diff --git a/docs/sxcp-eval-loop.md b/docs/sxcp-eval-loop.md
index d5364c3..b48c56c 100644
--- a/docs/sxcp-eval-loop.md
+++ b/docs/sxcp-eval-loop.md
@@ -50,6 +50,9 @@ testing, run:
 python tools/krea2_tuning_report.py
 ```
 
+The report includes atlas references plus prompt cues and avoid cues for the
+next fixed-seed test candidate.
+
 ## Optional Command Hook
 
 If you have a one-shot Codex command you want to run automatically, set:
diff --git a/krea2_tuning_report.py b/krea2_tuning_report.py
index bcfdad7..7a0d639 100644
--- a/krea2_tuning_report.py
+++ b/krea2_tuning_report.py
@@ -66,6 +66,34 @@ def coverage_summary() -> dict[str, Any]:
     }
 
 
+def next_test_plans() -> list[dict[str, Any]]:
+    rows_by_key = {str(row.get("key")): row for row in coverage_rows()}
+    plans: list[dict[str, Any]] = []
+    for key in coverage_summary()["next_test_candidates"]:
+        variant = krea2_pose_variant_catalog.get_variant(key)
+        if not variant:
+            continue
+        row = rows_by_key.get(key, {})
+        evidence = variant.get("evidence") or {}
+        plans.append(
+            {
+                "key": key,
+                "family": variant.get("family") or "",
+                "action_family": variant.get("action_family") or "",
+                "status": variant.get("status") or "",
+                "coverage_state": row.get("coverage_state") or "",
+                "canonical_geometry": variant.get("canonical_geometry") or "",
+                "prompt_cues": list(variant.get("prompt_cues") or []),
+                "avoid_cues": list(variant.get("avoid_cues") or []),
+                "reference_paths": [str(path) for path in krea2_pose_variant_catalog.reference_paths(key)],
+                "generator_hook": variant.get("generator_hook") or {},
+                "guide_section": evidence.get("guide_section") or "",
+                "notes": evidence.get("notes") or "",
+            }
+        )
+    return plans
+
+
 def markdown_report() -> str:
     lines = [
         "# Krea2 Pose Variant Coverage",
@@ -87,5 +115,21 @@ def markdown_report() -> str:
                 *[f"- {key}" for key in summary["next_test_candidates"]],
             ]
         )
+    plans = next_test_plans()
+    if plans:
+        lines.extend(["", "## Next Test Plans"])
+        for plan in plans:
+            lines.extend(
+                [
+                    "",
+                    f"### {plan['key']}",
+                    "",
+                    f"- Geometry: {plan['canonical_geometry']}",
+                    f"- References: {', '.join(plan['reference_paths']) or 'none'}",
+                    "- Prompt cues:",
+                    *[f"  - {cue}" for cue in plan["prompt_cues"]],
+                    "- Avoid cues:",
+                    *[f"  - {cue}" for cue in plan["avoid_cues"]],
+                ]
+            )
     return "\n".join(lines)
-
diff --git a/tools/prompt_smoke.py b/tools/prompt_smoke.py
index 197bdd5..0fb4c2b 100644
--- a/tools/prompt_smoke.py
+++ b/tools/prompt_smoke.py
@@ -6863,9 +6863,26 @@ def smoke_krea2_tuning_report_policy() -> None:
         summary.get("variants_without_accepted_evidence") == ["pov_ballsucking_low_head"],
         f"Krea2 tuning report missing-evidence set changed: {summary.get('variants_without_accepted_evidence')}",
     )
+    plans = krea2_tuning_report.next_test_plans()
+    _expect([plan.get("key") for plan in plans] == ["pov_ballsucking_low_head"], "Krea2 tuning report next plans changed")
+    ballsucking_plan = plans[0]
+    _expect(
+        "woman bends forward and kneels very low" in " ".join(ballsucking_plan.get("prompt_cues") or []),
+        "Ballsucking test plan lost atlas-backed prompt cue",
+    )
+    _expect(
+        "mid-height head placement" in " ".join(ballsucking_plan.get("avoid_cues") or []),
+        "Ballsucking test plan lost avoid cue",
+    )
+    _expect(
+        any(str(path).endswith("ballsucking/101_ballsucking.png") for path in ballsucking_plan.get("reference_paths") or []),
+        "Ballsucking test plan lost atlas reference path",
+    )
     markdown = krea2_tuning_report.markdown_report()
     _expect("pov_ballsucking_low_head" in markdown, "Krea2 tuning report markdown lost candidate variant")
     _expect("needs_fixed_seed_tests" in markdown, "Krea2 tuning report markdown lost coverage state")
+    _expect("Prompt cues" in markdown, "Krea2 tuning report markdown lost next-test cue section")
+    _expect("Avoid cues" in markdown, "Krea2 tuning report markdown lost next-test avoid section")
 
 
 def smoke_krea_pov_penetration_route() -> None: