[argus] lead_agent/prompt: add <debugging_when_stuck> block

Smaller models (e.g. Qwen3-27B) tend to apply progressively weaker
fixes to the same suspect area when their initial mental model of a
bug is wrong, eventually rewriting from scratch and introducing new
bugs. Frontier models tend to step back and instrument when the
observable result doesn't change between fixes; smaller models often
don't have that instinct.

The new <debugging_when_stuck> block sits next to <file_editing>
inside <working_directory> and gives an explicit decision rule:

  1. Two failed fixes that didn't change the observable result is a
     signal that the model of the bug is wrong, not a reason to keep
     guessing.
  2. Instrument first, fix second — add logging, inspect compile/link
     status, intermediate values, draw counts.
  3. If instrumentation doesn't pinpoint it, reduce the test surface
     to the simplest version that should still fail and add
     complexity back one piece at a time. Do not rewrite from scratch
     as a debugging strategy.

Adds a test asserting block presence, contents, and placement after
<file_editing> within <working_directory>.

PR-candidate: maybe
Upstream-issue: none
Reason: Like the <file_editing> block, this is opinionated phrasing
        targeting a specific observed failure mode. Worth proposing
        upstream after we have data on whether it actually changes
        agent behaviour on a similar reproduction.

Author: Nichol4s

backend/packages/harness/deerflow/agents/lead_agent/prompt.py

@@ -478,6 +478,18 @@ def _build_subagent_section(max_concurrent: int, *, app_config: AppConfig | None
 
 **For deliverables in `/mnt/user-data/outputs`:** write the file once with `write_file`. If you find a bug after writing, use `str_replace` to fix in place. Do not re-run a HEREDOC `cat > ...` to rewrite the whole file.
 </file_editing>
+<debugging_when_stuck>
+**Two failed fixes in a row that don't change the observable result is a signal — your model of the bug is wrong.**
+A third blind fix is the most expensive thing you can do: it costs tokens, takes time, and probably won't work either. Stop fixing and start instrumenting.
+
+**Instrument first, fix second.** Add `console.log` / `print` for the values you're assuming.
+Inspect program/shader compile status, return codes, intermediate variables, draw counts. Read the new output before the next code change.
+The bug is almost always somewhere your assumptions don't reach — you find it by widening the lens, not by tweaking the same area harder.
+
+**If instrumentation doesn't pinpoint it, reduce the test surface.** Replace the complex artifact with the simplest version that should still fail.
+If the simple version works, add complexity back one piece at a time until it breaks. The first piece that breaks it is your bug.
+**Do not "rewrite from scratch" as a debugging strategy** — rewriting hides the bug rather than finding it, and usually introduces new ones.
+</debugging_when_stuck>
 </working_directory>
 
 <response_style>

backend/tests/test_lead_agent_prompt.py

@@ -255,6 +255,41 @@ def test_apply_prompt_template_includes_file_editing_block(monkeypatch):
     assert wd_open < fe_open < wd_close
 
 
+def test_apply_prompt_template_includes_debugging_when_stuck_block(monkeypatch):
+    """The <debugging_when_stuck> block must be present in the rendered system
+    prompt so smaller models that lack the instinct to instrument-when-stuck
+    have an explicit decision rule to fall back on. Without it, models tend
+    to apply progressively weaker fixes to the same suspect area instead of
+    widening the diagnostic lens, eventually rewriting from scratch and
+    introducing new bugs.
+    """
+    config = SimpleNamespace(
+        sandbox=SimpleNamespace(mounts=[]),
+        skills=SimpleNamespace(container_path="/mnt/skills"),
+    )
+    monkeypatch.setattr("deerflow.config.get_app_config", lambda: config)
+    monkeypatch.setattr(prompt_module, "_get_enabled_skills", lambda: [])
+    monkeypatch.setattr(prompt_module, "get_deferred_tools_prompt_section", lambda: "")
+    monkeypatch.setattr(prompt_module, "_build_acp_section", lambda: "")
+    monkeypatch.setattr(prompt_module, "_get_memory_context", lambda agent_name=None: "")
+    monkeypatch.setattr(prompt_module, "get_agent_soul", lambda agent_name=None: "")
+
+    prompt = prompt_module.apply_prompt_template()
+
+    assert "<debugging_when_stuck>" in prompt
+    assert "</debugging_when_stuck>" in prompt
+    # Three core principles must all be present
+    assert "Two failed fixes in a row" in prompt
+    assert "Instrument first, fix second" in prompt
+    assert "reduce the test surface" in prompt
+    # The block must sit inside <working_directory> and after <file_editing>
+    wd_open = prompt.index("<working_directory")
+    wd_close = prompt.index("</working_directory>")
+    fe_close = prompt.index("</file_editing>")
+    dws_open = prompt.index("<debugging_when_stuck>")
+    assert wd_open < fe_close < dws_open < wd_close
+
+
 def test_refresh_skills_system_prompt_cache_async_reloads_immediately(monkeypatch, tmp_path):
     def make_skill(name: str) -> Skill:
         skill_dir = tmp_path / name