NousResearch/hermes-agent

Scheduler graceful-delivery exemption and budget-exhausted report delivery

Cluster 61631. Data as of

Nothing open on GitHub. Fix merged in #61900 on 10 Jul 2026. Check it covers your case.

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Yes. 4 related items grouped here, 1 issue already closed.
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A fix was merged to main in PR #61900. Check it covers your case. No release data is tracked.
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The maintainers' tracker marks this resolved, deciding PR #61900. That is separate from the fix event.
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The members center on one theme: the scheduler's graceful-delivery exemption appears to check an exit reason string (max_iterations_reached) that conversation_loop is said not to emit, so composed reports from budget-exhausted or verify-on-stop runs may not be delivered. One issue describes the mismatch, and three pull requests propose cron/scheduler changes to deliver or preserve those reports; their exact approaches and status are not established by the titles.

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Fixes on record

Merged to main. A stamp counts the issues a fix is linked to.

  • #61900 fix(cron): preserve reports across verification budget exhaustion

    merged to main

    files: agent/conversation_loop.py, agent/turn_finalizer.py, tests/agent/test_turn_finalizer_iteration_limit_exit.py, tests/run_agent/test_verification_continuation_budget.py

    Show the diff
    • agent/conversation_loop.py
      @@ -613,6 +613,11 @@ def run_conversation(
           truncated_response_parts: List[str] = []
           compression_attempts = 0
           _turn_exit_reason = "unknown"  # Diagnostic: why the loop ended
      +    # Last composed answer intentionally held back by a verification gate. If
      +    # that continuation consumes the remaining budget, this is the best
      +    # user-facing result available; it must not be confused with error or
      +    # recovery text produced by unrelated exit paths.
      +    _pending_verification_response = None
       
           # Per-turn tally of consecutive successful credential-pool token refreshes,
           # keyed by (provider, pool-entry-id). A persistent upstream 401 lets
      @@ -5099,6 +5104,10 @@ def _perform_api_call(next_api_kwargs):
                           }
                           messages.append(continue_msg)
                           agent._session_messages = messages
      +                    # An acknowledgment is explicitly non-final. Do not let its
      +                    # text suppress iteration-limit summarization if this
      +                    # continuation consumes the remaining budget.
      +                    final_response = None
                           continue
       
                       codex_ack_continuations = 0
      @@ -5173,6 +5182,12 @@ def _perform_api_call(next_api_kwargs):
                           # terminal. Keep a debug breadcrumb in agent.log for tracing.
                           logger.debug("verification stop-loop nudge issued (attempt %d)",
                                        agent._verification_stop_nudges)
      +                    # Keep the attempted answer only as an explicit fallback for
      +                    # continuation-budget exhaustion.  ``final_response`` itself
      +                    # must be cleared so the finalizer can distinguish this gate
      +                    # from unrelated error/recovery exits. (#61631)
      +                    _pending_verification_response = final_response
      +                    final_response = None
                           continue
       
                       # User verification-loop gate: when the agent edited code this
      @@ -5224,6 +5239,8 @@ def _perform_api_call(next_api_kwargs):
                           agent._session_messages = messages
                           logger.debug("pre_verify nudge issued (attempt %d)",
                                        agent._pre_verify_nudges)
      +                    _pending_verification_response = final_response
      +                    final_response = None
                           continue
       
                       messages.append(final_msg)
      @@ -5308,6 +5325,7 @@ def _perform_api_call(next_api_kwargs):
               original_user_message=original_user_message,
               _should_review_memory=_should_review_memory,
               _turn_exit_reason=_turn_exit_reason,
      +        _pending_verification_response=_pending_verification_response,
           )
       
       
    • agent/turn_finalizer.py
      @@ -42,6 +42,7 @@ def finalize_turn(
           original_user_message,
           _should_review_memory,
           _turn_exit_reason,
      +    _pending_verification_response=None,
       ):
           """Run the post-loop finalization and return the turn ``result`` dict.
       
      @@ -50,10 +51,35 @@ def finalize_turn(
           """
           from agent.conversation_loop import logger
       
      -    if final_response is None and (
      +    budget_exhausted = (
               api_call_count >= agent.max_iterations
               or agent.iteration_budget.remaining <= 0
      -    ):
      +    )
      +    budget_fallback_eligible = (
      +        budget_exhausted
      +        and not interrupted
      +        and not failed
      +        and str(_turn_exit_reason) in {"unknown", "budget_exhausted"}
      +    )
      +    continuation_budget_exhausted = (
      +        final_response is None
      +        and bool(_pending_verification_response)
      +        and budget_fallback_eligible
      +    )
      +
      +    iteration_limit_fallback = False
      +    preserved_verification_fallback = False
      +    if continuation_budget_exhausted:
      +        # A verification/continuation gate deliberately withheld a composed
      +        # answer, then consumed the remaining budget before producing a newer
      +        # one. Preserve that exact answer instead of replacing it with another
      +        # fallible model call. The explicit pending value is the provenance
      +        # guard: unrelated error/recovery exits can never enter this branch.
      +        final_response = _pending_verification_response
      +        _turn_exit_reason = f"max_iterations_reached({api_call_count}/{agent.max_iterations})"
      +        iteration_limit_fallback = True
      +        preserved_verification_fallback = True
      +    elif final_response is None and budget_fallback_eligible:
               # Budget exhausted — ask the model for a summary via one extra
               # API call with tools stripped.  _handle_max_iterations injects a
               # user message and makes a single toolless request.
      @@ -68,20 +94,18 @@ def finalize_turn(
                       "— requesting summary..."
                   )
               final_response = agent._handle_max_iterations(messages, api_call_count)
      +        iteration_limit_fallback = True
       
      +    if iteration_limit_fallback:
               # If running as a kanban worker, signal the dispatcher that the
               # worker could not complete (rather than treating it as a
      -        # protocol violation).  The agent loop strips tools before calling
      -        # _handle_max_iterations, so the model cannot call kanban_block
      -        # itself — we must do it on its behalf.
      +        # protocol violation). This applies whether the user-facing fallback
      +        # came from the summary call or an explicitly pending continuation;
      +        # both exhausted the task budget and must advance the failure circuit.
               #
               # We route through ``_record_task_failure(outcome="timed_out")``
      -        # rather than ``kanban_block`` so this counts toward the
      -        # ``consecutive_failures`` counter and the dispatcher's
      -        # ``failure_limit`` circuit breaker (#29747 gap 2).  Without this,
      -        # a task whose worker keeps exhausting its budget would block
      -        # silently each run, get auto-promoted by the operator (or never
      -        # surface), and re-block in an endless loop with no signal.
      +        # rather than ``kanban_block`` so this counts toward the dispatcher's
      +        # consecutive-failure circuit breaker (#29747 gap 2).
               _kanban_task = os.environ.get("HERMES_KANBAN_TASK")
               if _kanban_task:
                   try:
      @@ -304,6 +328,7 @@ def finalize_turn(
                       # truncated partial (the "The" case from #34452).
                       _is_partial_fragment = (
                           not _is_empty_terminal
      +                    and not preserved_verification_fallback
                           and not str(_turn_exit_reason).startswith("text_response")
                           and len(_stripped) <= 24
                           and _stripped[-1:] not in {".", "!", "?", "。", "!", "?", "`", ")"}
    • tests/agent/test_turn_finalizer_iteration_limit_exit.py
      @@ -0,0 +1,298 @@
      +"""Regression tests for iteration-limit exit normalization (#61631)."""
      +
      +from types import SimpleNamespace
      +from unittest.mock import MagicMock
      +
      +import pytest
      +
      +from agent.turn_finalizer import finalize_turn
      +
      +
      +class _LimitAgent:
      +    def __init__(
      +        self,
      +        *,
      +        max_iterations=60,
      +        budget_remaining=0,
      +        completion_explainer=False,
      +    ):
      +        self.max_iterations = max_iterations
      +        self.iteration_budget = SimpleNamespace(
      +            remaining=budget_remaining, used=max_iterations, max_total=max_iterations
      +        )
      +        self.quiet_mode = True
      +        self.model = "test-model"
      +        self.provider = "test-provider"
      +        self.base_url = ""
      +        self.session_id = "sess-test"
      +        self.context_compressor = SimpleNamespace(last_prompt_tokens=0)
      +        self.session_input_tokens = 0
      +        self.session_output_tokens = 0
      +        self.session_cache_read_tokens = 0
      +        self.session_cache_write_tokens = 0
      +        self.session_reasoning_tokens = 0
      +        self.session_prompt_tokens = 0
      +        self.session_completion_tokens = 0
      +        self.session_total_tokens = 0
      +        self.session_estimated_cost_usd = 0
      +        self.session_cost_status = "unknown"
      +        self.session_cost_source = "test"
      +        self._tool_guardrail_halt_decision = None
      +        self._interrupt_message = None
      +        self._response_was_previewed = False
      +        self._skill_nudge_interval = 0
      +        self._iters_since_skill = 0
      +        self.valid_tool_names = []
      +        self.persisted_messages = None
      +        self._handle_max_iterations_called = False
      +        self._completion_explainer = completion_explainer
      +
      +    def _handle_max_iterations(self, messages, api_call_count):
      +        self._handle_max_iterations_called = True
      +        return "summary from extra call"
      +
      +    def _emit_status(self, *_args, **_kwargs):
      +        pass
      +
      +    def _safe_print(self, *_args, **_kwargs):
      +        pass
      +
      +    def _save_trajectory(self, *_args, **_kwargs):
      +        pass
      +
      +    def _cleanup_task_resources(self, *_args, **_kwargs):
      +        pass
      +
      +    def _drop_trailing_empty_response_scaffolding(self, messages):
      +        pass
      +
      +    def _persist_session(self, messages, conversation_history):
      +        self.persisted_messages = list(messages)
      +
      +    def _file_mutation_verifier_enabled(self):
      +        return False
      +
      +    def _turn_completion_explainer_enabled(self):
      +        return self._completion_explainer
      +
      +    def _format_turn_completion_explanation(self, _reason):
      +        return "iteration-limit explanation"
      +
      +    def _drain_pending_steer(self):
      +        return None
      +
      +    def clear_interrupt(self):
      +        pass
      +
      +    def _sync_external_memory_for_turn(self, **_kwargs):
      +        pass
      +
      +
      +def _finalize(
      +    agent,
      +    *,
      +    final_response,
      +    exit_reason,
      +    api_call_count=60,
      +    pending_verification_response=None,
      +):
      +    return finalize_turn(
      +        agent,
      +        final_response=final_response,
      +        api_call_count=api_call_count,
      +        interrupted=False,
      +        failed=False,
      +        messages=[{"role": "user", "content": "task"}],
      +        conversation_history=[],
      +        effective_task_id="task",
      +        turn_id="turn",
      +        user_message="task",
      +        original_user_message="task",
      +        _should_review_memory=False,
      +        _turn_exit_reason=exit_reason,
      +        _pending_verification_response=pending_verification_response,
      +    )
      +
      +
      +def test_pending_verify_response_is_preserved_for_cron_delivery(monkeypatch):
      +    """A held-back verification response survives last-turn exhaustion."""
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent()
      +    report = "complete cron report body"
      +
      +    result = _finalize(
      +        agent,
      +        final_response=None,
      +        exit_reason="unknown",
      +        pending_verification_response=report,
      +    )
      +
      +    assert result["final_response"] == report
      +    assert result["turn_exit_reason"] == "max_iterations_reached(60/60)"
      +    assert agent._handle_max_iterations_called is False
      +
      +
      +def test_pending_pre_verify_response_is_preserved_on_budget_exhaustion(monkeypatch):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent()
      +    report = "budget exhausted but complete"
      +
      +    result = _finalize(
      +        agent,
      +        final_response=None,
      +        exit_reason="budget_exhausted",
      +        pending_verification_response=report,
      +    )
      +
      +    assert result["final_response"] == report
      +    assert result["turn_exit_reason"] == "max_iterations_reached(60/60)"
      +    assert agent._handle_max_iterations_called is False
      +
      +
      +def test_empty_pending_verification_response_uses_summary_fallback(monkeypatch):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent()
      +
      +    result = _finalize(
      +        agent,
      +        final_response=None,
      +        exit_reason="unknown",
      +        pending_verification_response="",
      +    )
      +
      +    assert result["final_response"] == "summary from extra call"
      +    assert result["turn_exit_reason"] == "max_iterations_reached(60/60)"
      +    assert agent._handle_max_iterations_called is True
      +
      +
      +def test_short_generated_summary_keeps_abnormal_turn_explainer(monkeypatch):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent(completion_explainer=True)
      +    agent._handle_max_iterations = lambda *_args: "The"
      +
      +    result = _finalize(agent, final_response=None, exit_reason="unknown")
      +
      +    assert result["final_response"] == "The\n\niteration-limit explanation"
      +
      +
      +def test_short_preserved_verification_response_is_not_rewritten(monkeypatch):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent(completion_explainer=True)
      +
      +    result = _finalize(
      +        agent,
      +        final_response=None,
      +        exit_reason="unknown",
      +        pending_verification_response="The",
      +    )
      +
      +    assert result["final_response"] == "The"
      +
      +
      +def test_text_response_exit_not_rewritten_at_iteration_limit(monkeypatch):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent(budget_remaining=5)
      +    exit_reason = "text_response(finish_reason=stop)"
      +
      +    result = _finalize(
      +        agent,
      +        final_response="normal answer",
      +        exit_reason=exit_reason,
      +        api_call_count=59,
      +    )
      +
      +    assert result["turn_exit_reason"] == exit_reason
      +    assert agent._handle_max_iterations_called is False
      +
      +
      [redacted:email](
      +    "exit_reason",
      +    [
      +        "error_near_max_iterations(boom)",
      +        "guardrail_halt",
      +        "partial_stream_recovery",
      +        "fallback_prior_turn_content",
      +        "empty_response_exhausted",
      +    ],
      +)
      +def test_unrelated_non_success_response_is_not_reclassified(monkeypatch, exit_reason):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent()
      +
      +    result = _finalize(
      +        agent,
      +        final_response="diagnostic or partial content",
      +        exit_reason=exit_reason,
      +    )
      +
      +    assert result["turn_exit_reason"] == exit_reason
      +    assert result["completed"] is False
      +    assert agent._handle_max_iterations_called is False
      +
      +
      [redacted:email](
      +    ("exit_reason", "interrupted", "failed"),
      +    [
      +        ("interrupted_by_user", True, False),
      +        ("all_retries_exhausted_no_response", False, False),
      +        ("provider_failure", False, True),
      +    ],
      +)
      +def test_pending_response_does_not_mask_later_terminal_exit(
      +    monkeypatch, exit_reason, interrupted, failed
      +):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    agent = _LimitAgent()
      +
      +    result = finalize_turn(
      +        agent,
      +        final_response=None,
      +        api_call_count=60,
      +        interrupted=interrupted,
      +        failed=failed,
      +        messages=[{"role": "user", "content": "task"}],
      +        conversation_history=[],
      +        effective_task_id="task",
      +        turn_id="turn",
      +        user_message="task",
      +        original_user_message="task",
      +        _should_review_memory=False,
      +        _turn_exit_reason=exit_reason,
      +        _pending_verification_response="stale premature report",
      +    )
      +
      +    assert result["final_response"] is None
      +    assert result["turn_exit_reason"] == exit_reason
      +    assert result["completed"] is False
      +    assert agent._handle_max_iterations_called is False
      +
      +
      +def test_pending_response_records_kanban_timeout(monkeypatch):
      +    monkeypatch.setattr("hermes_cli.plugins.invoke_hook", lambda *_a, **_kw: [])
      +    monkeypatch.setenv("HERMES_KANBAN_TASK", "task-123")
      +    record = MagicMock(name="record_task_failure")
      +    conn = SimpleNamespace(close=lambda: None)
      +    monkeypatch.setattr("hermes_cli.kanban_db.connect", lambda: conn)
      +    monkeypatch.setattr("hermes_cli.kanban_db._record_task_failure", record)
      +    agent = _LimitAgent()
      +
      +    result = _finalize(
      +        agent,
      +        final_response=None,
      +        exit_reason="unknown",
      +        pending_verification_response="composed report",
      +    )
      +
      +    assert result["turn_exit_reason"] == "max_iterations_reached(60/60)"
      +    record.assert_called_once_with(
      +        conn,
      +        "task-123",
      +        error=(
      +            "Iteration budget exhausted (60/60) — task could not complete "
      +            "within the allowed iterations"
      +        ),
      +        outcome="timed_out",
      +        release_claim=True,
      +        end_run=True,
      +        event_payload_extra={"budget_used": 60, "budget_max": 60},
      +    )
    • tests/run_agent/test_verification_continuation_budget.py
      @@ -0,0 +1,146 @@
      +"""End-to-end regression coverage for verification budget exhaustion (#61631)."""
      +
      +from types import SimpleNamespace
      +from unittest.mock import MagicMock, patch
      +
      +import pytest
      +
      +from run_agent import AIAgent
      +
      +
      +def _response(content="composed report"):
      +    message = SimpleNamespace(content=content, tool_calls=None)
      +    return SimpleNamespace(
      +        choices=[SimpleNamespace(message=message, finish_reason="stop")],
      +        model="test/model",
      +        usage=None,
      +    )
      +
      +
      [redacted:email]
      +def agent(tmp_path, monkeypatch):
      +    monkeypatch.setenv("HERMES_HOME", str(tmp_path / ".hermes"))
      +    with (
      +        patch("run_agent.get_tool_definitions", return_value=[]),
      +        patch("run_agent.check_toolset_requirements", return_value={}),
      +        patch("run_agent.OpenAI"),
      +    ):
      +        instance = AIAgent(
      +            session_id="verify-budget-test",
      +            api_key="[redacted:secret-assignment]",
      +            base_url="https://example.invalid/v1",
      +            provider="openai-compat",
      +            model="test/model",
      +            max_iterations=1,
      +            quiet_mode=True,
      +            skip_context_files=True,
      +            skip_memory=True,
      +        )
      +    instance._cached_system_prompt = "stable test prompt"
      +    instance._session_db = None
      +    instance._session_json_enabled = False
      +    instance.save_trajectories = False
      +    instance.compression_enabled = False
      +    instance._cleanup_task_resources = lambda *_a, **_kw: None
      +    instance._save_trajectory = lambda *_a, **_kw: None
      +    return instance
      +
      +
      +def _assert_pending_response_survives(agent, result):
      +    assert result["final_response"] == "composed report"
      +    assert result["turn_exit_reason"] == "max_iterations_reached(1/1)"
      +    assert result["completed"] is False
      +    assert agent._handle_max_iterations.call_count == 0
      +    assert [message["role"] for message in result["messages"]] == [
      +        "user",
      +        "assistant",
      +        "user",
      +        "assistant",
      +    ]
      +
      +
      +def test_verify_on_stop_preserves_composed_report_at_budget_limit(agent, monkeypatch):
      +    def model_call(_api_kwargs):
      +        agent._turn_file_mutation_paths = {"changed.py"}
      +        return _response()
      +
      +    agent._interruptible_api_call = model_call
      +    agent._handle_max_iterations = MagicMock(return_value="replacement summary")
      +    monkeypatch.setenv("HERMES_VERIFY_ON_STOP", "1")
      +
      +    with (
      +        patch("agent.verification_stop.build_verify_on_stop_nudge", return_value="verify it"),
      +        patch("hermes_cli.plugins.invoke_hook", return_value=[]),
      +    ):
      +        result = agent.run_conversation("edit changed.py")
      +
      +    _assert_pending_response_survives(agent, result)
      +    assert result["messages"][1]["_verification_stop_synthetic"] is True
      +    assert result["messages"][2]["_verification_stop_synthetic"] is True
      +
      +
      +def test_pre_verify_preserves_composed_report_at_budget_limit(agent, monkeypatch):
      +    def model_call(_api_kwargs):
      +        agent._turn_file_mutation_paths = {"changed.py"}
      +        return _response()
      +
      +    agent._interruptible_api_call = model_call
      +    agent._handle_max_iterations = MagicMock(return_value="replacement summary")
      +    monkeypatch.setenv("HERMES_VERIFY_ON_STOP", "0")
      +
      +    with (
      +        patch("hermes_cli.plugins.has_hook", side_effect=lambda name: name == "pre_verify"),
      +        patch(
      +            "hermes_cli.plugins.get_pre_verify_continue_message",
      +            return_value="run project tests",
      +        ),
      +        patch("agent.verify_hooks.max_verify_nudges", return_value=2),
      +        patch("hermes_cli.plugins.invoke_hook", return_value=[]),
      +    ):
      +        result = agent.run_conversation("edit changed.py")
      +
      +    _assert_pending_response_survives(agent, result)
      +    assert result["messages"][1]["_pre_verify_synthetic"] is True
      +    assert result["messages"][2]["_pre_verify_synthetic"] is True
      +
      +
      +def test_intermediate_ack_uses_summary_instead_of_premature_text(agent, monkeypatch):
      +    agent.valid_tool_names = ["web_search"]
      +    agent._intent_ack_continuation = True
      +    agent._looks_like_codex_intermediate_ack = MagicMock(return_value=True)
      +    agent._interruptible_api_call = lambda _kwargs: _response("I'll inspect the files now")
      +    agent._handle_max_iterations = MagicMock(return_value="verified summary.")
      +    monkeypatch.setenv("HERMES_VERIFY_ON_STOP", "0")
      +
      +    with (
      +        patch("hermes_cli.plugins.has_hook", return_value=False),
      +        patch("hermes_cli.plugins.invoke_hook", return_value=[]),
      +    ):
      +        result = agent.run_conversation("inspect /tmp/project")
      +
      +    assert result["final_response"] == "verified summary."
      +    assert result["turn_exit_reason"] == "max_iterations_reached(1/1)"
      +    agent._handle_max_iterations.assert_called_once()
      +
      +
      +def test_later_verified_response_supersedes_pending_report(agent, monkeypatch):
      +    agent.max_iterations = 2
      +    agent.iteration_budget.max_total = 2
      +    answers = iter([_response("premature report"), _response("verified final report")])
      +    agent._interruptible_api_call = lambda _kwargs: next(answers)
      +    agent._handle_max_iterations = MagicMock(return_value="replacement summary")
      +    monkeypatch.setenv("HERMES_VERIFY_ON_STOP", "1")
      +
      +    with (
      +        patch(
      +            "agent.verification_stop.build_verify_on_stop_nudge",
      +            side_effect=["verify it", None],
      +        ),
      +        patch("hermes_cli.plugins.invoke_hook", return_value=[]),
      +    ):
      +        result = agent.run_conversation("edit changed.py")
      +
      +    assert result["final_response"] == "verified final report"
      +    assert result["turn_exit_reason"] == "text_response(finish_reason=stop)"
      +    assert result["completed"] is True
      +    agent._handle_max_iterations.assert_not_called()

2 PRs closed without merging

From the close comments: merged via another change 1 · partial fix 1

  • #61636 fix(scheduler): match conversation_loop exit reasons in graceful-delivery exemption · partial fix
  • #61721 fix(cron): deliver composed report when verify-on-stop exhausts budget · merged via another change → #61900
Closed issues · 1
  • Closed#61631Scheduler's graceful-delivery exemption checks for exit reason max_iterations_reached(, which conversation_loop never emits — budget-exhausted runs lose their composed reports
How this cluster was grouped
  • Link evidence (structural links throughout): every member is connected by structural evidence: shared changed files, or a closing/superseded reference.
  • Pairwise link density 0.50: the share of item pairs that carry a link, counting a structural link in full and a relevance-only link at 0.36. 1.00 means every pair is linked.

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At a glance

Merged PRs
#61900
Closed issues
1
Attempts
2 PRs closed without merging
Fix link checked
10 Jul 2026

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