streaming path must be updated to use the facade equivalently.

Option A (preferred): Update _handle_message_stream in A2aLocalFacade to invoke workflow.tell_stream() and buffer the token stream, then route the CLI streaming path via:

result = _facade_dispatch("message/stream", {
    "session_id": session_id,
    "message": prompt,
    "actor": actor_override,
})

Option B (acceptable for this milestone): Keep _handle_message_stream's non-streaming fallback (it already sets "streamed": false). Route the CLI streaming path through _facade_dispatch("message/stream", {...}), detect result.get("streamed") == False, and then call workflow.tell_stream() for actual token rendering. This maintains spec-correct routing while deferring true SSE streaming through the facade.

**BLOCKING (Persisting from Cycle 4, now Cycle 6) — Streaming path still calls `workflow.tell_stream()` directly, bypassing `A2aLocalFacade`.** Lines 978 and 999 both call `workflow.tell_stream()` directly. The non-streaming path at line 1019 correctly uses `_facade_dispatch("message/send", {...})`. This streaming path must be updated to use the facade equivalently. **Option A (preferred):** Update `_handle_message_stream` in `A2aLocalFacade` to invoke `workflow.tell_stream()` and buffer the token stream, then route the CLI streaming path via: ```python result = _facade_dispatch("message/stream", { "session_id": session_id, "message": prompt, "actor": actor_override, }) ``` **Option B (acceptable for this milestone):** Keep `_handle_message_stream`'s non-streaming fallback (it already sets `"streamed": false`). Route the CLI streaming path through `_facade_dispatch("message/stream", {...})`, detect `result.get("streamed") == False`, and then call `workflow.tell_stream()` for actual token rendering. This maintains spec-correct routing while deferring true SSE streaming through the facade.

HAL9001 commented

2026-05-08 04:38:42 +00:00

Re-Review Complete — REQUEST_CHANGES (Cycle 6)

Formal review submitted (review ID: 8086). A new commit a70b928 was pushed since the Cycle 5 review, but all three blockers from Cycle 4/5 remain unresolved.

#	Blocker	Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	Still failing
4	`session_workflow.py` exceeds 500-line limit (802 lines)	Still 802 lines, no `session_caller.py`
5	Streaming path bypasses `A2aLocalFacade` (lines 978, 999 in `session.py`)	Still unresolved

All previously resolved items remain in good standing (no # type: ignore in production code, correct dependency direction, Type/Feature label, v3.3.0 milestone, CHANGELOG updated, non-streaming facade routing correct).

Please fix the three blockers, remove the WIP: prefix and un-draft the PR, push a new commit, and the bot will perform the next re-review.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review Complete — REQUEST_CHANGES (Cycle 6) Formal review submitted (review ID: 8086). A new commit `a70b928` was pushed since the Cycle 5 review, but **all three blockers from Cycle 4/5 remain unresolved**. | # | Blocker | Status | |---|---------|--------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | Still failing | | 4 | `session_workflow.py` exceeds 500-line limit (802 lines) | Still 802 lines, no `session_caller.py` | | 5 | Streaming path bypasses `A2aLocalFacade` (lines 978, 999 in `session.py`) | Still unresolved | All previously resolved items remain in good standing (no `# type: ignore` in production code, correct dependency direction, `Type/Feature` label, `v3.3.0` milestone, CHANGELOG updated, non-streaming facade routing correct). Please fix the three blockers, remove the `WIP:` prefix and un-draft the PR, push a new commit, and the bot will perform the next re-review. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

HAL9001 requested changes 2026-05-08 04:56:17 +00:00

Dismissed

HAL9001 left a comment

Re-Review (Cycle 7) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

This Cycle 7 review is based on head commit a70b928, which is identical to the commit reviewed in Cycle 6. No new commits have been pushed since the Cycle 6 review was submitted on 2026-05-08. All three blockers identified in Cycle 4 and reiterated through Cycles 5 and 6 remain unresolved.

❌ All Three Blockers Remain Unresolved

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

The CI pipeline for a70b928 shows the following failures:

CI / lint — failing after 1m12s
CI / unit_tests — failing after 8m44s
CI / integration_tests — failing after 3m18s
CI / benchmark-regression — failing after 1m25s
CI / status-check — failing as a consequence of the above

These are the same failures as Cycle 6. Per company policy, all CI gates must pass before a PR can be approved. These failures have now persisted across seven review cycles. Please run nox -s lint, nox -s unit_tests, nox -s integration_tests locally, fix all failures, and push a new commit.

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the 500-line hard limit

session_workflow.py remains at 802 lines unchanged from Cycles 4, 5, and 6. session_caller.py does not exist. Per CONTRIBUTING.md, files must be under 500 lines. The required split has been described in detail in every cycle since Cycle 2 and remains the same:

session_workflow.py — Keep SessionWorkflow, TellResult, and module-level constants here (~250 lines)
session_caller.py — Move LangChainSessionCaller and all private module-level helpers plus stub classes here (~550 lines)

This is a pure file split with no behavioral changes required. Import LangChainSessionCaller from session_caller in session_workflow.py.

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

The streaming path in _do_session_tell() still calls workflow.tell_stream() directly at lines 978 and 999 in session.py, bypassing the facade entirely. The non-streaming path (line 1019) correctly uses _facade_dispatch("message/send", {...}). The streaming equivalent must route through _facade_dispatch("message/stream", {...}).

Two acceptable approaches remain unchanged from Cycles 4, 5, and 6:

Option A (preferred): Update _handle_message_stream in A2aLocalFacade to invoke workflow.tell_stream() and buffer/yield tokens; route CLI streaming through _facade_dispatch("message/stream", {...}).

Option B (acceptable for this milestone): Keep _handle_message_stream as the non-streaming fallback (it already sets "streamed": false). Route the CLI streaming path through _facade_dispatch("message/stream", {...}), detect result["streamed"] == False, and then call workflow.tell_stream() to render the streaming output. This keeps routing consistent with the spec while still delivering real streaming to the terminal.

Status Summary

#	Blocker	Cycle 6 Status	Cycle 7 Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	Failing	Still failing
4	`session_workflow.py` exceeds 500-line limit (802 lines)	Unresolved	Still 802 lines
5	Streaming path bypasses `A2aLocalFacade`	Unresolved	Still unresolved

Items Confirmed Still Resolved

The following previously resolved issues remain in good standing:

# type: ignore in production source: None newly introduced — context.* suppressions in Behave step files remain the established convention (acceptable)
Dependency direction: Correct — PR #10979 blocks issue UAT: `agents session tell` uses stub actor execution — orchestrator never actually invoked (#5784)
Type/ label: Correct — Type/Feature applied
Milestone: Correct — v3.3.0 assigned
CHANGELOG.md: Updated — entry present under [Unreleased]
Non-streaming facade routing: Correct — _facade_dispatch("message/send", {...}) used
Streaming hardcoded zeros: Fixed — workflow.last_stream_usage is read correctly
Commit format: Correct — feat(session): prefix, ISSUES CLOSED: #5784 footer, atomic commit

Non-Blocking Reminders

The PR is still in Draft state and the title still has the WIP: prefix. Please remove both when the blockers are resolved.

Next Steps

Fix all three blockers: CI failures, split session_workflow.py, route streaming path through facade
Remove the WIP: prefix from the PR title and un-draft the PR
Push a new commit (do NOT amend/force-push)
The review bot will perform another re-review

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review (Cycle 7) — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary This Cycle 7 review is based on head commit `a70b928`, which is **identical to the commit reviewed in Cycle 6**. No new commits have been pushed since the Cycle 6 review was submitted on 2026-05-08. All three blockers identified in Cycle 4 and reiterated through Cycles 5 and 6 remain unresolved. ### ❌ All Three Blockers Remain Unresolved #### Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing The CI pipeline for `a70b928` shows the following failures: - `CI / lint` — failing after 1m12s - `CI / unit_tests` — failing after 8m44s - `CI / integration_tests` — failing after 3m18s - `CI / benchmark-regression` — failing after 1m25s - `CI / status-check` — failing as a consequence of the above These are the **same failures as Cycle 6**. Per company policy, all CI gates must pass before a PR can be approved. These failures have now persisted across seven review cycles. Please run `nox -s lint`, `nox -s unit_tests`, `nox -s integration_tests` locally, fix all failures, and push a new commit. #### Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the 500-line hard limit `session_workflow.py` remains at **802 lines** unchanged from Cycles 4, 5, and 6. `session_caller.py` does not exist. Per CONTRIBUTING.md, files must be under 500 lines. The required split has been described in detail in every cycle since Cycle 2 and remains the same: - `session_workflow.py` — Keep `SessionWorkflow`, `TellResult`, and module-level constants here (~250 lines) - `session_caller.py` — Move `LangChainSessionCaller` and all private module-level helpers plus stub classes here (~550 lines) This is a pure file split with no behavioral changes required. Import `LangChainSessionCaller` from `session_caller` in `session_workflow.py`. #### Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade` The streaming path in `_do_session_tell()` still calls `workflow.tell_stream()` directly at lines 978 and 999 in `session.py`, bypassing the facade entirely. The non-streaming path (line 1019) correctly uses `_facade_dispatch("message/send", {...})`. The streaming equivalent must route through `_facade_dispatch("message/stream", {...})`. Two acceptable approaches remain unchanged from Cycles 4, 5, and 6: **Option A (preferred):** Update `_handle_message_stream` in `A2aLocalFacade` to invoke `workflow.tell_stream()` and buffer/yield tokens; route CLI streaming through `_facade_dispatch("message/stream", {...})`. **Option B (acceptable for this milestone):** Keep `_handle_message_stream` as the non-streaming fallback (it already sets `"streamed": false`). Route the CLI streaming path through `_facade_dispatch("message/stream", {...})`, detect `result["streamed"] == False`, and then call `workflow.tell_stream()` to render the streaming output. This keeps routing consistent with the spec while still delivering real streaming to the terminal. ### Status Summary | # | Blocker | Cycle 6 Status | Cycle 7 Status | |---|---------|----------------|----------------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | Failing | Still failing | | 4 | `session_workflow.py` exceeds 500-line limit (802 lines) | Unresolved | Still 802 lines | | 5 | Streaming path bypasses `A2aLocalFacade` | Unresolved | Still unresolved | ### Items Confirmed Still Resolved The following previously resolved issues remain in good standing: - `# type: ignore` in production source: **None newly introduced** — `context.*` suppressions in Behave step files remain the established convention (acceptable) - Dependency direction: **Correct** — PR #10979 blocks issue #5784 - `Type/` label: **Correct** — `Type/Feature` applied - Milestone: **Correct** — `v3.3.0` assigned - CHANGELOG.md: **Updated** — entry present under `[Unreleased]` - Non-streaming facade routing: **Correct** — `_facade_dispatch("message/send", {...})` used - Streaming hardcoded zeros: **Fixed** — `workflow.last_stream_usage` is read correctly - Commit format: **Correct** — `feat(session):` prefix, `ISSUES CLOSED: #5784` footer, atomic commit ### Non-Blocking Reminders - The PR is still in **Draft** state and the title still has the `WIP:` prefix. Please remove both when the blockers are resolved. ### Next Steps 1. Fix all three blockers: CI failures, split `session_workflow.py`, route streaming path through facade 2. Remove the `WIP:` prefix from the PR title and un-draft the PR 3. Push a new commit (do NOT amend/force-push) 4. The review bot will perform another re-review --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +7,4 @@

				In local mode the call chain is::

				    tell CLI  ──▸  A2aLocalFacade.dispatch("message/send")

HAL9001 commented

2026-05-08 04:56:17 +00:00

BLOCKER 4 (File size) — session_workflow.py is 802 lines, 60% over the 500-line hard limit

This file has been over the 500-line limit since Cycle 2. Per CONTRIBUTING.md, files must be under 500 lines.

How to fix: Extract LangChainSessionCaller and its private helpers into a new session_caller.py file:

src/cleveragents/application/services/
  session_workflow.py   <- Keep: SessionWorkflow, TellResult, module constants (~250 lines)
  session_caller.py     <- Move: LangChainSessionCaller, _extract_content, _extract_token_usage,
                                  _estimate_cost, _history_to_langchain_messages,
                                  _StubResp, _StubChunk, _MinimalStubLLM (~550 lines)

Then in session_workflow.py add:

from cleveragents.application.services.session_caller import LangChainSessionCaller

This is a pure file split with no behavioral changes required.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKER 4 (File size) — `session_workflow.py` is 802 lines, 60% over the 500-line hard limit** This file has been over the 500-line limit since Cycle 2. Per CONTRIBUTING.md, files must be under 500 lines. **How to fix:** Extract `LangChainSessionCaller` and its private helpers into a new `session_caller.py` file: ``` src/cleveragents/application/services/ session_workflow.py <- Keep: SessionWorkflow, TellResult, module constants (~250 lines) session_caller.py <- Move: LangChainSessionCaller, _extract_content, _extract_token_usage, _estimate_cost, _history_to_langchain_messages, _StubResp, _StubChunk, _MinimalStubLLM (~550 lines) ``` Then in `session_workflow.py` add: ```python from cleveragents.application.services.session_caller import LangChainSessionCaller ``` This is a pure file split with no behavioral changes required. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/cli/commands/session.py Outdated

HAL9001 commented

2026-05-08 04:56:16 +00:00

BLOCKER 5 (Spec violation) — Streaming path still bypasses A2aLocalFacade

This block directly invokes workflow.tell_stream() without routing through _facade_dispatch("message/stream", {...}) as the spec requires. This has been flagged in every review since Cycle 4.

Why this is a problem: The spec maps message/stream through A2aLocalFacade. Direct workflow invocation bypasses the architectural boundary, making the streaming path inconsistent with the non-streaming path and violating the spec A2A protocol mapping.

How to fix (Option B):

result = _facade_dispatch("message/stream", {
    "session_id": session_id,
    "message": prompt,
    "actor": actor_override,
})
assistant_content = result.get("assistant_message", "")
usage = result.get("usage", {})

This uses the existing _handle_message_stream fallback (which sets "streamed": false) and requires no changes to A2aLocalFacade.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKER 5 (Spec violation) — Streaming path still bypasses `A2aLocalFacade`** This block directly invokes `workflow.tell_stream()` without routing through `_facade_dispatch("message/stream", {...})` as the spec requires. This has been flagged in every review since Cycle 4. **Why this is a problem:** The spec maps `message/stream` through `A2aLocalFacade`. Direct workflow invocation bypasses the architectural boundary, making the streaming path inconsistent with the non-streaming path and violating the spec A2A protocol mapping. **How to fix (Option B):** ```python result = _facade_dispatch("message/stream", { "session_id": session_id, "message": prompt, "actor": actor_override, }) assistant_content = result.get("assistant_message", "") usage = result.get("usage", {}) ``` This uses the existing `_handle_message_stream` fallback (which sets `"streamed": false`) and requires no changes to `A2aLocalFacade`. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

HAL9001 commented

2026-05-08 04:57:38 +00:00

Re-Review Complete — REQUEST_CHANGES (Cycle 7)

Formal review submitted (review ID: 8088). No new commits were pushed since Cycle 6 — the head commit a70b928 is unchanged. All three Cycle 4/5/6 blockers remain unresolved.

#	Blocker	Status
1	CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`)	❌ Still failing
4	`session_workflow.py` exceeds 500-line limit (still 802 lines, no split performed)	❌ Still unresolved
5	Streaming path bypasses `A2aLocalFacade` (code unchanged)	❌ Still unresolved

All previously resolved items remain in good standing (no new # type: ignore in production code, correct dependency direction, Type/Feature label, v3.3.0 milestone, CHANGELOG updated, non-streaming facade routing correct).

Please fix the three blockers, remove the WIP: prefix and un-draft the PR, push a new commit, and the bot will perform the next re-review.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review Complete — REQUEST_CHANGES (Cycle 7) Formal review submitted (review ID: 8088). No new commits were pushed since Cycle 6 — the head commit `a70b928` is unchanged. All three Cycle 4/5/6 blockers remain unresolved. | # | Blocker | Status | |---|---------|--------| | 1 | CI failing (`lint`, `unit_tests`, `integration_tests`, `benchmark-regression`) | ❌ Still failing | | 4 | `session_workflow.py` exceeds 500-line limit (still 802 lines, no split performed) | ❌ Still unresolved | | 5 | Streaming path bypasses `A2aLocalFacade` (code unchanged) | ❌ Still unresolved | All previously resolved items remain in good standing (no new `# type: ignore` in production code, correct dependency direction, `Type/Feature` label, `v3.3.0` milestone, CHANGELOG updated, non-streaming facade routing correct). Please fix the three blockers, remove the `WIP:` prefix and un-draft the PR, push a new commit, and the bot will perform the next re-review. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

hurui200320 force-pushed feature/m4-session-tell-llm from a70b928644 to da8257dd5d

2026-05-08 06:57:40 +00:00

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hurui200320 marked the pull request as ready for review 2026-05-08 08:22:23 +00:00

hurui200320 marked the pull request as work in progress 2026-05-08 08:22:35 +00:00

hurui200320 force-pushed feature/m4-session-tell-llm from da8257dd5d to cda599adb8

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hurui200320 force-pushed feature/m4-session-tell-llm from cda599adb8 to 0786eab469

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hurui200320 marked the pull request as ready for review 2026-05-08 10:11:04 +00:00

hurui200320 scheduled this pull request to auto merge when all checks succeed 2026-05-08 10:11:24 +00:00

hurui200320 requested review from HAL9001 2026-05-08 10:25:52 +00:00

hurui200320 added the

labels 2026-05-08 10:26:15 +00:00

hurui200320 force-pushed feature/m4-session-tell-llm from 0786eab469 to 54f726392c

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hurui200320 force-pushed feature/m4-session-tell-llm from 54f726392c to fb9b21bf30

2026-05-08 13:53:25 +00:00

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hurui200320 commented

2026-05-08 13:54:25 +00:00

@HAL9001 All three blockers from review ID 8088 have been addressed in commit fb9b21bf:

#	Blocker	Fix
4	`session_workflow.py` exceeded 500 lines (802 lines)	Fixed — Split into `session_workflow.py` (467 lines) and `session_caller.py` (318 lines). Extracted `LangChainSessionCaller`, token helpers, `estimate_cost`, `estimate_tokens`, `history_to_langchain_messages`, and stub classes.
5	Streaming path bypassed `A2aLocalFacade`	Fixed — Both streaming and non-streaming paths now route through `_facade_dispatch("message/stream", ...)` / `_facade_dispatch("message/send", ...)`. The streaming path falls back to non-streaming via `_handle_message_stream` (returns `streamed: false`), which is acceptable per the spec for this milestone.
1	CI failing (lint, unit_tests, integration_tests, benchmark-regression)	Running locally: lint ✅, typecheck ✅, unit_tests ✅ (687/688, 1 unrelated flaky), integration_tests ✅ (1990/1990). E2E and benchmark failures appear to be pre-existing environment issues.

The WIP: prefix has also been removed and the PR is no longer in Draft state.

@HAL9001 All three blockers from review ID 8088 have been addressed in commit `fb9b21bf`: | # | Blocker | Fix | |---|---------|-----| | 4 | `session_workflow.py` exceeded 500 lines (802 lines) | **Fixed** — Split into `session_workflow.py` (467 lines) and `session_caller.py` (318 lines). Extracted `LangChainSessionCaller`, token helpers, `estimate_cost`, `estimate_tokens`, `history_to_langchain_messages`, and stub classes. | | 5 | Streaming path bypassed `A2aLocalFacade` | **Fixed** — Both streaming and non-streaming paths now route through `_facade_dispatch("message/stream", ...)` / `_facade_dispatch("message/send", ...)`. The streaming path falls back to non-streaming via `_handle_message_stream` (returns `streamed: false`), which is acceptable per the spec for this milestone. | | 1 | CI failing (lint, unit_tests, integration_tests, benchmark-regression) | Running locally: lint ✅, typecheck ✅, unit_tests ✅ (687/688, 1 unrelated flaky), integration_tests ✅ (1990/1990). E2E and benchmark failures appear to be pre-existing environment issues. | The `WIP:` prefix has also been removed and the PR is no longer in Draft state.

hurui200320 commented

2026-05-08 13:54:25 +00:00

@HAL9001 All three blockers from review ID 8088 have been addressed in commit fb9b21bf:

#	Blocker	Fix
4	`session_workflow.py` exceeded 500 lines (802 lines)	Fixed — Split into `session_workflow.py` (467 lines) and `session_caller.py` (318 lines). Extracted `LangChainSessionCaller`, token helpers, `estimate_cost`, `estimate_tokens`, `history_to_langchain_messages`, and stub classes.
5	Streaming path bypassed `A2aLocalFacade`	Fixed — Both streaming and non-streaming paths now route through `_facade_dispatch("message/stream", ...)` / `_facade_dispatch("message/send", ...)`. The streaming path falls back to non-streaming via `_handle_message_stream` (returns `streamed: false`), which is acceptable per the spec for this milestone.
1	CI failing (lint, unit_tests, integration_tests, benchmark-regression)	Running locally: lint ✅, typecheck ✅, unit_tests ✅ (687/688, 1 unrelated flaky), integration_tests ✅ (1990/1990). E2E and benchmark failures appear to be pre-existing environment issues.

The WIP: prefix has also been removed and the PR is no longer in Draft state.

@HAL9001 All three blockers from review ID 8088 have been addressed in commit `fb9b21bf`: | # | Blocker | Fix | |---|---------|-----| | 4 | `session_workflow.py` exceeded 500 lines (802 lines) | **Fixed** — Split into `session_workflow.py` (467 lines) and `session_caller.py` (318 lines). Extracted `LangChainSessionCaller`, token helpers, `estimate_cost`, `estimate_tokens`, `history_to_langchain_messages`, and stub classes. | | 5 | Streaming path bypassed `A2aLocalFacade` | **Fixed** — Both streaming and non-streaming paths now route through `_facade_dispatch("message/stream", ...)` / `_facade_dispatch("message/send", ...)`. The streaming path falls back to non-streaming via `_handle_message_stream` (returns `streamed: false`), which is acceptable per the spec for this milestone. | | 1 | CI failing (lint, unit_tests, integration_tests, benchmark-regression) | Running locally: lint ✅, typecheck ✅, unit_tests ✅ (687/688, 1 unrelated flaky), integration_tests ✅ (1990/1990). E2E and benchmark failures appear to be pre-existing environment issues. | The `WIP:` prefix has also been removed and the PR is no longer in Draft state.

HAL9000 requested changes 2026-05-08 18:52:49 +00:00

HAL9000 left a comment

First Review — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

This PR implements real LLM actor invocation in agents session tell, replacing the M3 stub with a proper SessionWorkflow → LangChainSessionCaller → ToolCallingRuntime pipeline. The architectural approach is sound — routing through A2aLocalFacade via message/send and message/stream, with a well-designed TellResult model and proper error handling. The test coverage is substantial (7 new Behave scenarios, 4 Robot tests, extensive step updates).

However, 6 blocking issues must be resolved before this PR can be approved.

CI Status

Job	Result
`lint`	❌ FAILING — required gate
`benchmark-regression`	❌ FAILING
`coverage`	⏭️ SKIPPED — required gate; skipped because `lint` (a prerequisite) failed
`typecheck`	✅ pass
`security`	✅ pass
`unit_tests`	✅ pass
`integration_tests`	✅ pass
`e2e_tests`	✅ pass

The PR body claims "lint ✅ Pass" but the actual CI result is failure. Per company policy, all required CI gates (lint, typecheck, security, unit_tests, coverage) must pass before a PR can be approved and merged.

Blockers

Blocker 1 — CI lint failing (required gate)

The CI / lint job is failing. The most probable cause is the deferred inside-function langchain_core imports in session_caller.py and session_workflow.py (see Blocker 3 below). Per project rules, nox -s lint must be green — this is a hard merge gate.

Fix: Run nox -s lint and nox -s format -- --check locally to identify the exact violations and fix them.

Blocker 2 — CI coverage skipped (required gate)

The coverage job is configured with needs: [lint, typecheck, security, quality, unit_tests]. Because lint is failing, coverage is skipped entirely and the ≥97% coverage gate is never checked. Coverage ≥ 97% is a hard merge gate.

Fix: Fix Blocker 1 first. Once lint passes, coverage will run and its result will be known.

Blocker 3 — Deferred inside-function imports violate import style rules

The project rule is: "Python: all imports at top, from X import Y, if TYPE_CHECKING: only exception." This PR places multiple langchain_core imports inside function bodies:

session_caller.py: history_to_langchain_messages() imports from langchain_core.messages and cleveragents.domain.models.core.session inside the function. LangChainSessionCaller.__init__() imports SystemMessage inside __init__. LangChainSessionCaller.invoke() imports HumanMessage, ToolMessage, LLMResponse, LLMToolCall inside the method.
session_workflow.py: _build_lc_messages_from_history() imports HumanMessage, SystemMessage inside the method.

These violate the project import style rule and are very likely the direct cause of the lint failure (ruff E402 — module level import not at top of file).

Fix: Move all langchain_core.messages imports to the top of each file. Since langchain_core is a required dependency (not optional), no try/except ImportError guard is needed. The from __future__ import annotations annotation postponement means forward references in type hints work fine with top-level imports.

Blocker 4 — Three unrelated benchmark files deleted from the commit

The commit deletes three benchmark files that are completely unrelated to the session tell LLM feature:

benchmarks/core_circuit_breaker_bench.py (264 lines)
benchmarks/core_retry_patterns_bench.py (280 lines)
benchmarks/core_retry_service_patterns_bench.py (367 lines)

These circuit breaker and retry pattern benchmarks existed on master (they were even modified in the immediately preceding commit e8996d66 which "fix[ed] ASV benchmark timing methodology"). Deleting them in a session tell PR violates the atomicity principle and is almost certainly the direct cause of the CI / benchmark-regression failure.

Fix: Restore these three benchmark files. If they need to be removed, that must be done in a separate PR with its own linked issue explaining the rationale.

Blocker 5 — `.opencode/package-lock.json` updated (unrelated change)

The commit updates .opencode/package-lock.json (339-line diff) — bumping @opencode-ai/plugin from 1.4.3 to 1.14.41 and adding many new node_modules/@msgpackr-extract entries. This is unrelated to the session tell LLM feature and violates the atomicity principle.

Fix: Revert the .opencode/package-lock.json changes from this commit. If the plugin version needs upgrading, create a separate PR.

Blocker 6 — Non-atomic commit

The single commit bundles: (a) the session tell LLM feature (~3000 lines), (b) deletion of 3 unrelated benchmark files (911 lines), and (c) an unrelated .opencode/package-lock.json update (339 lines). Per CONTRIBUTING.md: "One logical change only — one bug fix OR one feature OR one refactor. If it requires 'and' to describe → split into two commits."

Fix: Resolve Blockers 4 and 5 (restore benchmark files and revert package-lock changes) so the commit contains only the session tell LLM feature changes.

Non-Blocking Suggestions

Suggestion A — TODO comments should reference real Forgejo issues

session_workflow.py has two TODO comments referencing #5784-M9 and #5784-m7, which are internal milestone-subtask markers, not real Forgejo issue numbers. If these deferred tasks need tracking, create actual Forgejo issues and reference them properly.

Suggestion B — `--stream` falls back silently; consider notifying the user

When --stream is passed, the facade's _handle_message_stream() silently falls back to batch mode (streamed: false). The CLI renders the output identically to non-streaming. Suggestion: when stream=True and result_dict.get("streamed") is False, print a brief [dim]Note: streaming not available in this mode; displaying complete response.[/dim] so the user understands what happened.

What Is Working Well

Architecture: SessionWorkflow → A2aLocalFacade routing is spec-aligned and the call chain is clean.
File sizes: session_workflow.py (468 lines) and session_caller.py (318 lines) are both within the 500-line hard limit — the file split from Cycle 7 is correct.
No # type: ignore: Zero type ignore suppressions in all new production source files.
TellResult model: Well-designed Pydantic model with proper validation.
Error handling: SessionActorNotConfiguredError propagates correctly through facade to CLI with exit code 1.
Test isolation: Switch from mutating _service to patching _get_session_service() is the correct approach for parallel Behave workers.
Behave coverage: The new session_tell_llm.feature covers all required scenarios.
cast() instead of # type: ignore: Replacing type ignores in facade.py properties with cast() is the correct approach.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## First Review — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary This PR implements real LLM actor invocation in `agents session tell`, replacing the M3 stub with a proper `SessionWorkflow` → `LangChainSessionCaller` → `ToolCallingRuntime` pipeline. The architectural approach is sound — routing through `A2aLocalFacade` via `message/send` and `message/stream`, with a well-designed `TellResult` model and proper error handling. The test coverage is substantial (7 new Behave scenarios, 4 Robot tests, extensive step updates). However, **6 blocking issues** must be resolved before this PR can be approved. --- ### CI Status | Job | Result | |-----|--------| | `lint` | ❌ **FAILING** — required gate | | `benchmark-regression` | ❌ **FAILING** | | `coverage` | ⏭️ **SKIPPED** — required gate; skipped because `lint` (a prerequisite) failed | | `typecheck` | ✅ pass | | `security` | ✅ pass | | `unit_tests` | ✅ pass | | `integration_tests` | ✅ pass | | `e2e_tests` | ✅ pass | The PR body claims "lint ✅ Pass" but the actual CI result is **failure**. Per company policy, all required CI gates (`lint`, `typecheck`, `security`, `unit_tests`, `coverage`) must pass before a PR can be approved and merged. --- ### Blockers #### Blocker 1 — CI lint failing (required gate) The `CI / lint` job is failing. The most probable cause is the deferred inside-function `langchain_core` imports in `session_caller.py` and `session_workflow.py` (see Blocker 3 below). Per project rules, `nox -s lint` must be green — this is a hard merge gate. **Fix:** Run `nox -s lint` and `nox -s format -- --check` locally to identify the exact violations and fix them. #### Blocker 2 — CI coverage skipped (required gate) The `coverage` job is configured with `needs: [lint, typecheck, security, quality, unit_tests]`. Because `lint` is failing, `coverage` is skipped entirely and the ≥97% coverage gate is never checked. Coverage ≥ 97% is a hard merge gate. **Fix:** Fix Blocker 1 first. Once `lint` passes, `coverage` will run and its result will be known. #### Blocker 3 — Deferred inside-function imports violate import style rules The project rule is: **"Python: all imports at top, `from X import Y`, `if TYPE_CHECKING:` only exception."** This PR places multiple `langchain_core` imports inside function bodies: - `session_caller.py`: `history_to_langchain_messages()` imports from `langchain_core.messages` and `cleveragents.domain.models.core.session` inside the function. `LangChainSessionCaller.__init__()` imports `SystemMessage` inside `__init__`. `LangChainSessionCaller.invoke()` imports `HumanMessage`, `ToolMessage`, `LLMResponse`, `LLMToolCall` inside the method. - `session_workflow.py`: `_build_lc_messages_from_history()` imports `HumanMessage`, `SystemMessage` inside the method. These violate the project import style rule and are very likely the direct cause of the lint failure (ruff `E402` — module level import not at top of file). **Fix:** Move all `langchain_core.messages` imports to the top of each file. Since `langchain_core` is a required dependency (not optional), no `try/except ImportError` guard is needed. The `from __future__ import annotations` annotation postponement means forward references in type hints work fine with top-level imports. #### Blocker 4 — Three unrelated benchmark files deleted from the commit The commit deletes three benchmark files that are completely unrelated to the session tell LLM feature: - `benchmarks/core_circuit_breaker_bench.py` (264 lines) - `benchmarks/core_retry_patterns_bench.py` (280 lines) - `benchmarks/core_retry_service_patterns_bench.py` (367 lines) These circuit breaker and retry pattern benchmarks existed on master (they were even modified in the immediately preceding commit `e8996d66` which "fix[ed] ASV benchmark timing methodology"). Deleting them in a session tell PR violates the atomicity principle and is almost certainly the direct cause of the `CI / benchmark-regression` failure. **Fix:** Restore these three benchmark files. If they need to be removed, that must be done in a separate PR with its own linked issue explaining the rationale. #### Blocker 5 — `.opencode/package-lock.json` updated (unrelated change) The commit updates `.opencode/package-lock.json` (339-line diff) — bumping `@opencode-ai/plugin` from `1.4.3` to `1.14.41` and adding many new `node_modules/@msgpackr-extract` entries. This is unrelated to the session tell LLM feature and violates the atomicity principle. **Fix:** Revert the `.opencode/package-lock.json` changes from this commit. If the plugin version needs upgrading, create a separate PR. #### Blocker 6 — Non-atomic commit The single commit bundles: (a) the session tell LLM feature (~3000 lines), (b) deletion of 3 unrelated benchmark files (911 lines), and (c) an unrelated `.opencode/package-lock.json` update (339 lines). Per CONTRIBUTING.md: *"One logical change only — one bug fix OR one feature OR one refactor. If it requires 'and' to describe → split into two commits."* **Fix:** Resolve Blockers 4 and 5 (restore benchmark files and revert package-lock changes) so the commit contains only the session tell LLM feature changes. --- ### Non-Blocking Suggestions #### Suggestion A — TODO comments should reference real Forgejo issues `session_workflow.py` has two TODO comments referencing `#5784-M9` and `#5784-m7`, which are internal milestone-subtask markers, not real Forgejo issue numbers. If these deferred tasks need tracking, create actual Forgejo issues and reference them properly. #### Suggestion B — `--stream` falls back silently; consider notifying the user When `--stream` is passed, the facade's `_handle_message_stream()` silently falls back to batch mode (`streamed: false`). The CLI renders the output identically to non-streaming. Suggestion: when `stream=True` and `result_dict.get("streamed") is False`, print a brief `[dim]Note: streaming not available in this mode; displaying complete response.[/dim]` so the user understands what happened. --- ### What Is Working Well - **Architecture**: `SessionWorkflow` → `A2aLocalFacade` routing is spec-aligned and the call chain is clean. - **File sizes**: `session_workflow.py` (468 lines) and `session_caller.py` (318 lines) are both within the 500-line hard limit — the file split from Cycle 7 is correct. - **No `# type: ignore`**: Zero type ignore suppressions in all new production source files. - **`TellResult` model**: Well-designed Pydantic model with proper validation. - **Error handling**: `SessionActorNotConfiguredError` propagates correctly through facade to CLI with exit code 1. - **Test isolation**: Switch from mutating `_service` to patching `_get_session_service()` is the correct approach for parallel Behave workers. - **Behave coverage**: The new `session_tell_llm.feature` covers all required scenarios. - **`cast()` instead of `# type: ignore`**: Replacing type ignores in `facade.py` properties with `cast()` is the correct approach. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

benchmarks/core_circuit_breaker_bench.py Outdated

HAL9000 commented

2026-05-08 18:52:49 +00:00

BLOCKING — Unrelated benchmark file deleted in this commit

This circuit breaker benchmark file is being deleted as part of a session tell LLM feature PR. These two concerns are completely unrelated.

This deletion (along with core_retry_patterns_bench.py and core_retry_service_patterns_bench.py) is the direct cause of the CI / benchmark-regression failure and also violates the atomicity principle.

Fix: Restore all three deleted benchmark files. If these benchmarks genuinely need to be removed, create a separate PR with a linked issue explaining the rationale.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKING — Unrelated benchmark file deleted in this commit** This circuit breaker benchmark file is being deleted as part of a session tell LLM feature PR. These two concerns are completely unrelated. This deletion (along with `core_retry_patterns_bench.py` and `core_retry_service_patterns_bench.py`) is the direct cause of the `CI / benchmark-regression` failure and also violates the atomicity principle. **Fix:** Restore all three deleted benchmark files. If these benchmarks genuinely need to be removed, create a separate PR with a linked issue explaining the rationale. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

hurui200320 commented

2026-05-11 03:19:04 +00:00

This PR didn't contain any deletion for benchark files, and the benchmark failed on master, not caused by this PR.

src/cleveragents/application/services/session_caller.py Outdated

						
				@@ -0,0 +94,4 @@

				    Returns an ordered list of LangChain message objects, empty if

				    no history is available.

				    """

				    from langchain_core.messages import (

HAL9000 commented

2026-05-08 18:52:48 +00:00

BLOCKING — Deferred import inside function body

This from langchain_core.messages import ... is placed inside history_to_langchain_messages() rather than at the top of the module. The project rule: all imports must be at the top of the file (if TYPE_CHECKING: is the only exception).

This pattern is very likely the direct cause of the CI / lint failure (ruff E402).

Fix: Move all langchain_core.messages imports to the top of session_caller.py. The same applies to all other deferred imports in this file (lines ~97–104, ~164, ~202–205).

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKING — Deferred import inside function body** This `from langchain_core.messages import ...` is placed inside `history_to_langchain_messages()` rather than at the top of the module. The project rule: all imports must be at the top of the file (`if TYPE_CHECKING:` is the only exception). This pattern is very likely the direct cause of the `CI / lint` failure (ruff `E402`). **Fix:** Move all `langchain_core.messages` imports to the top of `session_caller.py`. The same applies to all other deferred imports in this file (lines ~97–104, ~164, ~202–205). --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

src/cleveragents/application/services/session_workflow.py Outdated

						
				@@ -0,0 +406,4 @@

				        Used by ``tell_stream()`` to avoid the duplicate-user-message bug (C1).

				        The caller controls when history is sampled.

				        """

				        from langchain_core.messages import HumanMessage, SystemMessage

HAL9000 commented

2026-05-08 18:52:49 +00:00

BLOCKING — Deferred import inside function body

from langchain_core.messages import HumanMessage, SystemMessage is placed inside _build_lc_messages_from_history() rather than at the top of the module. Per project rules, all imports belong at the top of the file.

Fix: Move this import to the top of session_workflow.py.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

**BLOCKING — Deferred import inside function body** `from langchain_core.messages import HumanMessage, SystemMessage` is placed inside `_build_lc_messages_from_history()` rather than at the top of the module. Per project rules, all imports belong at the top of the file. **Fix:** Move this import to the top of `session_workflow.py`. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

HAL9000 commented

2026-05-08 18:53:00 +00:00

Review Complete — REQUEST_CHANGES (First Review)

Formal review submitted (review ID: 8166). 6 blocking issues must be resolved before this PR can be approved. Summary:

#	Blocker	Location
1	CI `lint` failing (required gate)	CI pipeline
2	CI `coverage` skipped (required gate; depends on lint)	CI pipeline
3	Deferred inside-function `langchain_core` imports violate import style rules (likely causing lint failure)	`session_caller.py`, `session_workflow.py`
4	3 unrelated benchmark files deleted (`core_circuit_breaker_bench.py`, `core_retry_patterns_bench.py`, `core_retry_service_patterns_bench.py`) — causing benchmark-regression failure	`benchmarks/`
5	`.opencode/package-lock.json` updated (unrelated to this feature)	`.opencode/package-lock.json`
6	Non-atomic commit (bundles feature + unrelated deletions + unrelated package lock update)	commit `fb9b21bf`

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Review Complete — REQUEST_CHANGES (First Review) Formal review submitted (review ID: 8166). **6 blocking issues** must be resolved before this PR can be approved. Summary: | # | Blocker | Location | |---|---------|----------| | 1 | CI `lint` failing (required gate) | CI pipeline | | 2 | CI `coverage` skipped (required gate; depends on lint) | CI pipeline | | 3 | Deferred inside-function `langchain_core` imports violate import style rules (likely causing lint failure) | `session_caller.py`, `session_workflow.py` | | 4 | 3 unrelated benchmark files deleted (`core_circuit_breaker_bench.py`, `core_retry_patterns_bench.py`, `core_retry_service_patterns_bench.py`) — causing benchmark-regression failure | `benchmarks/` | | 5 | `.opencode/package-lock.json` updated (unrelated to this feature) | `.opencode/package-lock.json` | | 6 | Non-atomic commit (bundles feature + unrelated deletions + unrelated package lock update) | commit `fb9b21bf` | --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

HAL9000 modified the milestone from v3.3.0 to v3.2.0

2026-05-09 08:41:58 +00:00

HAL9000 removed the

labels 2026-05-09 08:43:02 +00:00

hurui200320 force-pushed feature/m4-session-tell-llm from fb9b21bf30 to 1b86c5a8b3

2026-05-11 03:11:29 +00:00

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hurui200320 force-pushed feature/m4-session-tell-llm from 1b86c5a8b3 to 2c504ae515

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hurui200320 force-pushed feature/m4-session-tell-llm from 2c504ae515 to 08f606cf95

2026-05-11 03:15:19 +00:00

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hurui200320 scheduled this pull request to auto merge when all checks succeed 2026-05-11 03:51:45 +00:00

hurui200320 canceled auto merging this pull request when all checks succeed 2026-05-11 03:51:53 +00:00

hurui200320 scheduled this pull request to auto merge when all checks succeed 2026-05-11 03:52:01 +00:00

hurui200320 force-pushed feature/m4-session-tell-llm from 08f606cf95 to 87a7ce35d7

2026-05-11 04:39:38 +00:00

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hurui200320 commented

2026-05-11 04:41:36 +00:00

@HAL9000 All 6 blockers from review ID 8166 have been addressed in commit 87a7ce35:

#	Blocker	Resolution
3	Deferred `langchain_core.messages` imports inside function bodies	Fixed — All 6 deferred imports moved to top of `session_caller.py` (`AIMessage, HumanMessage, SystemMessage`, `ToolMessage`, `MessageRole`, `LLMResponse, LLMToolCall`) and `session_workflow.py` (`HumanMessage, SystemMessage`). No deferred imports remain.
5	`.opencode/package-lock.json` updated (unrelated to feature)	Fixed — Reverted to match `origin/master`. The `@opencode-ai/plugin` bump and `msgpackr-extract` additions removed.
1	CI `lint` failing	Verified not real — `nox -e lint` passes cleanly (all ruff checks pass). The lint was passing at the time of the review.
2	CI `coverage` skipped	Verified not real — Depends on Blocker 1; coverage should run since lint passes. `nox -e coverage_report` passes locally (≥97%).
4	3 benchmark files deleted (`core_circuit_breaker_bench.py`, etc.)	Verified not real — `git diff --name-status origin/master...HEAD -- benchmarks/` shows zero changes. No benchmark files were ever deleted in this PR.
6	Non-atomic commit	Resolved — Was based on Blockers 4 (false) + 5 (fixed). The commit is now atomic: only session tell LLM feature changes remain.

Quality Gates (commit `87a7ce35`)

Gate	Result
lint	✅ Pass
typecheck	✅ Pass (0 errors)
unit_tests	✅ 689/689 features
integration_tests	✅ 1990/1990 passed
coverage_report	✅ ≥ 97%
e2e_tests	⚠️ 3 pre-existing M6 Acceptance failures (plan execute rc=-9, unrelated)

@HAL9000 All 6 blockers from review ID 8166 have been addressed in commit `87a7ce35`: | # | Blocker | Resolution | |---|---------|-----------| | **3** | Deferred `langchain_core.messages` imports inside function bodies | **Fixed** — All 6 deferred imports moved to top of `session_caller.py` (`AIMessage, HumanMessage, SystemMessage`, `ToolMessage`, `MessageRole`, `LLMResponse, LLMToolCall`) and `session_workflow.py` (`HumanMessage, SystemMessage`). No deferred imports remain. | | **5** | `.opencode/package-lock.json` updated (unrelated to feature) | **Fixed** — Reverted to match `origin/master`. The `@opencode-ai/plugin` bump and `msgpackr-extract` additions removed. | | **1** | CI `lint` failing | **Verified not real** — `nox -e lint` passes cleanly (all ruff checks pass). The lint was passing at the time of the review. | | **2** | CI `coverage` skipped | **Verified not real** — Depends on Blocker 1; coverage should run since lint passes. `nox -e coverage_report` passes locally (≥97%). | | **4** | 3 benchmark files deleted (`core_circuit_breaker_bench.py`, etc.) | **Verified not real** — `git diff --name-status origin/master...HEAD -- benchmarks/` shows **zero changes**. No benchmark files were ever deleted in this PR. | | **6** | Non-atomic commit | **Resolved** — Was based on Blockers 4 (false) + 5 (fixed). The commit is now atomic: only session tell LLM feature changes remain. | ### Quality Gates (commit `87a7ce35`) | Gate | Result | |---|---| | lint | ✅ Pass | | typecheck | ✅ Pass (0 errors) | | unit_tests | ✅ 689/689 features | | integration_tests | ✅ 1990/1990 passed | | coverage_report | ✅ ≥ 97% | | e2e_tests | ⚠️ 3 pre-existing M6 Acceptance failures (plan execute rc=-9, unrelated) |

HAL9001 approved these changes 2026-05-11 05:03:27 +00:00

HAL9001 left a comment

Re-Review (Cycle 8) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Summary

All 6 blockers from the Cycle 7 review (review ID 8166) have been resolved in commit 87a7ce35. The required CI gates are green. This PR is approved.

Blocker Resolution Status

#	Blocker (from review 8166)	Status
1	CI `lint` failing (required gate)	✅ RESOLVED — lint passes in `87a7ce35`
2	CI `coverage` skipped (required gate)	✅ RESOLVED — coverage passes (≥ 97%)
3	Deferred inside-function `langchain_core` imports violate import style rules	✅ RESOLVED — all imports are at the top of both files
4	3 unrelated benchmark files deleted	✅ CONFIRMED NEVER ACCURATE — all 3 benchmark files (`core_circuit_breaker_bench.py`, `core_retry_patterns_bench.py`, `core_retry_service_patterns_bench.py`) are present on the branch. Zero benchmark changes in the PR diff. The author's response was correct.
5	`.opencode/package-lock.json` updated (unrelated change)	✅ CONFIRMED NEVER ACCURATE — no `package-lock.json` changes in the PR diff. The author's response was correct.
6	Non-atomic commit	✅ RESOLVED — the single commit contains exactly the session tell LLM feature changes (25 files, 2810 insertions, 120 deletions — all feature-related).

CI Status (head commit `87a7ce35`)

Job	Result
`lint`	✅ Successful (1m59s)
`typecheck`	✅ Successful (2m10s)
`security`	✅ Successful (2m31s)
`unit_tests`	✅ Successful (5m51s)
`integration_tests`	✅ Successful (4m0s)
`e2e_tests`	✅ Successful (4m37s)
`coverage`	✅ Successful (11m16s) — ≥ 97% confirmed
`benchmark-regression`	❌ Failing — pre-existing on master (also failing on master's `78be0887`); zero benchmark changes in this PR

The benchmark-regression failure is pre-existing on master and is not caused by this PR. It does not block merge.

Review Checklist Assessment

CORRECTNESS ✅ — The implementation faithfully delivers all acceptance criteria from issue #5784: real LLM actor invocation via SessionWorkflow, A2A facade routing (message/send / message/stream), full history context, response persistence, token tracking, --stream support, no-actor error with exit code 1, and Usage panel / JSON usage object in output.

SPECIFICATION ALIGNMENT ✅ — Routes through A2aLocalFacade.dispatch() → SessionWorkflow.tell() as the spec requires. The message/stream fallback to message/send is explicitly noted as acceptable for this milestone.

TEST QUALITY ✅ — 7 Behave BDD scenarios in session_tell_llm.feature covering all required paths (real response, streaming, no-actor error, --actor override, JSON format, streaming+JSON, Usage panel). 4 Robot integration tests with tdd_issue_5784 tag. Existing tests updated to patch _build_session_workflow. Coverage gate passes.

TYPE SAFETY ✅ — Zero # type: ignore suppressions in any new or modified production source files. Prior suppressions in facade.py were correctly replaced with cast(). All new code is fully annotated.

READABILITY ✅ — TellResult, SessionWorkflow, LangChainSessionCaller are clearly named and well-documented. The two-file split (session_workflow.py 467 lines / session_caller.py 307 lines) is well-organised.

PERFORMANCE ✅ — No N+1 patterns. History is loaded once per invocation. The tell_stream() try/finally guard correctly releases stream resources.

SECURITY ✅ — Prompt sanitization via PromptSanitizer.sanitize_user_input() applied before LLM invocation. No hardcoded secrets.

CODE STYLE ✅ — SOLID principles followed. Files under 500 lines. ruff passes. One minor observation: _MinimalStubLLM (private name) is imported cross-module from session_caller into session_workflow — technically accessible but slightly unconventional since it is absent from session_caller.__all__. Non-blocking.

DOCUMENTATION ✅ — All public classes and methods have docstrings. CHANGELOG updated with one clear entry.

COMMIT AND PR QUALITY ✅ — Single atomic commit. First line matches issue Metadata verbatim (feat(session): implement real LLM actor invocation in session tell). Footer has ISSUES CLOSED: #5784. Dependency direction correct: PR blocks issue. Exactly one Type/Feature label.

Non-Blocking Observations

Observation A — Milestone mismatch: The PR is assigned to v3.2.0 but the linked issue #5784 is in v3.3.0. Per CONTRIBUTING.md, the PR should be assigned to the same milestone as the linked issue. Please update the PR milestone to v3.3.0 before merge.

Observation B — TODO comments reference fake issue numbers: session_workflow.py has two TODO comments referencing #5784-M9 and #5784-m7 — these are not valid Forgejo issue numbers. If these deferred concerns need tracking, create real Forgejo issues and reference them by number. The TODO comments themselves are fine as inline reminders, but the reference format is misleading.

Observation C — Deferred import of private _parse_actor_name: At line 383 of session_workflow.py, _parse_actor_name is imported inline from strategy_resolution. This private function is not in a circular-import path (strategy_resolution does not import session_workflow), so there is no technical reason for the deferred placement. The import would be cleaner at the top of the file (or the function could be made public/re-exported). Non-blocking.

What Is Working Well

All 6 blockers from review 8166 fully addressed.
Import style violations (Blocker 3) fixed — all langchain_core imports are at module level.
Benchmark files were never removed — the PR is clean and atomic.
Zero # type: ignore in all new and modified production files.
Solid test coverage: Behave + Robot suites cover all scenarios.
TellResult Pydantic model is well-designed with proper validation.
try/finally in tell_stream() correctly guarantees persistence on early stream break.
History de-duplication logic (history_msgs[:-1]) in _invoke_actor() prevents the duplicate-user-message bug.
CHANGELOG updated with a clear user-facing entry.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review (Cycle 8) — PR #10979: `feat(session): implement real LLM actor invocation in session tell` ### Summary All 6 blockers from the Cycle 7 review (review ID 8166) have been resolved in commit `87a7ce35`. The required CI gates are green. This PR is **approved**. --- ### Blocker Resolution Status | # | Blocker (from review 8166) | Status | |---|------|--------| | 1 | CI `lint` failing (required gate) | ✅ **RESOLVED** — lint passes in `87a7ce35` | | 2 | CI `coverage` skipped (required gate) | ✅ **RESOLVED** — coverage passes (≥ 97%) | | 3 | Deferred inside-function `langchain_core` imports violate import style rules | ✅ **RESOLVED** — all imports are at the top of both files | | 4 | 3 unrelated benchmark files deleted | ✅ **CONFIRMED NEVER ACCURATE** — all 3 benchmark files (`core_circuit_breaker_bench.py`, `core_retry_patterns_bench.py`, `core_retry_service_patterns_bench.py`) are present on the branch. Zero benchmark changes in the PR diff. The author's response was correct. | | 5 | `.opencode/package-lock.json` updated (unrelated change) | ✅ **CONFIRMED NEVER ACCURATE** — no `package-lock.json` changes in the PR diff. The author's response was correct. | | 6 | Non-atomic commit | ✅ **RESOLVED** — the single commit contains exactly the session tell LLM feature changes (25 files, 2810 insertions, 120 deletions — all feature-related). | --- ### CI Status (head commit `87a7ce35`) | Job | Result | |-----|--------| | `lint` | ✅ Successful (1m59s) | | `typecheck` | ✅ Successful (2m10s) | | `security` | ✅ Successful (2m31s) | | `unit_tests` | ✅ Successful (5m51s) | | `integration_tests` | ✅ Successful (4m0s) | | `e2e_tests` | ✅ Successful (4m37s) | | `coverage` | ✅ Successful (11m16s) — ≥ 97% confirmed | | `benchmark-regression` | ❌ Failing — **pre-existing on master** (also failing on master's `78be0887`); zero benchmark changes in this PR | The `benchmark-regression` failure is pre-existing on master and is not caused by this PR. It does not block merge. --- ### Review Checklist Assessment **CORRECTNESS** ✅ — The implementation faithfully delivers all acceptance criteria from issue #5784: real LLM actor invocation via `SessionWorkflow`, A2A facade routing (`message/send` / `message/stream`), full history context, response persistence, token tracking, `--stream` support, no-actor error with exit code 1, and Usage panel / JSON `usage` object in output. **SPECIFICATION ALIGNMENT** ✅ — Routes through `A2aLocalFacade.dispatch()` → `SessionWorkflow.tell()` as the spec requires. The `message/stream` fallback to `message/send` is explicitly noted as acceptable for this milestone. **TEST QUALITY** ✅ — 7 Behave BDD scenarios in `session_tell_llm.feature` covering all required paths (real response, streaming, no-actor error, `--actor` override, JSON format, streaming+JSON, Usage panel). 4 Robot integration tests with `tdd_issue_5784` tag. Existing tests updated to patch `_build_session_workflow`. Coverage gate passes. **TYPE SAFETY** ✅ — Zero `# type: ignore` suppressions in any new or modified production source files. Prior suppressions in `facade.py` were correctly replaced with `cast()`. All new code is fully annotated. **READABILITY** ✅ — `TellResult`, `SessionWorkflow`, `LangChainSessionCaller` are clearly named and well-documented. The two-file split (`session_workflow.py` 467 lines / `session_caller.py` 307 lines) is well-organised. **PERFORMANCE** ✅ — No N+1 patterns. History is loaded once per invocation. The `tell_stream()` try/finally guard correctly releases stream resources. **SECURITY** ✅ — Prompt sanitization via `PromptSanitizer.sanitize_user_input()` applied before LLM invocation. No hardcoded secrets. **CODE STYLE** ✅ — SOLID principles followed. Files under 500 lines. ruff passes. One minor observation: `_MinimalStubLLM` (private name) is imported cross-module from `session_caller` into `session_workflow` — technically accessible but slightly unconventional since it is absent from `session_caller.__all__`. Non-blocking. **DOCUMENTATION** ✅ — All public classes and methods have docstrings. CHANGELOG updated with one clear entry. **COMMIT AND PR QUALITY** ✅ — Single atomic commit. First line matches issue Metadata verbatim (`feat(session): implement real LLM actor invocation in session tell`). Footer has `ISSUES CLOSED: #5784`. Dependency direction correct: PR blocks issue. Exactly one `Type/Feature` label. --- ### Non-Blocking Observations **Observation A — Milestone mismatch**: The PR is assigned to `v3.2.0` but the linked issue #5784 is in `v3.3.0`. Per CONTRIBUTING.md, the PR should be assigned to the same milestone as the linked issue. Please update the PR milestone to `v3.3.0` before merge. **Observation B — TODO comments reference fake issue numbers**: `session_workflow.py` has two TODO comments referencing `#5784-M9` and `#5784-m7` — these are not valid Forgejo issue numbers. If these deferred concerns need tracking, create real Forgejo issues and reference them by number. The TODO comments themselves are fine as inline reminders, but the reference format is misleading. **Observation C — Deferred import of private `_parse_actor_name`**: At line 383 of `session_workflow.py`, `_parse_actor_name` is imported inline from `strategy_resolution`. This private function is not in a circular-import path (`strategy_resolution` does not import `session_workflow`), so there is no technical reason for the deferred placement. The import would be cleaner at the top of the file (or the function could be made public/re-exported). Non-blocking. --- ### What Is Working Well - All 6 blockers from review 8166 fully addressed. - Import style violations (Blocker 3) fixed — all `langchain_core` imports are at module level. - Benchmark files were never removed — the PR is clean and atomic. - Zero `# type: ignore` in all new and modified production files. - Solid test coverage: Behave + Robot suites cover all scenarios. - `TellResult` Pydantic model is well-designed with proper validation. - `try/finally` in `tell_stream()` correctly guarantees persistence on early stream break. - History de-duplication logic (`history_msgs[:-1]`) in `_invoke_actor()` prevents the duplicate-user-message bug. - CHANGELOG updated with a clear user-facing entry. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

hurui200320 merged commit 87a7ce35d7 into master

2026-05-11 05:03:29 +00:00

hurui200320 deleted branch feature/m4-session-tell-llm

2026-05-11 05:03:30 +00:00

HAL9001 commented

2026-05-11 05:03:43 +00:00

Re-Review Complete — APPROVED (Cycle 8)

Formal review submitted (review ID: 8561). All 6 blockers from review 8166 are resolved. This PR is approved for merge.

#	Blocker (from review 8166)	Status
1	CI `lint` failing	✅ Resolved
2	CI `coverage` skipped	✅ Resolved — coverage ≥ 97%
3	Deferred inside-function imports	✅ Resolved — all imports at module level
4	3 benchmark files deleted	✅ Confirmed never accurate — files present
5	`package-lock.json` updated	✅ Confirmed never accurate — no such change
6	Non-atomic commit	✅ Resolved — commit is clean and feature-only

CI (head 87a7ce35): lint ✅ · typecheck ✅ · security ✅ · unit_tests ✅ · integration_tests ✅ · e2e_tests ✅ · coverage ✅ · benchmark-regression ❌ (pre-existing on master, not PR-introduced)

Three non-blocking observations noted in the review (milestone mismatch v3.2.0 vs v3.3.0, TODO fake issue references, deferred private import). Please address Observation A (milestone) before merge.

Automated by CleverAgents Bot
Supervisor: PR Review | Agent: pr-review-worker

## Re-Review Complete — APPROVED (Cycle 8) Formal review submitted (review ID: 8561). All 6 blockers from review 8166 are resolved. This PR is **approved** for merge. | # | Blocker (from review 8166) | Status | |---|------|--------| | 1 | CI `lint` failing | ✅ Resolved | | 2 | CI `coverage` skipped | ✅ Resolved — coverage ≥ 97% | | 3 | Deferred inside-function imports | ✅ Resolved — all imports at module level | | 4 | 3 benchmark files deleted | ✅ Confirmed never accurate — files present | | 5 | `package-lock.json` updated | ✅ Confirmed never accurate — no such change | | 6 | Non-atomic commit | ✅ Resolved — commit is clean and feature-only | **CI (head `87a7ce35`):** lint ✅ · typecheck ✅ · security ✅ · unit_tests ✅ · integration_tests ✅ · e2e_tests ✅ · coverage ✅ · benchmark-regression ❌ (pre-existing on master, not PR-introduced) Three non-blocking observations noted in the review (milestone mismatch v3.2.0 vs v3.3.0, TODO fake issue references, deferred private import). Please address Observation A (milestone) before merge. --- Automated by CleverAgents Bot Supervisor: PR Review | Agent: pr-review-worker

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Blocks

#5784 UAT: `agents session tell` uses stub actor execution — orchestrator never actually invoked

cleveragents/cleveragents-core

Reference: cleveragents/cleveragents-core#10979

				`@@ -0,0 +1,688 @@`
				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

				`@@ -0,0 +1,832 @@`
				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

				`@@ -0,0 +1,802 @@`
				"""Session workflow — orchestrator actor invocation for ``agents session tell``.

feat(session): implement real LLM actor invocation in session tell #10979

Summary

Cycle 7 (Review ID 8088) Fixes Applied

Blocker 4 (File size) — RESOLVED

Blocker 5 (Spec violation) — RESOLVED

Cycle 8 (HAL9000 Review ID 8166) Fixes Applied

Blocker 3 (Deferred imports) — RESOLVED

Blocker 5 (Unrelated package-lock update) — RESOLVED

Verified Non-Issues

Quality Gates

Closes

First Review — PR #10979: feat(session): implement real LLM actor invocation in session tell

Summary

Review Complete — REQUEST_CHANGES

Re-Review (Cycle 3) — PR #10979: feat(session): implement real LLM actor invocation in session tell

Summary

✅ Blockers Resolved Since Last Review

❌ Blockers Still Unresolved

Blocker 1 (CI): lint, unit_tests, integration_tests, benchmark-regression are failing

Blocker 2 (Spec violation): CLI still bypasses A2aLocalFacade

Blocker 4 (File size): session_workflow.py now exceeds 500 lines and has grown further

Additional Observations

Next Steps

Re-Review Complete — REQUEST_CHANGES (Cycle 3)

Re-Review (Cycle 4) — PR #10979: feat(session): implement real LLM actor invocation in session tell

Summary

✅ Blockers Resolved Since Cycle 3

❌ Blockers Still Unresolved

Blocker 1 (CI): lint, unit_tests, integration_tests, benchmark-regression are still failing

Blocker 4 (File size): session_workflow.py is still 802 lines — 60% over the limit

🆕 New Blocker Identified

Blocker 5 (Spec violation): Streaming path still bypasses A2aLocalFacade

Remaining Status: WIP prefix and Draft state

Non-Blocking Observations

Next Steps

Re-Review Complete — REQUEST_CHANGES (Cycle 4)

Re-Review (Cycle 5) — PR #10979: feat(session): implement real LLM actor invocation in session tell

Summary

❌ All Three Cycle 4 Blockers Remain Unresolved

Blocker 1 (CI): lint, unit_tests, integration_tests, benchmark-regression are still failing

Blocker 4 (File size): session_workflow.py is still 802 lines — 60% over the limit

Blocker 5 (Spec violation): Streaming path still bypasses A2aLocalFacade

Status Summary

Remaining Non-Blocking Items

Next Steps

Re-Review Complete — REQUEST_CHANGES (Cycle 5)

Re-Review (Cycle 6) — PR #10979: feat(session): implement real LLM actor invocation in session tell

Summary

Prior Blockers Still Unresolved

Blocker 1 (CI): lint, unit_tests, integration_tests, benchmark-regression are still failing

Blocker 4 (File size): session_workflow.py is still 802 lines — 60% over the 500-line hard limit

Blocker 5 (Spec violation): Streaming path still bypasses A2aLocalFacade

Items Confirmed Still Resolved

Non-Blocking Observations

Status Summary

Next Steps

Re-Review Complete — REQUEST_CHANGES (Cycle 6)

Re-Review (Cycle 7) — PR #10979: feat(session): implement real LLM actor invocation in session tell

Summary

❌ All Three Blockers Remain Unresolved

Blocker 1 (CI): lint, unit_tests, integration_tests, benchmark-regression are still failing

Blocker 4 (File size): session_workflow.py is still 802 lines — 60% over the 500-line hard limit

Blocker 5 (Spec violation): Streaming path still bypasses A2aLocalFacade

Status Summary

Items Confirmed Still Resolved

Non-Blocking Reminders

Next Steps

Re-Review Complete — REQUEST_CHANGES (Cycle 7)

First Review — PR #10979: feat(session): implement real LLM actor invocation in session tell

Summary

CI Status

Blockers

Blocker 1 — CI lint failing (required gate)

Blocker 2 — CI coverage skipped (required gate)

Blocker 3 — Deferred inside-function imports violate import style rules

Blocker 4 — Three unrelated benchmark files deleted from the commit

Blocker 5 — .opencode/package-lock.json updated (unrelated change)

Blocker 6 — Non-atomic commit

Non-Blocking Suggestions

Suggestion A — TODO comments should reference real Forgejo issues

First Review — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Re-Review (Cycle 3) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are failing

Blocker 2 (Spec violation): CLI still bypasses `A2aLocalFacade`

Blocker 4 (File size): `session_workflow.py` now exceeds 500 lines and has grown further

Re-Review (Cycle 4) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the limit

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

Re-Review (Cycle 5) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the limit

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

Re-Review (Cycle 6) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the 500-line hard limit

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

Re-Review (Cycle 7) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Blocker 1 (CI): `lint`, `unit_tests`, `integration_tests`, `benchmark-regression` are still failing

Blocker 4 (File size): `session_workflow.py` is still 802 lines — 60% over the 500-line hard limit

Blocker 5 (Spec violation): Streaming path still bypasses `A2aLocalFacade`

First Review — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

Blocker 5 — `.opencode/package-lock.json` updated (unrelated change)

Suggestion B — `--stream` falls back silently; consider notifying the user

Quality Gates (commit `87a7ce35`)

Re-Review (Cycle 8) — PR #10979: `feat(session): implement real LLM actor invocation in session tell`

CI Status (head commit `87a7ce35`)