Show eval template commands in Krea2 report

docs/sxcp-eval-loop.md

@@ -81,7 +81,9 @@ python tools/krea2_tuning_report.py
 The report includes atlas references plus prompt cues and avoid cues for the
 next fixed-seed test candidate. It also shows the latest durable evidence for
 variants that already have fixed-seed results, including the evidence id, seed,
-decision, candidate prompt summary, and observation.
+decision, candidate prompt summary, and observation. For each normal next-test
+candidate, it prints a `krea2_record_eval.py --print-template` command; replace
+`<fixed_seed>` with the seed from the run you are recording.
 
 ## Optional Command Hook
 

krea2_tuning_report.py

@@ -228,6 +228,21 @@ def next_test_plans() -> list[dict[str, Any]]:
     return plans
 
 
+def next_eval_template_commands(*, seed_token: str = "<fixed_seed>") -> list[dict[str, str]]:
+    commands: list[dict[str, str]] = []
+    for plan in next_test_plans():
+        key = str(plan.get("key") or "")
+        if not key:
+            continue
+        commands.append(
+            {
+                "key": key,
+                "command": f"python tools/krea2_record_eval.py --print-template --variant-key {key} --seed {seed_token}",
+            }
+        )
+    return commands
+
+
 def markdown_report(atlas_root: str | Path | None = None) -> str:
     lines = [
         "# Krea2 Pose Variant Coverage",
@@ -264,6 +279,11 @@ def markdown_report(atlas_root: str | Path | None = None) -> str:
                 *[f"- {key}" for key in summary["next_test_candidates"]],
             ]
         )
+    template_commands = next_eval_template_commands()
+    if template_commands:
+        lines.extend(["", "## Eval Entry Template Commands", ""])
+        for command in template_commands:
+            lines.append(f"- {command['key']}: `{command['command']}`")
     stronger_control_rows = [row for row in coverage_rows() if row.get("coverage_state") == "needs_stronger_control"]
     if stronger_control_rows:
         lines.extend(["", "## Stronger Control Cases", ""])

tools/prompt_smoke.py

@@ -7195,6 +7195,23 @@ def smoke_krea2_tuning_report_policy() -> None:
         "pov_sixty_nine_close_reversed_oral" not in [plan.get("key") for plan in plans],
         "Unstable sixty-nine route should not be queued as a normal fixed-seed candidate",
     )
+    template_commands = krea2_tuning_report.next_eval_template_commands(seed_token="$SEED")
+    _expect(
+        [command.get("key") for command in template_commands]
+        == [plan.get("key") for plan in plans],
+        "Krea2 eval template commands should follow normal next-test candidates",
+    )
+    first_template_command = template_commands[0]
+    _expect(first_template_command.get("key") == "pov_ballsucking_low_head", "First eval template command should target first next-test variant")
+    _expect(
+        "python tools/krea2_record_eval.py --print-template" in str(first_template_command.get("command") or ""),
+        "Krea2 eval template command should use the validated recorder",
+    )
+    _expect("--seed $SEED" in str(first_template_command.get("command") or ""), "Krea2 eval template command should preserve seed placeholder")
+    _expect(
+        "pov_sixty_nine_close_reversed_oral" not in " ".join(str(command.get("command") or "") for command in template_commands),
+        "Krea2 eval template commands should exclude low-priority stronger-control routes",
+    )
     _expect(
         [plan.get("key") for plan in plans]
         == [
@@ -7417,6 +7434,9 @@ def smoke_krea2_tuning_report_policy() -> None:
     _expect("hardest" in markdown, "Krea2 tuning report markdown lost hardest-route marker")
     _expect("low priority" in markdown, "Krea2 tuning report markdown lost low-priority marker")
     _expect("pose_or_image_guidance_first" in markdown, "Krea2 tuning report markdown lost control-first marker")
+    _expect("## Eval Entry Template Commands" in markdown, "Krea2 tuning report markdown lost eval template command section")
+    _expect("python tools/krea2_record_eval.py --print-template" in markdown, "Krea2 tuning report markdown lost recorder template command")
+    _expect("--seed <fixed_seed>" in markdown, "Krea2 tuning report markdown lost fixed-seed placeholder")
     _expect("pov_ballsucking_low_head" in markdown, "Krea2 tuning report markdown lost candidate variant")
     _expect("pov_footjob_frontal_sole_stroke" in markdown, "Krea2 tuning report markdown lost footjob candidate variant")
     _expect("pov_fingering_reclined_open_thighs" in markdown, "Krea2 tuning report markdown lost fingering candidate variant")