diff --git a/.kiro/specs/harnessx-removal/tasks.md b/.kiro/specs/harnessx-removal/tasks.md
index 4a2837e..c4ed7a6 100644
--- a/.kiro/specs/harnessx-removal/tasks.md
+++ b/.kiro/specs/harnessx-removal/tasks.md
@@ -31,7 +31,7 @@ and passed its fixture test. Every task is a commit gated on the full suite's ow
     unchanged.
   - _Requirements: 6.2, 6.4_
 
-- [ ] 4. The loop as a plane Run
+- [x] 4. The loop as a plane Run
   - Tasks `alerts`, `measure`, `propose`, `improve` (no Model, zero budget); `--loop` Run generation; fixed-pin
     Workspaces; the gate's verdict in `<run>/loop-improve/gate.json`; adoption stays a maintainer commit.
   - Fixture tests with the fake ax; one live loop Run on the local ax recorded (no model spend beyond the verify
diff --git a/benchmarks/measurements/2026-09-08-module-audit.json b/benchmarks/measurements/2026-09-08-module-audit.json
index df40b79..cc4ed93 100644
--- a/benchmarks/measurements/2026-09-08-module-audit.json
+++ b/benchmarks/measurements/2026-09-08-module-audit.json
@@ -1,7 +1,7 @@
 {
-  "modules": 135,
+  "modules": 137,
   "counts": {
-    "load_bearing": 126,
+    "load_bearing": 128,
     "standalone_capability": 9
   },
   "orphaned": [],
@@ -27,7 +27,8 @@
         "improve.evolve",
         "map_gate",
         "mcp",
-        "pairs"
+        "pairs",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -232,6 +233,7 @@
         "model.ladder",
         "model.report",
         "pairs",
+        "plane.tasks.alerts",
         "rank",
         "regress.candidate",
         "reports",
@@ -258,7 +260,8 @@
       "classification": "load_bearing",
       "reason": "entry point",
       "importers": [
-        "cli"
+        "cli",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -314,7 +317,8 @@
       "importers": [
         "cli",
         "improve.evolve",
-        "improve.memory"
+        "improve.memory",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -322,7 +326,8 @@
       "classification": "load_bearing",
       "reason": "reachable from gate, map_gate, pair_gate or the CLI",
       "importers": [
-        "improve"
+        "improve",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -332,7 +337,8 @@
       "importers": [
         "improve",
         "improve.evolve",
-        "improve.memory"
+        "improve.memory",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -341,7 +347,8 @@
       "reason": "reachable from gate, map_gate, pair_gate or the CLI",
       "importers": [
         "cli",
-        "improve.evolve"
+        "improve.evolve",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -351,7 +358,8 @@
       "importers": [
         "improve",
         "improve.evolve",
-        "improve.memory"
+        "improve.memory",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -381,6 +389,7 @@
         "map_gate",
         "model.scan",
         "pairs",
+        "plane.tasks.alerts",
         "preprocess",
         "push.runner",
         "stage_processors"
@@ -666,7 +675,8 @@
         "improve.evolve",
         "improve.memory",
         "model.candidates",
-        "pair_gate"
+        "pair_gate",
+        "plane.tasks.loop"
       ]
     },
     {
@@ -682,6 +692,7 @@
         "plane.reconciler",
         "plane.router",
         "plane.runner",
+        "plane.tasks.loop",
         "plane.tasks.remember",
         "plane.tasks.verify",
         "plane.workspaces"
@@ -740,6 +751,7 @@
       "importers": [
         "improve.memory",
         "plane.generate",
+        "plane.tasks.loop",
         "plane.tasks.remember"
       ]
     },
@@ -775,7 +787,9 @@
       "importers": [
         "cli",
         "plane.generate",
+        "plane.memory",
         "plane.tasks.agree",
+        "plane.tasks.alerts",
         "plane.tasks.remember"
       ]
     },
@@ -785,6 +799,20 @@
       "reason": "ai-service-plane Req 5.3/2.1: agreement across two verify passes with per-candidate cost, turns and site match",
       "importers": []
     },
+    {
+      "module": "plane.tasks.alerts",
+      "classification": "load_bearing",
+      "reason": "harnessx-removal Req 6.3: quick-mode alerts on a case's vulnerable and fixed pins, model-free",
+      "importers": []
+    },
+    {
+      "module": "plane.tasks.loop",
+      "classification": "load_bearing",
+      "reason": "harnessx-removal Req 6.3: the improvement loop's snapshot, measure, propose and improve steps",
+      "importers": [
+        "plane.memory"
+      ]
+    },
     {
       "module": "plane.tasks.remember",
       "classification": "load_bearing",
@@ -799,6 +827,7 @@
       "reason": "ai-service-plane Req 5.1/5.2: source-only functions and callers per file; runner integration pending",
       "importers": [
         "plane.generate",
+        "plane.tasks.alerts",
         "plane.tasks.remember"
       ]
     },
@@ -830,6 +859,7 @@
         "hunter_harness",
         "improve.evolve",
         "improve.validator",
+        "plane.tasks.loop",
         "scoring.project_score",
         "semantic.overlay",
         "stage_processors"
@@ -865,6 +895,7 @@
         "model.partitions",
         "model.scan",
         "pairs",
+        "plane.tasks.alerts",
         "plane.tasks.repo_facts",
         "push.runner",
         "rank",
@@ -1045,6 +1076,7 @@
         "improve.evolve",
         "map_gate",
         "pairs",
+        "plane.tasks.alerts",
         "stage_processors"
       ]
     },
@@ -1136,6 +1168,7 @@
         "improve.memory",
         "improve.validator",
         "pairs",
+        "plane.tasks.loop",
         "stage_processors"
       ]
     },
diff --git a/benchmarks/measurements/2026-09-30-harnessx-removal-loop/gate.json b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/gate.json
new file mode 100644
index 0000000..266a1cf
--- /dev/null
+++ b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/gate.json
@@ -0,0 +1,29 @@
+{
+  "accepted": false,
+  "adoption": null,
+  "benchmark_edits": [],
+  "manifest": "benchmarks/manifests/java-spring-boot-vulnerable.toml",
+  "memory_edits": [],
+  "outcome": {
+    "accepted": false,
+    "degradations": [],
+    "edits": [],
+    "fp_after": 0.0,
+    "fp_before": 0.0,
+    "matched_after": 2,
+    "matched_before": 2,
+    "per_profile_after": {},
+    "per_profile_before": {},
+    "profile_regressions": [],
+    "profiles_under_minimum": [],
+    "reason": "no_proposals",
+    "recall_after": 1.0,
+    "recall_before": 1.0,
+    "round": 1,
+    "score_after": 73,
+    "score_before": 73
+  },
+  "proposals": 0,
+  "reason": "no_proposals",
+  "round": 1
+}
diff --git a/benchmarks/measurements/2026-09-30-harnessx-removal-loop/measure.json b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/measure.json
new file mode 100644
index 0000000..ea77875
--- /dev/null
+++ b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/measure.json
@@ -0,0 +1,140 @@
+{
+  "inputs_bytes": {
+    "froxlor_admin_ip_second_order_sqli": 5943,
+    "lmdeploy_media_url_ssrf": 43730,
+    "wp_gopay_log_filter_sqli": 1947
+  },
+  "rows": {
+    "run": 87,
+    "snapshot": 119,
+    "union": 191
+  },
+  "run": "validation-46",
+  "run_metrics": {
+    "agreed": 4,
+    "alerts": {
+      "c-shell-exec": {
+        "fixed": 2,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 2
+      },
+      "c-unsafe-memory-copy": {
+        "fixed": 2,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 2
+      },
+      "python-shell-true": {
+        "fixed": 1,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 1
+      },
+      "python-unsafe-deserialization": {
+        "fixed": 8,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 8
+      },
+      "python-unsafe-eval": {
+        "fixed": 23,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 23
+      }
+    },
+    "candidates": 5,
+    "cases": 3,
+    "declared_sites_agreed": 4,
+    "declared_sites_matched": 5,
+    "dispute_rate": {
+      "injection": {
+        "candidates": 4,
+        "disputed": 1,
+        "rate": 0.25
+      },
+      "untrusted_destination": {
+        "candidates": 1,
+        "disputed": 0,
+        "rate": 0.0
+      }
+    },
+    "disputed": 1,
+    "rejected": 0,
+    "tiebreaks": 3,
+    "usd": 0.130134,
+    "usd_per_candidate": 0.026027
+  },
+  "store_metrics": {
+    "agreed": 28,
+    "alerts": {},
+    "candidates": 43,
+    "cases": 14,
+    "declared_sites_agreed": 16,
+    "declared_sites_matched": 19,
+    "dispute_rate": {
+      "injection": {
+        "candidates": 38,
+        "disputed": 5,
+        "rate": 0.1316
+      },
+      "untrusted_destination": {
+        "candidates": 5,
+        "disputed": 0,
+        "rate": 0.0
+      }
+    },
+    "disputed": 5,
+    "rejected": 10,
+    "tiebreaks": 10,
+    "usd": 0.856679,
+    "usd_per_candidate": 0.019923
+  },
+  "union_metrics": {
+    "agreed": 28,
+    "alerts": {
+      "c-shell-exec": {
+        "fixed": 2,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 2
+      },
+      "c-unsafe-memory-copy": {
+        "fixed": 2,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 2
+      },
+      "python-shell-true": {
+        "fixed": 1,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 1
+      },
+      "python-unsafe-deserialization": {
+        "fixed": 8,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 8
+      },
+      "python-unsafe-eval": {
+        "fixed": 23,
+        "fixed_in_fix_range": 0,
+        "vulnerable": 23
+      }
+    },
+    "candidates": 43,
+    "cases": 14,
+    "declared_sites_agreed": 16,
+    "declared_sites_matched": 19,
+    "dispute_rate": {
+      "injection": {
+        "candidates": 38,
+        "disputed": 5,
+        "rate": 0.1316
+      },
+      "untrusted_destination": {
+        "candidates": 5,
+        "disputed": 0,
+        "rate": 0.0
+      }
+    },
+    "disputed": 5,
+    "rejected": 10,
+    "tiebreaks": 10,
+    "usd": 0.856679,
+    "usd_per_candidate": 0.019923
+  }
+}
diff --git a/benchmarks/measurements/2026-09-30-harnessx-removal-loop/record.json b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/record.json
new file mode 100644
index 0000000..077f4ea
--- /dev/null
+++ b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/record.json
@@ -0,0 +1,335 @@
+{
+  "attribution_loop_tasks": [
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "memory-snapshot",
+      "usd": null
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "froxlor-admin-ip-second-order-sqli-alerts",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "froxlor-admin-ip-second-order-sqli-remember",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "lmdeploy-media-url-ssrf-alerts",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "lmdeploy-media-url-ssrf-remember",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "wp-gopay-log-filter-sqli-alerts",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "wp-gopay-log-filter-sqli-remember",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "loop-measure",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "loop-propose",
+      "usd": 0
+    },
+    {
+      "cache_hit": null,
+      "calls": 0,
+      "model": null,
+      "output": null,
+      "prompt": null,
+      "status": "done",
+      "task": "loop-improve",
+      "usd": 0
+    }
+  ],
+  "cases": [
+    "wp-gopay-log-filter-sqli",
+    "lmdeploy-media-url-ssrf",
+    "froxlor-admin-ip-second-order-sqli"
+  ],
+  "new_spend_usd": 0.0,
+  "note": "harnessx-removal task 4: one live loop Run on the local ax (kind), 2026-09-30. The Run is validation-46 restricted to three cases (set.json) plus the loop; the cases' chain tasks (facts, va, vb, agree, vc, final) were already done in ~/ousast-results/plane/validation-46 and were not rerun. Runner image localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9; loop-propose/loop-improve bound github.com/norandom/OpenUltraSAST at 1ad472c (origin/main, whose benchmarks/ manifests, fixtures and pairs equal the commit under test); the code under test is the image's package.",
+  "tasks": {
+    "froxlor-admin-ip-second-order-sqli-alerts": {
+      "finished": "2026-09-30T09:51:22+00:00",
+      "started": "2026-09-30T09:50:49+00:00",
+      "status": "done",
+      "summary": {
+        "alerts": {
+          "fixed": 0,
+          "vulnerable": 0
+        },
+        "calls": 0,
+        "model": null,
+        "read": {
+          "fixed": {
+            "bytes": 4256572,
+            "files": 366
+          },
+          "vulnerable": {
+            "bytes": 4256094,
+            "files": 366
+          }
+        },
+        "status": "done",
+        "units_done": 2,
+        "units_total": 2,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "froxlor-admin-ip-second-order-sqli-remember": {
+      "finished": "2026-09-30T09:51:51+00:00",
+      "started": "2026-09-30T09:51:22+00:00",
+      "status": "done",
+      "summary": {
+        "calls": 0,
+        "facts_row": "omitted: the facts task's summary names no image, and a reuse key must not guess it",
+        "model": null,
+        "rows": 9,
+        "status": "done",
+        "units_done": 1,
+        "units_total": 1,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "lmdeploy-media-url-ssrf-alerts": {
+      "finished": "2026-09-30T09:52:27+00:00",
+      "started": "2026-09-30T09:51:22+00:00",
+      "status": "done",
+      "summary": {
+        "alerts": {
+          "fixed": 36,
+          "vulnerable": 36
+        },
+        "calls": 0,
+        "model": null,
+        "read": {
+          "fixed": {
+            "bytes": 8353172,
+            "files": 1084
+          },
+          "vulnerable": {
+            "bytes": 8340364,
+            "files": 1084
+          }
+        },
+        "status": "done",
+        "units_done": 2,
+        "units_total": 2,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "lmdeploy-media-url-ssrf-remember": {
+      "finished": "2026-09-30T09:52:56+00:00",
+      "started": "2026-09-30T09:52:27+00:00",
+      "status": "done",
+      "summary": {
+        "calls": 0,
+        "facts_row": "omitted: the facts task's summary names no image, and a reuse key must not guess it",
+        "model": null,
+        "rows": 75,
+        "status": "done",
+        "units_done": 1,
+        "units_total": 1,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "loop-improve": {
+      "finished": "2026-09-30T09:54:44+00:00",
+      "started": "2026-09-30T09:54:17+00:00",
+      "status": "done",
+      "summary": {
+        "accepted": false,
+        "calls": 0,
+        "edits": 0,
+        "memory_edits": 0,
+        "model": null,
+        "reason": "no_proposals",
+        "status": "done",
+        "step": "improve",
+        "units_done": 1,
+        "units_total": 1,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "loop-measure": {
+      "finished": "2026-09-30T09:53:50+00:00",
+      "started": "2026-09-30T09:53:27+00:00",
+      "status": "done",
+      "summary": {
+        "calls": 0,
+        "model": null,
+        "rows": {
+          "run": 87,
+          "snapshot": 119,
+          "union": 191
+        },
+        "status": "done",
+        "step": "measure",
+        "units_done": 1,
+        "units_total": 1,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "loop-propose": {
+      "finished": "2026-09-30T09:54:17+00:00",
+      "started": "2026-09-30T09:53:50+00:00",
+      "status": "done",
+      "summary": {
+        "calls": 0,
+        "excluded": 0,
+        "kept": 191,
+        "model": null,
+        "proposals": 0,
+        "rows": 191,
+        "status": "done",
+        "step": "propose",
+        "units_done": 1,
+        "units_total": 1,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "memory-snapshot": {
+      "finished": "2026-09-30T09:50:48+00:00",
+      "started": null,
+      "status": "done",
+      "summary": {
+        "calls": 0,
+        "model": null,
+        "reused": {
+          "excluded": {
+            "gated_case": {},
+            "holdout_pair": {},
+            "population": {},
+            "rows": 0
+          },
+          "guard": {
+            "catalog": "benchmarks/pairs/catalog.toml",
+            "manifest": "benchmarks/manifests/java-spring-boot-vulnerable.toml",
+            "populations": []
+          },
+          "index_digest": "6fa3c76576e6706a8b5b439611c15f1337754a2243ab95d6d9b45899b06c5215",
+          "index_entries": 15,
+          "kept": 119,
+          "rows": 119,
+          "store": "file:///tmp/claude-1000/-home-mc-Source-OpenUltraSAST/c09e30b2-39a4-4564-bc31-6ea71ffaa198/scratchpad/hxr2/memory"
+        },
+        "status": "done",
+        "units_done": 1,
+        "units_total": 1,
+        "usage": {},
+        "usd": null
+      }
+    },
+    "wp-gopay-log-filter-sqli-alerts": {
+      "finished": "2026-09-30T09:52:59+00:00",
+      "started": "2026-09-30T09:52:27+00:00",
+      "status": "done",
+      "summary": {
+        "alerts": {
+          "fixed": 0,
+          "vulnerable": 0
+        },
+        "calls": 0,
+        "model": null,
+        "read": {
+          "fixed": {
+            "bytes": 150539,
+            "files": 19
+          },
+          "vulnerable": {
+            "bytes": 150528,
+            "files": 19
+          }
+        },
+        "status": "done",
+        "units_done": 2,
+        "units_total": 2,
+        "usage": {},
+        "usd": 0
+      }
+    },
+    "wp-gopay-log-filter-sqli-remember": {
+      "finished": "2026-09-30T09:53:27+00:00",
+      "started": "2026-09-30T09:52:59+00:00",
+      "status": "done",
+      "summary": {
+        "calls": 0,
+        "facts_row": "omitted: the facts task's summary names no image, and a reuse key must not guess it",
+        "model": null,
+        "rows": 3,
+        "status": "done",
+        "units_done": 1,
+        "units_total": 1,
+        "usage": {},
+        "usd": 0
+      }
+    }
+  }
+}
diff --git a/benchmarks/measurements/2026-09-30-harnessx-removal-loop/run.yaml b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/run.yaml
new file mode 100644
index 0000000..367d49a
--- /dev/null
+++ b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/run.yaml
@@ -0,0 +1,320 @@
+# generated by `ousast plane workspaces benchmarks/independent/population-v2.toml --validation-set /tmp/claude-1000/-home-mc-Source-OpenUltraSAST/c09e30b2-39a4-4564-bc31-6ea71ffaa198/scratchpad/hxr4/set/validation.json --candidates ~/ousast-results/independent-v2-modelsinks --triage ~/ousast-results/independent-v2-batched-check/scans --repos ~/.cache/openultrasast/independent --run validation-46 --loop --loop-commit 1ad472c68d759e4ef010bd7a2e23532b1de538a9 --loop-repo https://github.com/norandom/OpenUltraSAST.git --loop-manifest benchmarks/manifests/java-spring-boot-vulnerable.toml`; do not edit, regenerate.
+# 3 cases, 5 candidates (5 kept by the recorded triage); usd ceiling 0.33.
+apiVersion: openultrasast.io/v1alpha1
+kind: Run
+metadata:
+  name: validation-46
+  annotations:
+    openultrasast.io/population: population-v2
+    openultrasast.io/split: validation
+spec:
+  tasks:
+  - name: froxlor-admin-ip-second-order-sqli-facts
+    task: repo-facts-froxlor-admin-ip-second-order-sqli
+    outputs:
+    - facts.json
+    budget: &id001
+      usd: 0
+      calls: 0
+    serialize: repo-facts
+  - name: froxlor-admin-ip-second-order-sqli-va
+    task: verify-a-froxlor-admin-ip-second-order-sqli
+    inputs:
+      facts: froxlor-admin-ip-second-order-sqli-facts/facts.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.07
+      calls: 16
+  - name: froxlor-admin-ip-second-order-sqli-vb
+    task: verify-b-froxlor-admin-ip-second-order-sqli
+    inputs:
+      facts: froxlor-admin-ip-second-order-sqli-facts/facts.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.07
+      calls: 16
+  - name: froxlor-admin-ip-second-order-sqli-agree
+    task: agree-froxlor-admin-ip-second-order-sqli
+    inputs:
+      pass_a: froxlor-admin-ip-second-order-sqli-va/units.jsonl
+      pass_b: froxlor-admin-ip-second-order-sqli-vb/units.jsonl
+    outputs:
+    - agreed.json
+    - disputed.json
+    budget: *id001
+  - name: lmdeploy-media-url-ssrf-facts
+    task: repo-facts-lmdeploy-media-url-ssrf
+    outputs:
+    - facts.json
+    budget: &id002
+      usd: 0
+      calls: 0
+    serialize: repo-facts
+  - name: lmdeploy-media-url-ssrf-va
+    task: verify-a-lmdeploy-media-url-ssrf
+    inputs:
+      facts: lmdeploy-media-url-ssrf-facts/facts.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.02
+      calls: 8
+  - name: lmdeploy-media-url-ssrf-vb
+    task: verify-b-lmdeploy-media-url-ssrf
+    inputs:
+      facts: lmdeploy-media-url-ssrf-facts/facts.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.02
+      calls: 8
+  - name: lmdeploy-media-url-ssrf-agree
+    task: agree-lmdeploy-media-url-ssrf
+    inputs:
+      pass_a: lmdeploy-media-url-ssrf-va/units.jsonl
+      pass_b: lmdeploy-media-url-ssrf-vb/units.jsonl
+    outputs:
+    - agreed.json
+    - disputed.json
+    budget: *id002
+  - name: wp-gopay-log-filter-sqli-facts
+    task: repo-facts-wp-gopay-log-filter-sqli
+    outputs:
+    - facts.json
+    budget: &id003
+      usd: 0
+      calls: 0
+    serialize: repo-facts
+  - name: wp-gopay-log-filter-sqli-va
+    task: verify-a-wp-gopay-log-filter-sqli
+    inputs:
+      facts: wp-gopay-log-filter-sqli-facts/facts.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.02
+      calls: 8
+  - name: wp-gopay-log-filter-sqli-vb
+    task: verify-b-wp-gopay-log-filter-sqli
+    inputs:
+      facts: wp-gopay-log-filter-sqli-facts/facts.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.02
+      calls: 8
+  - name: wp-gopay-log-filter-sqli-agree
+    task: agree-wp-gopay-log-filter-sqli
+    inputs:
+      pass_a: wp-gopay-log-filter-sqli-va/units.jsonl
+      pass_b: wp-gopay-log-filter-sqli-vb/units.jsonl
+    outputs:
+    - agreed.json
+    - disputed.json
+    budget: *id003
+  - name: froxlor-admin-ip-second-order-sqli-vc
+    task: verify-c-froxlor-admin-ip-second-order-sqli
+    dependsOn:
+    - froxlor-admin-ip-second-order-sqli-agree
+    inputs:
+      facts: froxlor-admin-ip-second-order-sqli-facts/facts.json
+      only: froxlor-admin-ip-second-order-sqli-agree/disputed.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.07
+      calls: 16
+  - name: froxlor-admin-ip-second-order-sqli-final
+    task: agree-froxlor-admin-ip-second-order-sqli
+    inputs:
+      pass_a: froxlor-admin-ip-second-order-sqli-va/units.jsonl
+      pass_b: froxlor-admin-ip-second-order-sqli-vb/units.jsonl
+      pass_c: froxlor-admin-ip-second-order-sqli-vc/units.jsonl
+    outputs:
+    - agreed.json
+    - disputed.json
+    budget:
+      usd: 0
+      calls: 0
+  - name: lmdeploy-media-url-ssrf-vc
+    task: verify-c-lmdeploy-media-url-ssrf
+    dependsOn:
+    - lmdeploy-media-url-ssrf-agree
+    inputs:
+      facts: lmdeploy-media-url-ssrf-facts/facts.json
+      only: lmdeploy-media-url-ssrf-agree/disputed.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.02
+      calls: 8
+  - name: lmdeploy-media-url-ssrf-final
+    task: agree-lmdeploy-media-url-ssrf
+    inputs:
+      pass_a: lmdeploy-media-url-ssrf-va/units.jsonl
+      pass_b: lmdeploy-media-url-ssrf-vb/units.jsonl
+      pass_c: lmdeploy-media-url-ssrf-vc/units.jsonl
+    outputs:
+    - agreed.json
+    - disputed.json
+    budget:
+      usd: 0
+      calls: 0
+  - name: wp-gopay-log-filter-sqli-vc
+    task: verify-c-wp-gopay-log-filter-sqli
+    dependsOn:
+    - wp-gopay-log-filter-sqli-agree
+    inputs:
+      facts: wp-gopay-log-filter-sqli-facts/facts.json
+      only: wp-gopay-log-filter-sqli-agree/disputed.json
+    outputs:
+    - units.jsonl
+    - summary.json
+    budget:
+      usd: 0.02
+      calls: 8
+  - name: wp-gopay-log-filter-sqli-final
+    task: agree-wp-gopay-log-filter-sqli
+    inputs:
+      pass_a: wp-gopay-log-filter-sqli-va/units.jsonl
+      pass_b: wp-gopay-log-filter-sqli-vb/units.jsonl
+      pass_c: wp-gopay-log-filter-sqli-vc/units.jsonl
+    outputs:
+    - agreed.json
+    - disputed.json
+    budget:
+      usd: 0
+      calls: 0
+  - name: froxlor-admin-ip-second-order-sqli-alerts
+    task: alerts-froxlor-admin-ip-second-order-sqli
+    outputs:
+    - alerts.jsonl
+    budget:
+      usd: 0
+      calls: 0
+    serialize: engine
+  - name: froxlor-admin-ip-second-order-sqli-remember
+    task: remember-froxlor-admin-ip-second-order-sqli
+    inputs:
+      facts: froxlor-admin-ip-second-order-sqli-facts/facts.json
+      facts_summary: froxlor-admin-ip-second-order-sqli-facts/summary.json
+      pass_a: froxlor-admin-ip-second-order-sqli-va/units.jsonl
+      summary_a: froxlor-admin-ip-second-order-sqli-va/summary.json
+      pass_b: froxlor-admin-ip-second-order-sqli-vb/units.jsonl
+      summary_b: froxlor-admin-ip-second-order-sqli-vb/summary.json
+      pass_c: froxlor-admin-ip-second-order-sqli-vc/units.jsonl
+      summary_c: froxlor-admin-ip-second-order-sqli-vc/summary.json
+      agreed: froxlor-admin-ip-second-order-sqli-final/agreed.json
+      alerts: froxlor-admin-ip-second-order-sqli-alerts/alerts.jsonl
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: lmdeploy-media-url-ssrf-alerts
+    task: alerts-lmdeploy-media-url-ssrf
+    outputs:
+    - alerts.jsonl
+    budget:
+      usd: 0
+      calls: 0
+    serialize: engine
+  - name: lmdeploy-media-url-ssrf-remember
+    task: remember-lmdeploy-media-url-ssrf
+    inputs:
+      facts: lmdeploy-media-url-ssrf-facts/facts.json
+      facts_summary: lmdeploy-media-url-ssrf-facts/summary.json
+      pass_a: lmdeploy-media-url-ssrf-va/units.jsonl
+      summary_a: lmdeploy-media-url-ssrf-va/summary.json
+      pass_b: lmdeploy-media-url-ssrf-vb/units.jsonl
+      summary_b: lmdeploy-media-url-ssrf-vb/summary.json
+      pass_c: lmdeploy-media-url-ssrf-vc/units.jsonl
+      summary_c: lmdeploy-media-url-ssrf-vc/summary.json
+      agreed: lmdeploy-media-url-ssrf-final/agreed.json
+      alerts: lmdeploy-media-url-ssrf-alerts/alerts.jsonl
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: wp-gopay-log-filter-sqli-alerts
+    task: alerts-wp-gopay-log-filter-sqli
+    outputs:
+    - alerts.jsonl
+    budget:
+      usd: 0
+      calls: 0
+    serialize: engine
+  - name: wp-gopay-log-filter-sqli-remember
+    task: remember-wp-gopay-log-filter-sqli
+    inputs:
+      facts: wp-gopay-log-filter-sqli-facts/facts.json
+      facts_summary: wp-gopay-log-filter-sqli-facts/summary.json
+      pass_a: wp-gopay-log-filter-sqli-va/units.jsonl
+      summary_a: wp-gopay-log-filter-sqli-va/summary.json
+      pass_b: wp-gopay-log-filter-sqli-vb/units.jsonl
+      summary_b: wp-gopay-log-filter-sqli-vb/summary.json
+      pass_c: wp-gopay-log-filter-sqli-vc/units.jsonl
+      summary_c: wp-gopay-log-filter-sqli-vc/summary.json
+      agreed: wp-gopay-log-filter-sqli-final/agreed.json
+      alerts: wp-gopay-log-filter-sqli-alerts/alerts.jsonl
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: memory-snapshot
+    task: memory-snapshot
+    outputs:
+    - rows.jsonl
+    - index.json
+    budget:
+      usd: 0
+      calls: 0
+  - name: loop-measure
+    task: loop-measure
+    inputs:
+      remember_froxlor-admin-ip-second-order-sqli: froxlor-admin-ip-second-order-sqli-remember/memory.jsonl
+      remember_lmdeploy-media-url-ssrf: lmdeploy-media-url-ssrf-remember/memory.jsonl
+      remember_wp-gopay-log-filter-sqli: wp-gopay-log-filter-sqli-remember/memory.jsonl
+      snapshot: memory-snapshot/rows.jsonl
+    outputs:
+    - measure.json
+    - rows.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: loop-propose
+    task: loop-propose
+    inputs:
+      measure: loop-measure/measure.json
+      rows: loop-measure/rows.jsonl
+      index: memory-snapshot/index.json
+    outputs:
+    - proposals.jsonl
+    - memory_proposals.jsonl
+    - signals.json
+    budget:
+      usd: 0
+      calls: 0
+  - name: loop-improve
+    task: loop-improve
+    inputs:
+      proposals: loop-propose/proposals.jsonl
+    outputs:
+    - gate.json
+    - journal.json
+    budget:
+      usd: 0
+      calls: 0
+    serialize: engine
diff --git a/benchmarks/measurements/2026-09-30-harnessx-removal-loop/set.json b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/set.json
new file mode 100644
index 0000000..689b854
--- /dev/null
+++ b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/set.json
@@ -0,0 +1,28 @@
+{
+ "wp-gopay-log-filter-sqli": [
+  [
+   "admin/views/log.php",
+   "<global>"
+  ]
+ ],
+ "lmdeploy-media-url-ssrf": [
+  [
+   "lmdeploy/vl/media/connection.py",
+   "_load_http_url"
+  ]
+ ],
+ "froxlor-admin-ip-second-order-sqli": [
+  [
+   "lib/Froxlor/Api/Commands/Domains.php",
+   "validateIpAddresses"
+  ],
+  [
+   "lib/Froxlor/Api/Commands/IpsAndPorts.php",
+   "listing"
+  ],
+  [
+   "lib/Froxlor/Api/Commands/IpsAndPorts.php",
+   "listingCount"
+  ]
+ ]
+}
\ No newline at end of file
diff --git a/benchmarks/measurements/2026-09-30-harnessx-removal-loop/signals.json b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/signals.json
new file mode 100644
index 0000000..90ee97f
--- /dev/null
+++ b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/signals.json
@@ -0,0 +1,8 @@
+{
+  "advisory": true,
+  "disputed_families": [],
+  "thresholds": {
+    "min_candidates": 5,
+    "min_dispute_rate": 0.3
+  }
+}
diff --git a/benchmarks/measurements/2026-09-30-harnessx-removal-loop/snapshot-index.json b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/snapshot-index.json
new file mode 100644
index 0000000..80b33ea
--- /dev/null
+++ b/benchmarks/measurements/2026-09-30-harnessx-removal-loop/snapshot-index.json
@@ -0,0 +1,18 @@
+{
+  "excluded": {
+    "gated_case": {},
+    "holdout_pair": {},
+    "population": {},
+    "rows": 0
+  },
+  "guard": {
+    "catalog": "benchmarks/pairs/catalog.toml",
+    "manifest": "benchmarks/manifests/java-spring-boot-vulnerable.toml",
+    "populations": []
+  },
+  "index_digest": "6fa3c76576e6706a8b5b439611c15f1337754a2243ab95d6d9b45899b06c5215",
+  "index_entries": 15,
+  "kept": 119,
+  "rows": 119,
+  "store": "file:///tmp/claude-1000/-home-mc-Source-OpenUltraSAST/c09e30b2-39a4-4564-bc31-6ea71ffaa198/scratchpad/hxr2/memory"
+}
diff --git a/plane/runs/validation-46.yaml b/plane/runs/validation-46.yaml
index 20f3977..a6ea9a2 100644
--- a/plane/runs/validation-46.yaml
+++ b/plane/runs/validation-46.yaml
@@ -939,3 +939,258 @@ spec:
     budget:
       usd: 0
       calls: 0
+  - name: budibase-mongo-template-nosqli-remember
+    task: remember-budibase-mongo-template-nosqli
+    inputs:
+      facts: budibase-mongo-template-nosqli-facts/facts.json
+      facts_summary: budibase-mongo-template-nosqli-facts/summary.json
+      pass_a: budibase-mongo-template-nosqli-va/units.jsonl
+      summary_a: budibase-mongo-template-nosqli-va/summary.json
+      pass_b: budibase-mongo-template-nosqli-vb/units.jsonl
+      summary_b: budibase-mongo-template-nosqli-vb/summary.json
+      pass_c: budibase-mongo-template-nosqli-vc/units.jsonl
+      summary_c: budibase-mongo-template-nosqli-vc/summary.json
+      agreed: budibase-mongo-template-nosqli-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: cct-studio-server-cmdi-remember
+    task: remember-cct-studio-server-cmdi
+    inputs:
+      facts: cct-studio-server-cmdi-facts/facts.json
+      facts_summary: cct-studio-server-cmdi-facts/summary.json
+      pass_a: cct-studio-server-cmdi-va/units.jsonl
+      summary_a: cct-studio-server-cmdi-va/summary.json
+      pass_b: cct-studio-server-cmdi-vb/units.jsonl
+      summary_b: cct-studio-server-cmdi-vb/summary.json
+      pass_c: cct-studio-server-cmdi-vc/units.jsonl
+      summary_c: cct-studio-server-cmdi-vc/summary.json
+      agreed: cct-studio-server-cmdi-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: contextforge-prompt-ssti-remember
+    task: remember-contextforge-prompt-ssti
+    inputs:
+      facts: contextforge-prompt-ssti-facts/facts.json
+      facts_summary: contextforge-prompt-ssti-facts/summary.json
+      pass_a: contextforge-prompt-ssti-va/units.jsonl
+      summary_a: contextforge-prompt-ssti-va/summary.json
+      pass_b: contextforge-prompt-ssti-vb/units.jsonl
+      summary_b: contextforge-prompt-ssti-vb/summary.json
+      pass_c: contextforge-prompt-ssti-vc/units.jsonl
+      summary_c: contextforge-prompt-ssti-vc/summary.json
+      agreed: contextforge-prompt-ssti-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: froxlor-admin-ip-second-order-sqli-remember
+    task: remember-froxlor-admin-ip-second-order-sqli
+    inputs:
+      facts: froxlor-admin-ip-second-order-sqli-facts/facts.json
+      facts_summary: froxlor-admin-ip-second-order-sqli-facts/summary.json
+      pass_a: froxlor-admin-ip-second-order-sqli-va/units.jsonl
+      summary_a: froxlor-admin-ip-second-order-sqli-va/summary.json
+      pass_b: froxlor-admin-ip-second-order-sqli-vb/units.jsonl
+      summary_b: froxlor-admin-ip-second-order-sqli-vb/summary.json
+      pass_c: froxlor-admin-ip-second-order-sqli-vc/units.jsonl
+      summary_c: froxlor-admin-ip-second-order-sqli-vc/summary.json
+      agreed: froxlor-admin-ip-second-order-sqli-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: fuxa-tdengine-escape-sqli-remember
+    task: remember-fuxa-tdengine-escape-sqli
+    inputs:
+      facts: fuxa-tdengine-escape-sqli-facts/facts.json
+      facts_summary: fuxa-tdengine-escape-sqli-facts/summary.json
+      pass_a: fuxa-tdengine-escape-sqli-va/units.jsonl
+      summary_a: fuxa-tdengine-escape-sqli-va/summary.json
+      pass_b: fuxa-tdengine-escape-sqli-vb/units.jsonl
+      summary_b: fuxa-tdengine-escape-sqli-vb/summary.json
+      pass_c: fuxa-tdengine-escape-sqli-vc/units.jsonl
+      summary_c: fuxa-tdengine-escape-sqli-vc/summary.json
+      agreed: fuxa-tdengine-escape-sqli-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: lmdeploy-media-url-ssrf-remember
+    task: remember-lmdeploy-media-url-ssrf
+    inputs:
+      facts: lmdeploy-media-url-ssrf-facts/facts.json
+      facts_summary: lmdeploy-media-url-ssrf-facts/summary.json
+      pass_a: lmdeploy-media-url-ssrf-va/units.jsonl
+      summary_a: lmdeploy-media-url-ssrf-va/summary.json
+      pass_b: lmdeploy-media-url-ssrf-vb/units.jsonl
+      summary_b: lmdeploy-media-url-ssrf-vb/summary.json
+      pass_c: lmdeploy-media-url-ssrf-vc/units.jsonl
+      summary_c: lmdeploy-media-url-ssrf-vc/summary.json
+      agreed: lmdeploy-media-url-ssrf-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: medplum-external-auth-open-redirect-remember
+    task: remember-medplum-external-auth-open-redirect
+    inputs:
+      facts: medplum-external-auth-open-redirect-facts/facts.json
+      facts_summary: medplum-external-auth-open-redirect-facts/summary.json
+      pass_a: medplum-external-auth-open-redirect-va/units.jsonl
+      summary_a: medplum-external-auth-open-redirect-va/summary.json
+      pass_b: medplum-external-auth-open-redirect-vb/units.jsonl
+      summary_b: medplum-external-auth-open-redirect-vb/summary.json
+      pass_c: medplum-external-auth-open-redirect-vc/units.jsonl
+      summary_c: medplum-external-auth-open-redirect-vc/summary.json
+      agreed: medplum-external-auth-open-redirect-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: pgadmin-maintenance-sqli-remember
+    task: remember-pgadmin-maintenance-sqli
+    inputs:
+      facts: pgadmin-maintenance-sqli-facts/facts.json
+      facts_summary: pgadmin-maintenance-sqli-facts/summary.json
+      pass_a: pgadmin-maintenance-sqli-va/units.jsonl
+      summary_a: pgadmin-maintenance-sqli-va/summary.json
+      pass_b: pgadmin-maintenance-sqli-vb/units.jsonl
+      summary_b: pgadmin-maintenance-sqli-vb/summary.json
+      pass_c: pgadmin-maintenance-sqli-vc/units.jsonl
+      summary_c: pgadmin-maintenance-sqli-vc/summary.json
+      agreed: pgadmin-maintenance-sqli-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: qwed-sympy-eval-remember
+    task: remember-qwed-sympy-eval
+    inputs:
+      facts: qwed-sympy-eval-facts/facts.json
+      facts_summary: qwed-sympy-eval-facts/summary.json
+      pass_a: qwed-sympy-eval-va/units.jsonl
+      summary_a: qwed-sympy-eval-va/summary.json
+      pass_b: qwed-sympy-eval-vb/units.jsonl
+      summary_b: qwed-sympy-eval-vb/summary.json
+      pass_c: qwed-sympy-eval-vc/units.jsonl
+      summary_c: qwed-sympy-eval-vc/summary.json
+      agreed: qwed-sympy-eval-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: reactpress-findall-column-sqli-remember
+    task: remember-reactpress-findall-column-sqli
+    inputs:
+      facts: reactpress-findall-column-sqli-facts/facts.json
+      facts_summary: reactpress-findall-column-sqli-facts/summary.json
+      pass_a: reactpress-findall-column-sqli-va/units.jsonl
+      summary_a: reactpress-findall-column-sqli-va/summary.json
+      pass_b: reactpress-findall-column-sqli-vb/units.jsonl
+      summary_b: reactpress-findall-column-sqli-vb/summary.json
+      pass_c: reactpress-findall-column-sqli-vc/units.jsonl
+      summary_c: reactpress-findall-column-sqli-vc/summary.json
+      agreed: reactpress-findall-column-sqli-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: unleash-addon-webhook-ssrf-remember
+    task: remember-unleash-addon-webhook-ssrf
+    inputs:
+      facts: unleash-addon-webhook-ssrf-facts/facts.json
+      facts_summary: unleash-addon-webhook-ssrf-facts/summary.json
+      pass_a: unleash-addon-webhook-ssrf-va/units.jsonl
+      summary_a: unleash-addon-webhook-ssrf-va/summary.json
+      pass_b: unleash-addon-webhook-ssrf-vb/units.jsonl
+      summary_b: unleash-addon-webhook-ssrf-vb/summary.json
+      pass_c: unleash-addon-webhook-ssrf-vc/units.jsonl
+      summary_c: unleash-addon-webhook-ssrf-vc/summary.json
+      agreed: unleash-addon-webhook-ssrf-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: winml-cli-serve-cors-remember
+    task: remember-winml-cli-serve-cors
+    inputs:
+      facts: winml-cli-serve-cors-facts/facts.json
+      facts_summary: winml-cli-serve-cors-facts/summary.json
+      pass_a: winml-cli-serve-cors-va/units.jsonl
+      summary_a: winml-cli-serve-cors-va/summary.json
+      pass_b: winml-cli-serve-cors-vb/units.jsonl
+      summary_b: winml-cli-serve-cors-vb/summary.json
+      pass_c: winml-cli-serve-cors-vc/units.jsonl
+      summary_c: winml-cli-serve-cors-vc/summary.json
+      agreed: winml-cli-serve-cors-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: wp-directorist-avatar-ssrf-remember
+    task: remember-wp-directorist-avatar-ssrf
+    inputs:
+      facts: wp-directorist-avatar-ssrf-facts/facts.json
+      facts_summary: wp-directorist-avatar-ssrf-facts/summary.json
+      pass_a: wp-directorist-avatar-ssrf-va/units.jsonl
+      summary_a: wp-directorist-avatar-ssrf-va/summary.json
+      pass_b: wp-directorist-avatar-ssrf-vb/units.jsonl
+      summary_b: wp-directorist-avatar-ssrf-vb/summary.json
+      pass_c: wp-directorist-avatar-ssrf-vc/units.jsonl
+      summary_c: wp-directorist-avatar-ssrf-vc/summary.json
+      agreed: wp-directorist-avatar-ssrf-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: wp-gopay-log-filter-sqli-remember
+    task: remember-wp-gopay-log-filter-sqli
+    inputs:
+      facts: wp-gopay-log-filter-sqli-facts/facts.json
+      facts_summary: wp-gopay-log-filter-sqli-facts/summary.json
+      pass_a: wp-gopay-log-filter-sqli-va/units.jsonl
+      summary_a: wp-gopay-log-filter-sqli-va/summary.json
+      pass_b: wp-gopay-log-filter-sqli-vb/units.jsonl
+      summary_b: wp-gopay-log-filter-sqli-vb/summary.json
+      pass_c: wp-gopay-log-filter-sqli-vc/units.jsonl
+      summary_c: wp-gopay-log-filter-sqli-vc/summary.json
+      agreed: wp-gopay-log-filter-sqli-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
+  - name: wp-groundhogg-confirm-redirect-remember
+    task: remember-wp-groundhogg-confirm-redirect
+    inputs:
+      facts: wp-groundhogg-confirm-redirect-facts/facts.json
+      facts_summary: wp-groundhogg-confirm-redirect-facts/summary.json
+      pass_a: wp-groundhogg-confirm-redirect-va/units.jsonl
+      summary_a: wp-groundhogg-confirm-redirect-va/summary.json
+      pass_b: wp-groundhogg-confirm-redirect-vb/units.jsonl
+      summary_b: wp-groundhogg-confirm-redirect-vb/summary.json
+      pass_c: wp-groundhogg-confirm-redirect-vc/units.jsonl
+      summary_c: wp-groundhogg-confirm-redirect-vc/summary.json
+      agreed: wp-groundhogg-confirm-redirect-final/agreed.json
+    outputs:
+    - memory.jsonl
+    budget:
+      usd: 0
+      calls: 0
diff --git a/plane/tasks/agree.yaml b/plane/tasks/agree.yaml
index 337a40f..f3920bf 100644
--- a/plane/tasks/agree.yaml
+++ b/plane/tasks/agree.yaml
@@ -7,7 +7,7 @@ metadata:
   name: agree
   atespace: default
 spec:
-  image: "localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617"
+  image: "localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9"
   command: ["agree"]
   resources:
     requests:
diff --git a/plane/tasks/alerts.yaml b/plane/tasks/alerts.yaml
new file mode 100644
index 0000000..d17bd39
--- /dev/null
+++ b/plane/tasks/alerts.yaml
@@ -0,0 +1,18 @@
+# alerts (harnessx-removal Req 6.3, design section 6): quick-mode rules (enabled and shadow) on a case's vulnerable
+# and fixed pins, each alert attributed to its enclosing function and marked inside or outside the fix. No model.
+# Heavy like repo-facts (a full-tree scan per pin): the Run serializes it. The image is digest-pinned.
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: alerts
+  atespace: default
+spec:
+  image: "localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9"
+  command: ["alerts"]
+  resources:
+    requests:
+      cpu: "250m"
+      memory: "512Mi"
+    limits:
+      cpu: "1"
+      memory: "1280Mi"
diff --git a/plane/tasks/loop.yaml b/plane/tasks/loop.yaml
new file mode 100644
index 0000000..d936d9e
--- /dev/null
+++ b/plane/tasks/loop.yaml
@@ -0,0 +1,18 @@
+# loop (harnessx-removal Req 6.3, design section 6): the improvement loop's singletons -- the generator appends the
+# step (snapshot, measure, propose, improve) to the command. No model, budget {usd: 0, calls: 0}; improve replays the
+# benchmark gate unchanged and delivers its verdict as gate.json. The image is digest-pinned.
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: loop
+  atespace: default
+spec:
+  image: "localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9"
+  command: ["loop"]
+  resources:
+    requests:
+      cpu: "250m"
+      memory: "512Mi"
+    limits:
+      cpu: "1"
+      memory: "1280Mi"
diff --git a/plane/tasks/remember.yaml b/plane/tasks/remember.yaml
new file mode 100644
index 0000000..d11e9cb
--- /dev/null
+++ b/plane/tasks/remember.yaml
@@ -0,0 +1,18 @@
+# remember (harnessx-removal Req 6.1, design section 4): a case's delivered artifacts as memory rows. No model.
+# The template of the per-case Tasks (bound to the case's vulnerable Workspace for the repository and pin the rows
+# carry); the host ingests the delivered memory.jsonl after the Run. The image is digest-pinned.
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember
+  atespace: default
+spec:
+  image: "localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9"
+  command: ["remember"]
+  resources:
+    requests:
+      cpu: "100m"
+      memory: "256Mi"
+    limits:
+      cpu: "1"
+      memory: "512Mi"
diff --git a/plane/tasks/repo-facts.yaml b/plane/tasks/repo-facts.yaml
index 0b386d7..3d642f4 100644
--- a/plane/tasks/repo-facts.yaml
+++ b/plane/tasks/repo-facts.yaml
@@ -8,7 +8,7 @@ metadata:
   name: repo-facts
   atespace: default
 spec:
-  image: "localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617"
+  image: "localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9"
   command: ["repo-facts"]
   resources:
     requests:
diff --git a/plane/tasks/validation-46.yaml b/plane/tasks/validation-46.yaml
index 7fc8cee..48a0231 100644
--- a/plane/tasks/validation-46.yaml
+++ b/plane/tasks/validation-46.yaml
@@ -5,9 +5,9 @@ metadata:
   name: repo-facts-budibase-mongo-template-nosqli
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"b4ef709df34ab08c","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"b7e63df737eede85d951aa9665b0c0778ece7ccb","repo":"github.com/Budibase/budibase"}'
+    openultrasast.io/memory-key: '{"candidates":"b4ef709df34ab08c","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"b7e63df737eede85d951aa9665b0c0778ece7ccb","repo":"github.com/Budibase/budibase"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -36,7 +36,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -67,7 +67,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -96,7 +96,7 @@ metadata:
   name: agree-budibase-mongo-template-nosqli
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -123,9 +123,9 @@ metadata:
   name: repo-facts-cct-studio-server-cmdi
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"6c9fa4a6e47cda37","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"acdb5893412a81eaec9862ee24a4613bf296ab45","repo":"github.com/davila7/claude-code-templates"}'
+    openultrasast.io/memory-key: '{"candidates":"6c9fa4a6e47cda37","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"acdb5893412a81eaec9862ee24a4613bf296ab45","repo":"github.com/davila7/claude-code-templates"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -154,7 +154,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -185,7 +185,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -214,7 +214,7 @@ metadata:
   name: agree-cct-studio-server-cmdi
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -241,9 +241,9 @@ metadata:
   name: repo-facts-contextforge-prompt-ssti
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"b272af6456664ebc","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"0f8e0ad679f1fff685f486e17f642ac863c8ca9e","repo":"github.com/IBM/mcp-context-forge"}'
+    openultrasast.io/memory-key: '{"candidates":"b272af6456664ebc","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"0f8e0ad679f1fff685f486e17f642ac863c8ca9e","repo":"github.com/IBM/mcp-context-forge"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -272,7 +272,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -303,7 +303,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -332,7 +332,7 @@ metadata:
   name: agree-contextforge-prompt-ssti
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -359,9 +359,9 @@ metadata:
   name: repo-facts-froxlor-admin-ip-second-order-sqli
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"c52240d980ef0105","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"9bf03de643a2edee4642bfc6c94db1f05253da02","repo":"github.com/froxlor/froxlor"}'
+    openultrasast.io/memory-key: '{"candidates":"c52240d980ef0105","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"9bf03de643a2edee4642bfc6c94db1f05253da02","repo":"github.com/froxlor/froxlor"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -390,7 +390,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -421,7 +421,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -450,7 +450,7 @@ metadata:
   name: agree-froxlor-admin-ip-second-order-sqli
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -477,9 +477,9 @@ metadata:
   name: repo-facts-fuxa-tdengine-escape-sqli
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"ec699ee54d38a8ee","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"193a888f8e3f805325072829b1644a2c768c948b","repo":"github.com/frangoteam/FUXA"}'
+    openultrasast.io/memory-key: '{"candidates":"ec699ee54d38a8ee","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"193a888f8e3f805325072829b1644a2c768c948b","repo":"github.com/frangoteam/FUXA"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -508,7 +508,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -539,7 +539,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -568,7 +568,7 @@ metadata:
   name: agree-fuxa-tdengine-escape-sqli
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -595,9 +595,9 @@ metadata:
   name: repo-facts-lmdeploy-media-url-ssrf
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"1337c9c717f5ac87","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"71648d239c978452720a6d6692fe914efc8a7b94","repo":"github.com/InternLM/lmdeploy"}'
+    openultrasast.io/memory-key: '{"candidates":"1337c9c717f5ac87","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"71648d239c978452720a6d6692fe914efc8a7b94","repo":"github.com/InternLM/lmdeploy"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -626,7 +626,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -657,7 +657,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -686,7 +686,7 @@ metadata:
   name: agree-lmdeploy-media-url-ssrf
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -713,9 +713,9 @@ metadata:
   name: repo-facts-medplum-external-auth-open-redirect
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"17ba609d5b1a1a00","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"5d4a8654b02aa67c444f96ae1eb5663c09854006","repo":"github.com/medplum/medplum"}'
+    openultrasast.io/memory-key: '{"candidates":"17ba609d5b1a1a00","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"5d4a8654b02aa67c444f96ae1eb5663c09854006","repo":"github.com/medplum/medplum"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -744,7 +744,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -775,7 +775,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -804,7 +804,7 @@ metadata:
   name: agree-medplum-external-auth-open-redirect
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -831,9 +831,9 @@ metadata:
   name: repo-facts-pgadmin-maintenance-sqli
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"7f1b83a88024c2d4","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"d112dc3b962218efc3613fa727d54f0fc5b1d527","repo":"github.com/pgadmin-org/pgadmin4"}'
+    openultrasast.io/memory-key: '{"candidates":"7f1b83a88024c2d4","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"d112dc3b962218efc3613fa727d54f0fc5b1d527","repo":"github.com/pgadmin-org/pgadmin4"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -862,7 +862,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -893,7 +893,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -922,7 +922,7 @@ metadata:
   name: agree-pgadmin-maintenance-sqli
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -949,9 +949,9 @@ metadata:
   name: repo-facts-qwed-sympy-eval
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"f071e8db5f5517ab","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"06801f68cbf9c9b5e54cc17f2a61cb2792da7a26","repo":"github.com/QWED-AI/qwed-verification"}'
+    openultrasast.io/memory-key: '{"candidates":"f071e8db5f5517ab","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"06801f68cbf9c9b5e54cc17f2a61cb2792da7a26","repo":"github.com/QWED-AI/qwed-verification"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -980,7 +980,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1011,7 +1011,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1040,7 +1040,7 @@ metadata:
   name: agree-qwed-sympy-eval
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -1067,9 +1067,9 @@ metadata:
   name: repo-facts-reactpress-findall-column-sqli
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"ecb82a10249c6fed","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"c3dd10681b3d2b5e224f7ac647b3769557603975","repo":"github.com/fecommunity/reactpress"}'
+    openultrasast.io/memory-key: '{"candidates":"ecb82a10249c6fed","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"c3dd10681b3d2b5e224f7ac647b3769557603975","repo":"github.com/fecommunity/reactpress"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -1098,7 +1098,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1129,7 +1129,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1158,7 +1158,7 @@ metadata:
   name: agree-reactpress-findall-column-sqli
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -1185,9 +1185,9 @@ metadata:
   name: repo-facts-unleash-addon-webhook-ssrf
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"4d3debd51fd86f9c","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"b9f3217d327f24094b4352130baa30387f85cffe","repo":"github.com/Unleash/unleash"}'
+    openultrasast.io/memory-key: '{"candidates":"4d3debd51fd86f9c","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"b9f3217d327f24094b4352130baa30387f85cffe","repo":"github.com/Unleash/unleash"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -1216,7 +1216,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1247,7 +1247,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1276,7 +1276,7 @@ metadata:
   name: agree-unleash-addon-webhook-ssrf
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -1303,9 +1303,9 @@ metadata:
   name: repo-facts-winml-cli-serve-cors
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"e3b0c44298fc1c14","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"02179d185f0e3ac23518236b5ca1f61fd37ef680","repo":"github.com/microsoft/winml-cli"}'
+    openultrasast.io/memory-key: '{"candidates":"e3b0c44298fc1c14","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"02179d185f0e3ac23518236b5ca1f61fd37ef680","repo":"github.com/microsoft/winml-cli"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -1334,7 +1334,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1365,7 +1365,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1394,7 +1394,7 @@ metadata:
   name: agree-winml-cli-serve-cors
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -1421,9 +1421,9 @@ metadata:
   name: repo-facts-wp-directorist-avatar-ssrf
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"d6963021f588f39e","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"77cfc9bc8b453f97ab7e720330706fa4ef056867","repo":"github.com/sovware/directorist"}'
+    openultrasast.io/memory-key: '{"candidates":"d6963021f588f39e","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"77cfc9bc8b453f97ab7e720330706fa4ef056867","repo":"github.com/sovware/directorist"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -1452,7 +1452,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1483,7 +1483,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1512,7 +1512,7 @@ metadata:
   name: agree-wp-directorist-avatar-ssrf
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -1539,9 +1539,9 @@ metadata:
   name: repo-facts-wp-gopay-log-filter-sqli
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"fde4d17144a13d73","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"626bc8b5f8d33de6eefd921e3a05ed52ac320bcd","repo":"github.com/gopaycommunity/gopay-woocommerce-integration"}'
+    openultrasast.io/memory-key: '{"candidates":"fde4d17144a13d73","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"626bc8b5f8d33de6eefd921e3a05ed52ac320bcd","repo":"github.com/gopaycommunity/gopay-woocommerce-integration"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -1570,7 +1570,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1601,7 +1601,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1630,7 +1630,7 @@ metadata:
   name: agree-wp-gopay-log-filter-sqli
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -1657,9 +1657,9 @@ metadata:
   name: repo-facts-wp-groundhogg-confirm-redirect
   atespace: default
   annotations:
-    openultrasast.io/memory-key: '{"candidates":"fde4d17144a13d73","image":"sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617","pin":"9472a1dd79d4556c40eece501a61930793f170d3","repo":"github.com/groundhoggwp/groundhogg"}'
+    openultrasast.io/memory-key: '{"candidates":"fde4d17144a13d73","image":"sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9","pin":"9472a1dd79d4556c40eece501a61930793f170d3","repo":"github.com/groundhoggwp/groundhogg"}'
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - repo-facts
   env:
@@ -1688,7 +1688,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1719,7 +1719,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1748,7 +1748,7 @@ metadata:
   name: agree-wp-groundhogg-confirm-redirect
   atespace: default
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - agree
   env:
@@ -1777,7 +1777,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1808,7 +1808,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1839,7 +1839,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1870,7 +1870,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1901,7 +1901,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1932,7 +1932,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1963,7 +1963,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -1994,7 +1994,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2025,7 +2025,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2056,7 +2056,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2087,7 +2087,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2118,7 +2118,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2149,7 +2149,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2180,7 +2180,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2211,7 +2211,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
   command:
   - verify
   env:
@@ -2233,3 +2233,378 @@ spec:
     path: /workspace/case
   - name: wp-groundhogg-confirm-redirect-inputs
     path: /workspace/inputs
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-budibase-mongo-template-nosqli
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: budibase-mongo-template-nosqli-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-cct-studio-server-cmdi
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: cct-studio-server-cmdi-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-contextforge-prompt-ssti
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: contextforge-prompt-ssti-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-froxlor-admin-ip-second-order-sqli
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: froxlor-admin-ip-second-order-sqli-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-fuxa-tdengine-escape-sqli
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: fuxa-tdengine-escape-sqli-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-lmdeploy-media-url-ssrf
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: lmdeploy-media-url-ssrf-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-medplum-external-auth-open-redirect
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: medplum-external-auth-open-redirect-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-pgadmin-maintenance-sqli
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: pgadmin-maintenance-sqli-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-qwed-sympy-eval
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: qwed-sympy-eval-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-reactpress-findall-column-sqli
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: reactpress-findall-column-sqli-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-unleash-addon-webhook-ssrf
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: unleash-addon-webhook-ssrf-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-winml-cli-serve-cors
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: winml-cli-serve-cors-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-wp-directorist-avatar-ssrf
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: wp-directorist-avatar-ssrf-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-wp-gopay-log-filter-sqli
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: wp-gopay-log-filter-sqli-vulnerable
+    path: /workspace/case
+---
+apiVersion: ax.io/v1alpha1
+kind: Task
+metadata:
+  name: remember-wp-groundhogg-confirm-redirect
+  atespace: default
+spec:
+  image: localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9
+  command:
+  - remember
+  env:
+  - name: OUSAST_POPULATION
+    value: population-v2
+  - name: OUSAST_SPLIT
+    value: validation
+  resources:
+    requests:
+      cpu: 100m
+      memory: 256Mi
+    limits:
+      cpu: '1'
+      memory: 512Mi
+  workspaces:
+  - name: wp-groundhogg-confirm-redirect-vulnerable
+    path: /workspace/case
diff --git a/plane/tasks/verify.yaml b/plane/tasks/verify.yaml
index e94cf02..00721a7 100644
--- a/plane/tasks/verify.yaml
+++ b/plane/tasks/verify.yaml
@@ -10,7 +10,7 @@ metadata:
   annotations:
     openultrasast.io/model: deepseek-flash
 spec:
-  image: "localhost:5001/ousast-runner@sha256:fb9a743027518976659fd11505e58cc3fc84fb42e07627196e13b76ac01d0617"
+  image: "localhost:5001/ousast-runner@sha256:7fbd523f127f1e15eddc48b06e73acf75fa70f741d36e0749e74ca883797f6c9"
   command: ["verify"]
   resources:
     requests:
diff --git a/src/openultrasast/cli.py b/src/openultrasast/cli.py
index 6669d74..3c7e21a 100644
--- a/src/openultrasast/cli.py
+++ b/src/openultrasast/cli.py
@@ -284,6 +284,16 @@ def main(argv: list[str] | None = None) -> int:
     plane_ws.add_argument(
         "--runner-image", type=Path, help="with --validation-set: re-pin the task templates to the image in this file (ops/ax/up.sh)"
     )
+    plane_ws.add_argument(
+        "--loop", action="store_true",
+        help="with --validation-set: append the improvement loop (alerts per case, then snapshot, measure, propose, improve)",
+    )  # fmt: skip
+    plane_ws.add_argument("--loop-commit", help="with --loop: the commit under test the gate runs at (default: git rev-parse HEAD)")
+    plane_ws.add_argument("--loop-repo", help="with --loop: this repository's URL (default: git remote get-url origin)")
+    plane_ws.add_argument("--loop-manifest", help="with --loop: the benchmark manifest the proposals are gated on")
+    plane_ws.add_argument(
+        "--qualify-population", action="append", default=[], metavar="NAME", help="with --loop: a population whose rows never propose"
+    )
 
     args = parser.parse_args(argv)
     # Diagnosis needs the stage costs, and nothing configures logging, so the default root level of
@@ -1382,7 +1392,7 @@ def _plane_memory(
             assert run_manifest is not None
             seeded = memory.seed(run_manifest, store)
             if seeded:
-                print(f"memory {store.describe()}: facts reused for {len(seeded)} tasks: {', '.join(seeded)}")
+                print(f"memory {store.describe()}: seeded {len(seeded)} tasks (reused facts, loop snapshot): {', '.join(seeded)}")
             return 0
         annotations: dict[str, str] = {}
         if run_manifest is not None:
@@ -1403,7 +1413,7 @@ def _plane_memory(
 
 
 def _plane_increment(args: argparse.Namespace) -> int:
-    from .plane.generate import increment
+    from .plane.generate import LOOP_MANIFEST, Loop, increment
 
     if args.candidates is None or args.triage is None:
         print("--validation-set needs --candidates and --triage", file=sys.stderr)
@@ -1417,9 +1427,18 @@ def _plane_increment(args: argparse.Namespace) -> int:
     )
     if args.runner_image is not None:
         command += f" --runner-image {str(args.runner_image).replace(home, '~', 1)}"
+    loop = None
+    if args.loop:
+        git = lambda *a: subprocess.run(["git", *a], capture_output=True, text=True, check=True).stdout.strip()  # noqa: E731
+        loop = Loop(
+            repo=args.loop_repo or git("remote", "get-url", "origin"), commit=args.loop_commit or git("rev-parse", "HEAD"),
+            manifest=args.loop_manifest or LOOP_MANIFEST, populations=tuple(args.qualify_population),
+        )  # fmt: skip
+        command += f" --loop --loop-commit {loop.commit} --loop-repo {loop.repo} --loop-manifest {loop.manifest}"
+        command += "".join(f" --qualify-population {p}" for p in loop.populations)
     written = increment(
         args.population, args.validation_set, args.candidates, args.triage, plane=args.plane, run_name=args.run, command=command,
-        repos=args.repos, runner_image=args.runner_image,
+        repos=args.repos, runner_image=args.runner_image, loop=loop,
     )  # fmt: skip
     print(f"{len(written)} manifests written under {args.plane} (Run {args.run})")
     return 0
diff --git a/src/openultrasast/improve/memory.py b/src/openultrasast/improve/memory.py
index aea27f5..d5c0987 100644
--- a/src/openultrasast/improve/memory.py
+++ b/src/openultrasast/improve/memory.py
@@ -145,7 +145,10 @@ class _View:
 
     @classmethod
     def of(cls, records: Sequence[Record]) -> _View:
+        """One alert per (repo, pin, rule, path, line, function, pin role): every loop run re-alerts an unchanged pin under a
+        new run name, and a repeat is the same evidence, not more of it."""
         view = cls()
+        seen: set[tuple[object, ...]] = set()
         for rec in records:
             row = rec.row
             if row["kind"] == "verdict":
@@ -153,7 +156,10 @@ class _View:
                 if row.get("site_match") is True:
                     view.sites.add((row["repo"], str(row.get("candidate"))))
             elif row["kind"] == "alert" and row.get("rule_id"):
-                view.alerts.setdefault(str(row["rule_id"]), []).append(rec)
+                place = (row["repo"], row["pin"], row["rule_id"], *(row.get(k) for k in ("path", "line", "function", "pin_role")))
+                if place not in seen:
+                    seen.add(place)
+                    view.alerts.setdefault(str(row["rule_id"]), []).append(rec)
         return view
 
     def verdict(self, alert: Mapping[str, Any]) -> Record | None:
diff --git a/src/openultrasast/model/audit.py b/src/openultrasast/model/audit.py
index 2a1bfe2..1c2400d 100644
--- a/src/openultrasast/model/audit.py
+++ b/src/openultrasast/model/audit.py
@@ -65,6 +65,8 @@ SPEC_OWNED = {
     "plane.generate": "ai-service-plane task 7: an increment's Workspaces, per-case Tasks and Run from a recorded set",
     "plane.memory": "harnessx-removal Req 6.1/6.4: the memory store (file, MinIO), ingest and fact reuse; `ousast plane remember`",
     "plane.tasks.remember": "harnessx-removal Req 6.1: a case's delivered artifacts as memory rows, model-free",
+    "plane.tasks.alerts": "harnessx-removal Req 6.3: quick-mode alerts on a case's vulnerable and fixed pins, model-free",
+    "plane.tasks.loop": "harnessx-removal Req 6.3: the improvement loop's snapshot, measure, propose and improve steps",
     "plane.workspaces": "ai-service-plane task 4: Workspace manifests per case pin of a population; `ousast plane workspaces`",
     "plane.runner": "ai-service-plane Req 4.1-4.4: the ax-task-runner entrypoint (PID 1 of the task image); delivers the output directory",
 }
diff --git a/src/openultrasast/plane/generate.py b/src/openultrasast/plane/generate.py
index b755974..6f3bec3 100644
--- a/src/openultrasast/plane/generate.py
+++ b/src/openultrasast/plane/generate.py
@@ -15,8 +15,16 @@ under ``--plane`` (default ``plane/``), everything a Run over the set needs besi
   (``triage.json``, for the measurement);
 - ``tasks/<run>.yaml``: per case, one Task per template (two for ``verify``: ``OUSAST_PASS=a|b``) binding the two
   Workspaces and naming the files as env;
-- ``runs/<run>.yaml``: the Run, per case ``facts -> verify a, verify b -> agree``, with budgets, annotated with the
-  population and split (``openultrasast.io/population``/``split``: the files' stems) the memory rows carry.
+- ``runs/<run>.yaml``: the Run, per case ``facts -> verify a, verify b -> agree -> verify c -> final -> remember``,
+  with budgets, annotated with the population and split (``openultrasast.io/population``/``split``: the files'
+  stems) the memory rows carry.
+
+``--loop`` (harnessx-removal design section 6) appends the improvement loop: per case ``alerts`` (quick-mode rules
+on the vulnerable and the fixed pin, which gets its Workspace ``<case>-fixed``; ``case.json`` then also carries the
+fix's new-side ranges) feeding ``remember``, and once ``memory-snapshot`` (the store's rows after the train-on-test
+guard, written on the host by ``memory.seed``) -> ``loop-measure`` -> ``loop-propose`` -> ``loop-improve``, the last
+two bound to this repository at the commit under test. All of them model-free with budget ``{usd: 0, calls: 0}``;
+the gate's verdict is ``<run>/loop-improve/gate.json``, and adopting an accepted ledger stays a maintainer commit.
 
 Each ``repo-facts`` Task carries ``openultrasast.io/memory-key`` (repository, pin, candidates digest, runner image
 digest): the key under which stored facts are reused instead of recomputed (``plane/memory.py``, ``seed``).
@@ -57,12 +65,12 @@ import yaml
 from ..model.endpoint import price_of
 from .budget import cost_of
 from .manifests import GIT_COMMITS_ANNOTATION, RUN_API_VERSION, Task, load_manifests
-from .memory import MEMORY_KEY_ANNOTATION, POPULATION_ANNOTATION, SPLIT_ANNOTATION, memory_key
+from .memory import MEMORY_KEY_ANNOTATION, POPULATION_ANNOTATION, SNAPSHOT_ANNOTATION, SPLIT_ANNOTATION, memory_key
 from .reconciler import _ax_name, _doc
 from .tasks.repo_facts import _digest
 from .tasks.verify import MAX_STEPS, units_of
 
-__all__ = ["CaseInputs", "fix_ranges", "increment", "read_cases", "render", "repin_templates"]
+__all__ = ["CaseInputs", "Loop", "fix_ranges", "increment", "read_cases", "render", "repin_templates"]
 
 REFERENCE_USD_PER_CANDIDATE = 0.022  # two passes: verifier-batched-check-2026-09-29.json cost.usd_per_candidate_two_passes
 REFERENCE_MODEL = "deepseek-flash"  # verify_batched.py's default (DEFAULT_DETECTOR_MODEL) in the batched check
@@ -76,7 +84,12 @@ CALLS_PER_HUNT = MAX_STEPS + 2  # every tool step, the answer, one empty-content
 ATESPACE = "default"
 CASE_PATH = "/workspace/case"
 INPUTS_PATH = "/workspace/inputs"
-TEMPLATES = ("repo-facts", "verify", "agree")
+FIXED_PATH = "/workspace/fixed"
+PROJECT_PATH = "/workspace/project"
+TEMPLATES = ("repo-facts", "verify", "agree", "remember", "alerts", "loop")
+FIXED_RANGES_BASIS = "git diff -U0 <vulnerable> <fixed>, new side: the fix's lines at the fixed pin"
+LOOP_MANIFEST = "benchmarks/manifests/java-spring-boot-vulnerable.toml"  # the equality baseline's `improve` manifest
+LOOP_CATALOG = "benchmarks/pairs/catalog.toml"
 
 Candidate = tuple[str, str, int]
 
@@ -90,23 +103,40 @@ class CaseInputs:
     recorded_usd: float
     triage_usd: float = 0.0
     ranges: Mapping[str, Sequence[tuple[int, int]]] | None = None
+    fixed_ranges: Mapping[str, Sequence[tuple[int, int]]] | None = None
 
 
-def fix_ranges(repo: Path, vulnerable: str, fixed: str) -> dict[str, list[tuple[int, int]]]:
+@dataclass(frozen=True)
+class Loop:
+    """The improvement loop appended to a Run (``--loop``, design section 6): ``repo`` at ``commit`` is this
+    repository at the commit under test, where ``manifest`` and ``catalog`` (paths inside it) gate the proposals;
+    rows of ``populations`` never propose (the train-on-test guard)."""
+
+    repo: str
+    commit: str
+    manifest: str = LOOP_MANIFEST
+    catalog: str = LOOP_CATALOG
+    populations: tuple[str, ...] = ()
+
+
+def fix_ranges(repo: Path, vulnerable: str, fixed: str, side: str = "old") -> dict[str, list[tuple[int, int]]]:
     """Changed line ranges per file on the vulnerable side of the fix: `evaluate.hunks(case, "old")`, line for
-    line (including its attribution of a hunk under ``--- /dev/null`` to the file before it)."""
+    line (including its attribution of a hunk under ``--- /dev/null`` to the file before it). ``side="new"`` is
+    the same on the fixed side (``+++ b/`` paths, the ``+`` spans): where a fixed-pin alert sits inside the fix."""
     if not (repo / ".git").exists() and not (repo / "HEAD").is_file():
         raise ValueError(f"no repository at {repo}: the fix ranges cannot be computed")
     diff = subprocess.run(["git", "-C", str(repo), "diff", "-U0", vulnerable, fixed], capture_output=True, text=True, check=True).stdout
     ranges: dict[str, list[tuple[int, int]]] = {}
     current = ""
+    header, group = ("--- a/", 1) if side == "old" else ("+++ b/", 3)
     for line in diff.splitlines():
-        if line.startswith("--- a/"):
+        if line.startswith(header):
             current = line[6:]
         elif line.startswith("@@") and current:
             match = re.search(r"-(\d+)(?:,(\d+))? \+(\d+)(?:,(\d+))?", line)
             if match:
-                first, length = int(match.group(1)), int(match.group(2)) if match.group(2) is not None else 1
+                span = match.group(group + 1)
+                first, length = int(match.group(group)), int(span) if span is not None else 1
                 ranges.setdefault(current, []).append((first, first + max(length, 1) - 1))
     if not ranges:
         raise ValueError(f"{repo}: the diff {vulnerable[:12]}..{fixed[:12]} changed no line on the vulnerable side")
@@ -133,10 +163,11 @@ def _scan_rows(triage_dir: Path, case_id: str) -> list[dict[str, Any]]:
 
 
 def read_cases(
-    validation_set: Path, candidates_dir: Path, triage_dir: Path, population: Path, repos: Path | None = None
+    validation_set: Path, candidates_dir: Path, triage_dir: Path, population: Path, repos: Path | None = None, *, fixed_side: bool = False
 ) -> list[CaseInputs]:
     """The set's cases in id order, each with its candidates, the triage-kept subset, the recorded cost and its
-    triage share, and -- with ``repos`` (one clone per case id) -- the fix's old-side ranges."""
+    triage share, and -- with ``repos`` (one clone per case id) -- the fix's old-side ranges (and, with
+    ``fixed_side``, its new-side ranges, which the loop's `alerts` task marks fixed-pin alerts by)."""
     subset: dict[str, list[list[str]]] = json.loads(validation_set.read_text(encoding="utf-8"))
     records = {c["id"]: c for c in tomllib.loads(population.read_text(encoding="utf-8"))["case"]}
     cases: list[CaseInputs] = []
@@ -166,6 +197,11 @@ def read_cases(
                 recorded_usd=round(sum(float(r.get("usd") or 0.0) for r in rows), 6),
                 triage_usd=_triage_usd(rows),
                 ranges=None if repos is None else fix_ranges(repos / case_id, records[case_id]["vulnerable"], records[case_id]["fixed"]),
+                fixed_ranges=(
+                    fix_ranges(repos / case_id, records[case_id]["vulnerable"], records[case_id]["fixed"], side="new")
+                    if repos is not None and fixed_side
+                    else None
+                ),
             )
         )
     return cases
@@ -188,6 +224,9 @@ def _case_record(item: CaseInputs) -> dict[str, Any]:
     if item.ranges is not None:
         record["ranges"] = {path: [list(span) for span in spans] for path, spans in item.ranges.items()}
         record["ranges_basis"] = RANGES_BASIS
+    if item.fixed_ranges is not None:
+        record["fixed_ranges"] = {path: [list(span) for span in spans] for path, spans in item.fixed_ranges.items()}
+        record["fixed_ranges_basis"] = FIXED_RANGES_BASIS
     record["sites_in_set"] = [s for s in sites if s in in_set]
     record["cost"] = {
         "candidates_before_triage": len(item.candidates), "recorded_usd": item.recorded_usd,
@@ -213,11 +252,13 @@ def _workspaces(item: CaseInputs) -> tuple[dict[str, Any], dict[str, Any]]:
     return pinned, inputs
 
 
-def _task(template: Task, name: str, env: Mapping[str, str], bindings: Sequence[tuple[str, str]]) -> dict[str, Any]:
+def _task(
+    template: Task, name: str, env: Mapping[str, str], bindings: Sequence[tuple[str, str]], command: Sequence[str] = ()
+) -> dict[str, Any]:
     spec: dict[str, Any] = {}
     if template.image:
         spec["image"] = template.image
-    spec["command"] = list(template.command)
+    spec["command"] = [*template.command, *command]
     spec["env"] = [{"name": e.name, "value": e.value} for e in template.env] + [{"name": k, "value": v} for k, v in env.items()]
     if template.resources:
         kinds = {kind: values for kind, values in vars(template.resources).items() if values is not None}
@@ -257,11 +298,91 @@ def _tiebreak_entries(item: CaseInputs) -> list[dict[str, Any]]:
     ]  # fmt: skip
 
 
+def _free() -> dict[str, int]:
+    return {"usd": 0, "calls": 0}  # model-free: budget.py refuses any call, so a stray one fails loudly
+
+
+def _remember(item: CaseInputs, templates: Mapping[str, Task], population: str, split: str, alerts: bool) -> tuple[dict, dict]:
+    """(Task, Run entry) of the case's `remember` (design section 4): bound to the vulnerable Workspace for the
+    repository and pin its rows carry; every artifact of the case's chain (and, in a loop, its alerts) as input."""
+    case_id = item.case["id"]
+    env = {"OUSAST_POPULATION": population or "unknown", "OUSAST_SPLIT": split or "unknown"}
+    task = _task(templates["remember"], f"remember-{case_id}", env, [(_ax_name(case_id, "vulnerable"), CASE_PATH)])
+    inputs = {"facts": f"{case_id}-facts/facts.json", "facts_summary": f"{case_id}-facts/summary.json"}
+    for label in ("a", "b", "c"):
+        inputs.update({f"pass_{label}": f"{case_id}-v{label}/units.jsonl", f"summary_{label}": f"{case_id}-v{label}/summary.json"})
+    inputs["agreed"] = f"{case_id}-final/agreed.json"
+    if alerts:
+        inputs["alerts"] = f"{case_id}-alerts/alerts.jsonl"
+    entry = {"name": f"{case_id}-remember", "task": f"remember-{case_id}", "inputs": inputs, "outputs": ["memory.jsonl"], "budget": _free()}
+    return task, entry
+
+
+def _alerts(item: CaseInputs, templates: Mapping[str, Task]) -> tuple[dict, dict, dict]:
+    """(fixed-pin Workspace, Task, Run entry) of the case's `alerts`: quick-mode rules on both pins."""
+    case = item.case
+    git = [{"name": "repo", "repo": case["repo"], "dir": "repo", "depth": 1}]
+    fixed = _doc("Workspace", _ax_name(case["id"], "fixed"), {"git": git}, ATESPACE)
+    fixed["metadata"]["annotations"] = {GIT_COMMITS_ANNOTATION: f"repo={case['fixed']}"}
+    bindings = [(_ax_name(case["id"], "vulnerable"), CASE_PATH), (fixed["metadata"]["name"], FIXED_PATH)]
+    bindings.append((_ax_name(case["id"], "inputs"), INPUTS_PATH))
+    env = {
+        "OUSAST_WORKSPACE_DIR": f"{CASE_PATH}/repo", "OUSAST_FIXED_DIR": f"{FIXED_PATH}/repo",
+        "OUSAST_INPUT_CASE": f"{INPUTS_PATH}/case.json", "OUSAST_VULNERABLE_PIN": str(case["vulnerable"]),
+        "OUSAST_FIXED_PIN": str(case["fixed"]),
+    }  # fmt: skip
+    task = _task(templates["alerts"], f"alerts-{case['id']}", env, bindings)
+    entry = {"name": f"{case['id']}-alerts", "task": f"alerts-{case['id']}", "outputs": ["alerts.jsonl"], "budget": _free()}
+    entry["serialize"] = "engine"
+    return fixed, task, entry
+
+
+def _loop(cases: Sequence[CaseInputs], templates: Mapping[str, Task], loop: Loop) -> tuple[dict, list[dict], list[dict]]:
+    """(project Workspace, Tasks, Run entries) of the loop's singletons: snapshot -> measure -> propose -> improve."""
+    git = [{"name": "repo", "repo": loop.repo, "dir": "repo", "depth": 1}]
+    project = _doc("Workspace", _ax_name("openultrasast", loop.commit[:12]), {"git": git}, ATESPACE)
+    project["metadata"]["annotations"] = {GIT_COMMITS_ANNOTATION: f"repo={loop.commit}"}
+    bound = [(project["metadata"]["name"], PROJECT_PATH)]
+    env = {
+        "OUSAST_PROJECT_DIR": f"{PROJECT_PATH}/repo", "OUSAST_LOOP_MANIFEST": loop.manifest, "OUSAST_LOOP_CATALOG": loop.catalog,
+        "OUSAST_QUALIFY_POPULATIONS": json.dumps(sorted(loop.populations)),
+    }  # fmt: skip
+    snapshot = _task(templates["loop"], "memory-snapshot", {}, [], ["snapshot"])
+    guard = {"catalog": loop.catalog, "manifest": loop.manifest, "populations": sorted(loop.populations)}
+    snapshot["metadata"].setdefault("annotations", {})[SNAPSHOT_ANNOTATION] = json.dumps(guard, sort_keys=True, separators=(",", ":"))
+    tasks = [
+        snapshot, _task(templates["loop"], "loop-measure", {}, [], ["measure"]),
+        _task(templates["loop"], "loop-propose", env, bound, ["propose"]),
+        _task(templates["loop"], "loop-improve", env, bound, ["improve"]),
+    ]  # fmt: skip
+    remembered = {f"remember_{c.case['id']}": f"{c.case['id']}-remember/memory.jsonl" for c in cases}
+    entries = [
+        {"name": "memory-snapshot", "task": "memory-snapshot", "outputs": ["rows.jsonl", "index.json"], "budget": _free()},
+        {"name": "loop-measure", "task": "loop-measure", "inputs": {**remembered, "snapshot": "memory-snapshot/rows.jsonl"},
+         "outputs": ["measure.json", "rows.jsonl"], "budget": _free()},
+        {"name": "loop-propose", "task": "loop-propose",
+         "inputs": {"measure": "loop-measure/measure.json", "rows": "loop-measure/rows.jsonl", "index": "memory-snapshot/index.json"},
+         "outputs": ["proposals.jsonl", "memory_proposals.jsonl", "signals.json"], "budget": _free()},
+        {"name": "loop-improve", "task": "loop-improve", "inputs": {"proposals": "loop-propose/proposals.jsonl"},
+         "outputs": ["gate.json", "journal.json"], "budget": _free(), "serialize": "engine"},
+    ]  # fmt: skip
+    return project, tasks, entries
+
+
 def render(
-    cases: Sequence[CaseInputs], templates: Mapping[str, Task], run_name: str, command: str, *, population: str = "", split: str = ""
+    cases: Sequence[CaseInputs],
+    templates: Mapping[str, Task],
+    run_name: str,
+    command: str,
+    *,
+    population: str = "",
+    split: str = "",
+    loop: Loop | None = None,
 ) -> dict[str, str]:
     """Relative path under the plane root -> file text, for every generated manifest. ``population`` and ``split``
-    (the population file's and the set's stems) become the Run's annotations, which the memory rows carry."""
+    (the population file's and the set's stems) become the Run's annotations, which the memory rows carry. Each
+    case ends in `remember`; ``loop`` adds per case `alerts` (and the fixed-pin Workspace), and once the
+    snapshot, `loop-measure`, `loop-propose` and `loop-improve` (design section 6), all model-free."""
     header = f"# generated by `{command}`; do not edit, regenerate.\n"
     out: dict[str, str] = {}
     tasks: list[dict[str, Any]] = []
@@ -307,6 +428,20 @@ def render(
         tiebreak.extend(_tiebreak_entries(item))
     tasks.sort(key=lambda doc: 1 if doc["metadata"]["name"].startswith("verify-c-") else 0)  # stable: the old Tasks first
     entries.extend(tiebreak)  # appended: the first Run's entries stay byte-identical, so a rerun keeps their state
+    for item in cases:  # appended after the tie-break for the same reason
+        if loop is not None:
+            fixed, alerts_task, alerts_entry = _alerts(item, templates)
+            out[f"workspaces/{fixed['metadata']['name']}.yaml"] = _dump(header, [fixed])
+            tasks.append(alerts_task)
+            entries.append(alerts_entry)
+        remember_task, remember_entry = _remember(item, templates, population, split, loop is not None)
+        tasks.append(remember_task)
+        entries.append(remember_entry)
+    if loop is not None:
+        project, loop_tasks, loop_entries = _loop(cases, templates, loop)
+        out[f"workspaces/{project['metadata']['name']}.yaml"] = _dump(header, [project])
+        tasks.extend(loop_tasks)
+        entries.extend(loop_entries)
     out[f"tasks/{run_name}.yaml"] = _dump(header, tasks)
     annotations = {k: v for k, v in ((POPULATION_ANNOTATION, population), (SPLIT_ANNOTATION, split)) if v}
     metadata: dict[str, Any] = {"name": run_name, **({"annotations": annotations} if annotations else {})}
@@ -349,14 +484,17 @@ def increment(
     command: str,
     repos: Path | None = None,
     runner_image: Path | None = None,
+    loop: Loop | None = None,
 ) -> list[Path]:
     """Write the generated manifests under ``plane`` from the templates in ``plane/tasks`` (re-pinned first when
-    ``runner_image`` is given); returns the paths."""
+    ``runner_image`` is given), with the improvement loop when ``loop`` is given; returns the paths."""
+    if loop is not None and repos is None:
+        raise ValueError("--loop needs --repos: the alerts task marks fixed-pin alerts by the fix's new-side ranges")
     if runner_image is not None:
         repin_templates(plane, runner_image)
     loaded = load_manifests([plane / "tasks" / f"{name}.yaml" for name in TEMPLATES])
-    cases = read_cases(validation_set, candidates_dir, triage_dir, population, repos)
-    files = render(cases, loaded.tasks, run_name, command, population=population.stem, split=validation_set.stem)
+    cases = read_cases(validation_set, candidates_dir, triage_dir, population, repos, fixed_side=loop is not None)
+    files = render(cases, loaded.tasks, run_name, command, population=population.stem, split=validation_set.stem, loop=loop)
     written: list[Path] = []
     for relative, text in files.items():
         path = plane / relative
diff --git a/src/openultrasast/plane/memory.py b/src/openultrasast/plane/memory.py
index 6e15863..c620661 100644
--- a/src/openultrasast/plane/memory.py
+++ b/src/openultrasast/plane/memory.py
@@ -20,6 +20,10 @@ Fact reuse: a facts entry is valid for (repo, pin, candidates digest, runner ima
 writes as the Task annotation ``openultrasast.io/memory-key``. :func:`seed` runs before a Run: for every entry whose
 Task carries a key with stored facts and no state yet, it writes ``<run>/<task>/facts.json`` and a ``done``
 summary and marks the task done under the run lock (``reconciler.mark_done``), so the reconciler skips it.
+
+The loop's ``memory-snapshot`` (a Task annotated ``openultrasast.io/memory-snapshot`` with the train-on-test guard's
+parameters) is seeded the same way: a sandboxed task cannot read this store, so :func:`seed` writes the store's rows
+after the guard into ``<run>/memory-snapshot/`` (:func:`.tasks.loop.write_snapshot`) and marks it done.
 """
 
 from __future__ import annotations
@@ -44,6 +48,7 @@ log = logging.getLogger(__name__)
 MEMORY_KEY_ANNOTATION = "openultrasast.io/memory-key"
 POPULATION_ANNOTATION = "openultrasast.io/population"
 SPLIT_ANNOTATION = "openultrasast.io/split"
+SNAPSHOT_ANNOTATION = "openultrasast.io/memory-snapshot"  # the loop's guard: {"catalog", "manifest", "populations"}
 KINDS = ("facts", "verdict", "unit_cost", "alert", "proposal_outcome")
 ROW_FIELDS = ("id", "kind", "repo", "pin", "run", "task", "population", "split", "image")
 TAG_FIELDS = ("repo", "pin", "kind", "family", "run", "population", "split")
@@ -631,7 +636,8 @@ def ingest(run_dir: Path, store: MemoryStore | None = None) -> list[IngestResult
 def seed(run_manifest: Path, store: MemoryStore | None = None, *, results_root: Path | None = None) -> list[str]:
     """Reuse stored facts for a Run's tasks whose ``openultrasast.io/memory-key`` matches (Req 6.1): each such task
     without a directory or a state gets ``facts.json`` and a ``done`` summary and is marked done under the run
-    lock. Returns the seeded task names. A changed pin, candidate set or runner image finds nothing and recomputes."""
+    lock. Returns the seeded task names. A changed pin, candidate set or runner image finds nothing and recomputes.
+    A ``memory-snapshot`` Task gets the store's rows after the guard its annotation names, marked done likewise."""
     from . import reconciler
 
     run_spec, manifests = reconciler.load_run(Path(run_manifest))
@@ -640,10 +646,19 @@ def seed(run_manifest: Path, store: MemoryStore | None = None, *, results_root:
     state = (reconciler._read_json(base / "state.json") or {}).get("tasks") or {}
     seeded: list[str] = []
     for entry in run_spec.tasks:
-        text = manifests.tasks[entry.task].metadata.annotations.get(MEMORY_KEY_ANNOTATION)
-        if not text or (base / entry.name).exists() or state.get(entry.name, {}).get("status", "pending") != "pending":
+        annotations = manifests.tasks[entry.task].metadata.annotations
+        text, snapshot = annotations.get(MEMORY_KEY_ANNOTATION), annotations.get(SNAPSHOT_ANNOTATION)
+        if not (text or snapshot) or (base / entry.name).exists() or state.get(entry.name, {}).get("status", "pending") != "pending":
             continue
-        key = parse_memory_key(text)
+        if snapshot:
+            from .tasks.loop import write_snapshot  # lazy: the guard reads the pair catalog and the benchmark manifest
+
+            info = write_snapshot(base / entry.name, store, json.loads(snapshot))
+            reused = {"snapshot": store.describe(), **{k: info[k] for k in ("rows", "kept", "index_digest")}}
+            reconciler.mark_done(run_spec.metadata.name, entry.name, reused=reused, results_root=results_root)
+            seeded.append(entry.name)
+            continue
+        key = parse_memory_key(str(text))
         where = {"candidates_digest": key["candidates"], "image": key["image"]}
         for record in sorted(store.rows(key["repo"], key["pin"], "facts", where), key=lambda r: str(r.row["run"]), reverse=True):
             data = store.get_facts(str(record.row["sha256"]))
@@ -672,6 +687,7 @@ __all__ = [
     "KINDS",
     "MEMORY_KEY_ANNOTATION",
     "POPULATION_ANNOTATION",
+    "SNAPSHOT_ANNOTATION",
     "SPLIT_ANNOTATION",
     "FileStore",
     "IngestResult",
diff --git a/src/openultrasast/plane/tasks/alerts.py b/src/openultrasast/plane/tasks/alerts.py
new file mode 100644
index 0000000..f9916a4
--- /dev/null
+++ b/src/openultrasast/plane/tasks/alerts.py
@@ -0,0 +1,123 @@
+"""`alerts` (harnessx-removal Requirement 6.3, design section 6): what the deterministic rules say about a case.
+
+No model, budget ``{usd: 0, calls: 0}``, one per case in a ``--loop`` Run, serialized like ``repo-facts`` (a full-tree
+scan per pin). It runs the quick-mode scan -- ``preprocess_repository``, the entry-point reachability hints,
+``rank_targets`` and ``quick_scan_findings`` over the image's bundled ruleset, enabled and shadow rules alike, exactly
+what ``ousast scan --mode quick`` runs -- on the case's vulnerable pin and on its fixed pin, and writes one row per
+(rule, file, line, pin) to ``alerts.jsonl``:
+
+    rule_id, rule_status (enabled | shadow), path, line, function, pin_role (vulnerable | fixed), pin, in_fix_range
+
+``function`` is the enclosing declaration by the patterns ``repo-facts`` uses (so an alert joins the verify
+candidates' ``path::function``; ``<global>`` outside any function); a language those patterns do not cover keeps the
+scan's own reachability attribution. ``in_fix_range`` says whether the line lies inside the fix: the old-side ranges
+of ``case.json`` on the vulnerable pin, the new-side ``fixed_ranges`` on the fixed pin (null when ``case.json`` has
+none). A fixed-pin alert inside the fix is a false alert on code the fix wrote: rule M1 of ``improve/memory.py``
+counts it.
+
+Env: ``OUSAST_OUTPUT_DIR``, ``OUSAST_WORKSPACE_DIR`` (vulnerable checkout), ``OUSAST_FIXED_DIR`` (fixed checkout),
+``OUSAST_INPUT_CASE`` (``case.json``), ``OUSAST_VULNERABLE_PIN``, ``OUSAST_FIXED_PIN``. A pin whose checkout yields no
+source file fails the task: an unread tree and a silent one are indistinguishable afterwards. Exit 0 done, 2 failed.
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import sys
+import traceback
+from collections.abc import Mapping, Sequence
+from pathlib import Path
+from typing import Any
+
+from ...findings import quick_scan_findings
+from ...mapping import analyze_entry_points, attach_reachability_hints
+from ...preprocess import detect_language, preprocess_repository
+from ...rank import rank_targets
+from .repo_facts import DECLARATION, GLOBAL, enclosing
+
+ROLES = ("vulnerable", "fixed")
+DIRS = ("OUSAST_WORKSPACE_DIR", "OUSAST_FIXED_DIR")
+PINS = ("OUSAST_VULNERABLE_PIN", "OUSAST_FIXED_PIN")
+Ranges = Mapping[str, Sequence[Sequence[int]]]
+
+
+def _lines(path: Path) -> list[str]:
+    try:
+        return path.read_text(encoding="utf-8", errors="replace").splitlines()
+    except OSError:
+        return []
+
+
+def in_range(ranges: Ranges | None, path: str, line: int | None) -> bool | None:
+    if ranges is None:
+        return None
+    return line is not None and any(int(lo) <= line <= int(hi) for lo, hi in ranges.get(path, []))
+
+
+def scan(root: Path, role: str, pin: str, ranges: Ranges | None) -> tuple[list[dict[str, Any]], dict[str, int]]:
+    """(rows, what was read) of one pin: the quick-mode findings as alert rows, one per rule, file, line."""
+    _, targets = preprocess_repository(root)
+    targets = attach_reachability_hints(targets, analyze_entry_points(root, targets))
+    findings = quick_scan_findings(root, targets, rank_targets(targets))
+    read = {"files": len(targets), "bytes": sum((root / t.path).stat().st_size for t in targets if (root / t.path).is_file())}
+    cache: dict[str, list[str]] = {}
+    rows: dict[tuple[str, str, int | None], dict[str, Any]] = {}
+    for finding in findings:
+        rule_id = finding.finding_id.split(":", 1)[0]
+        lines = cache.setdefault(finding.path, _lines(root / finding.path))
+        language = detect_language(root / finding.path)
+        if language in DECLARATION and finding.line and 0 < finding.line <= len(lines):
+            function = enclosing(lines, finding.line - 1, language)
+        else:
+            function = finding.function_name or GLOBAL
+        row = {
+            "rule_id": rule_id, "rule_status": finding.status, "path": finding.path, "line": finding.line, "function": function,
+            "pin_role": role, "pin": pin, "in_fix_range": in_range(ranges, finding.path, finding.line),
+        }  # fmt: skip
+        rows.setdefault((rule_id, finding.path, finding.line), row)
+    ordered = sorted(rows.values(), key=lambda r: (r["path"], r["line"] or 0, r["rule_id"]))
+    return ordered, read
+
+
+def _summary(output_dir: Path, summary: Mapping[str, Any]) -> None:
+    (output_dir / "summary.json").write_text(json.dumps(summary, indent=2, sort_keys=True) + "\n", encoding="utf-8")
+
+
+def main(environ: Mapping[str, str] | None = None) -> int:
+    env = environ if environ is not None else os.environ
+    output = Path(env["OUSAST_OUTPUT_DIR"]) if env.get("OUSAST_OUTPUT_DIR") else None
+    summary: dict[str, Any] = {"status": "failed", "units_done": 0, "units_total": 2, "usd": 0, "calls": 0, "usage": {}, "model": None}
+    try:
+        if output is None:
+            raise ValueError("OUSAST_OUTPUT_DIR is not set")
+        output.mkdir(parents=True, exist_ok=True)
+        case = json.loads(Path(env["OUSAST_INPUT_CASE"]).read_text(encoding="utf-8")) if env.get("OUSAST_INPUT_CASE") else {}
+        ranges = {"vulnerable": case.get("ranges"), "fixed": case.get("fixed_ranges")}
+        rows: list[dict[str, Any]] = []
+        for role, directory, pin in zip(ROLES, DIRS, PINS, strict=True):
+            root = Path(env.get(directory) or "")
+            if not env.get(directory) or not root.is_dir():
+                raise ValueError(f"{directory} is not a directory: {root}")
+            found, read = scan(root, role, str(env.get(pin) or ""), ranges[role])
+            if read["files"] == 0:
+                raise ValueError(f"the {role} checkout {root} has no source file the scan reads: an unread tree is not a clean one")
+            summary.setdefault("read", {})[role] = read
+            summary.setdefault("alerts", {})[role] = len(found)
+            rows.extend(found)
+            summary["units_done"] += 1
+        (output / "alerts.jsonl").write_text("".join(json.dumps(r, sort_keys=True) + "\n" for r in rows), encoding="utf-8")
+        summary["status"] = "done"
+    except Exception:  # noqa: BLE001 -- a crash is `failed` with its traceback
+        summary["reason"] = traceback.format_exc()[-2000:]
+    if output is not None:
+        _summary(output, summary)
+    print(json.dumps({k: summary.get(k) for k in ("status", "alerts", "read")}), file=sys.stderr)
+    return 0 if summary["status"] == "done" else 2
+
+
+__all__ = ["in_range", "main", "scan"]
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/src/openultrasast/plane/tasks/loop.py b/src/openultrasast/plane/tasks/loop.py
new file mode 100644
index 0000000..3fe87e6
--- /dev/null
+++ b/src/openultrasast/plane/tasks/loop.py
@@ -0,0 +1,297 @@
+"""The improvement loop as plane tasks (harnessx-removal Requirement 6.3, design section 6).
+
+``command: ["loop", <step>]``; every step is model-free with budget ``{usd: 0, calls: 0}`` (``budget.py`` refuses any
+call, so a stray one fails loudly), and each writes ``summary.json`` under the task contract. Records travel as
+``{"key", "version", "row"}`` lines: the store object a row came from and its version (MinIO's version id, a file's
+content hash), which a proposal's provenance cites (Req 6.4).
+
+- ``snapshot``: never runs in the sandbox, which cannot read the host's store. ``ousast plane run`` seeds it before
+  the Run (``memory.seed`` -> :func:`write_snapshot`): the store's rows after the train-on-test guard to
+  ``rows.jsonl``, and ``index.json`` (store, index digest, row counts, what the guard excluded). Run in a sandbox it
+  fails, naming the seed that did not happen.
+- ``measure``: every case's ``remember`` rows (inputs ``remember_<case>``) plus the snapshot -> ``measure.json``,
+  the increment's metrics for this run, the store and both (declared sites agreed, usd per candidate, dispute rates
+  per family, alerts per rule and pin) -- and ``rows.jsonl``, the union by row id that ``propose`` reads.
+- ``propose``: ``improve/memory.py``'s rules M1/M2 over those rows after the guard (``OUSAST_QUALIFY_POPULATIONS``, the
+  gated manifest's cases, the pair catalog's holdout pairs), against the benchmark target's ledger and journal in
+  this repository at the commit under test (``OUSAST_PROJECT_DIR``) -> ``proposals.jsonl`` (edit + provenance),
+  ``memory_proposals.jsonl`` (the sidecar) and ``signals.json`` (M3, advisory).
+- ``improve``: one ``evolve.run_round`` with those proposals -- the unchanged validator and gate, the pair catalog's
+  holdout clause included -- on copies of the target's ledger and journal -> ``gate.json`` (the ``RoundOutcome``
+  and which edits came from memory), ``journal.json``, the sidecar, and ``rule_policy.json`` only when the round
+  was accepted; ``memory.jsonl`` holds the ``proposal_outcome`` rows the host ingests after the Run. Adopting an
+  accepted ledger stays a maintainer commit.
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import os
+import shutil
+import sys
+import tempfile
+import traceback
+from collections.abc import Callable, Iterable, Mapping, Sequence
+from dataclasses import asdict
+from pathlib import Path
+from typing import Any
+
+from ..memory import REMEMBER_OUTPUT, MemoryStore, Record, validate_row
+
+INPUT_PREFIX = "OUSAST_INPUT_REMEMBER_"
+CALIBRATION = Path(".openultrasast") / "calibration"  # cli.CALIBRATION_DIR: where `improve` keeps a target's ledger
+ADOPTION = "adoption is a maintainer commit: copy rule_policy.json to {ledger} (README, Rule-level loop)"
+
+
+# --- records -------------------------------------------------------------------------------------------------------
+
+
+def _record_line(record: Record) -> str:
+    return json.dumps({"key": record.key, "version": record.version, "row": record.row}, sort_keys=True, separators=(",", ":")) + "\n"
+
+
+def read_records(path: Path) -> list[Record]:
+    records: list[Record] = []
+    for number, raw in enumerate(path.read_text(encoding="utf-8").splitlines(), 1):
+        if raw.strip():
+            item = json.loads(raw)
+            records.append(Record(validate_row(item["row"], f"{path}:{number}"), str(item["key"]), item.get("version")))
+    return records
+
+
+def write_records(path: Path, records: Iterable[Record]) -> None:
+    path.write_text("".join(_record_line(r) for r in sorted(records, key=lambda r: str(r.row["id"]))), encoding="utf-8")
+
+
+def _guard(params: Mapping[str, Any], root: Path) -> Any:
+    from ...benchmark import load_benchmark_manifest
+    from ...improve.memory import Guard, benchmark_cases
+    from ...pairs import load_pair_catalog, select_split
+
+    manifest = load_benchmark_manifest(root / str(params["manifest"]))
+    holdout = select_split(load_pair_catalog(Path(str(params["catalog"]))), "holdout")
+    return Guard.build([str(p) for p in params.get("populations") or []], benchmark_cases(manifest), holdout)
+
+
+def write_snapshot(directory: Path, store: MemoryStore, params: Mapping[str, Any], root: Path | None = None) -> dict[str, Any]:
+    """The store's rows after the guard ``params`` names (``catalog``, ``manifest``, ``populations``; paths relative to
+    ``root``, the working directory) into ``directory``: ``rows.jsonl``, ``index.json`` and a ``done`` summary."""
+    from ...improve.memory import index_digest
+
+    here = Path.cwd()
+    try:
+        os.chdir(root or here)  # the pair catalog names its files relative to the repository root
+        guard = _guard(params, Path.cwd())
+    finally:
+        os.chdir(here)
+    directory.mkdir(parents=True, exist_ok=False)  # after the guard loaded: a failed load leaves no half-seeded task
+    records = store.rows()
+    kept, excluded = guard.apply(records)
+    write_records(directory / "rows.jsonl", kept)
+    info = {
+        "store": store.describe(), "index_entries": len(store.index()), "index_digest": index_digest(store), "rows": len(records),
+        "kept": len(kept), "excluded": excluded, "guard": dict(params),
+    }  # fmt: skip
+    (directory / "index.json").write_text(json.dumps(info, indent=2, sort_keys=True) + "\n", encoding="utf-8")
+    summary = {"status": "done", "units_done": 1, "units_total": 1, "usd": None, "calls": 0, "usage": {}, "model": None, "reused": info}
+    (directory / "summary.json").write_text(json.dumps(summary, indent=2, sort_keys=True) + "\n", encoding="utf-8")
+    return info
+
+
+# --- measure -------------------------------------------------------------------------------------------------------
+
+
+def metrics(rows: Sequence[Mapping[str, Any]]) -> dict[str, Any]:
+    """The increment's metrics over verdict, unit-cost and alert rows (a disputed final is neither agreed nor not)."""
+    verdicts = [r for r in rows if r["kind"] == "verdict"]
+    finals = {f: sum(1 for v in verdicts if v.get("final") == f) for f in ("agreed", "rejected", "disputed")}
+    costs = [r.get("usd") for r in rows if r["kind"] == "unit_cost"]
+    usd = None if any(c is None for c in costs) else round(sum(float(c or 0) for c in costs), 6)
+    families: dict[str, list[int]] = {}
+    for v in verdicts:
+        tally = families.setdefault(str(v.get("family")), [0, 0])
+        tally[0] += 1
+        tally[1] += v.get("final") == "disputed"
+    alerts: dict[str, dict[str, int]] = {}
+    for a in (r for r in rows if r["kind"] == "alert"):
+        role = "fixed" if a.get("pin_role") == "fixed" else "vulnerable"
+        tally_a = alerts.setdefault(str(a.get("rule_id")), {"vulnerable": 0, "fixed": 0, "fixed_in_fix_range": 0})
+        tally_a[role] += 1
+        tally_a["fixed_in_fix_range"] += role == "fixed" and a.get("in_fix_range") is True
+    return {
+        "cases": len({(v["repo"], v["pin"]) for v in verdicts}),
+        "candidates": len(verdicts),
+        **finals,
+        "tiebreaks": sum(1 for v in verdicts if v.get("tiebreak")),
+        "declared_sites_matched": sum(1 for v in verdicts if v.get("site_match") is True),
+        "declared_sites_agreed": sum(1 for v in verdicts if v.get("site_match") is True and v.get("final") == "agreed"),
+        "usd": usd,
+        "usd_per_candidate": None if usd is None or not verdicts else round(usd / len(verdicts), 6),
+        "dispute_rate": {f: {"candidates": n, "disputed": d, "rate": round(d / n, 4)} for f, (n, d) in sorted(families.items())},
+        "alerts": dict(sorted(alerts.items())),
+    }
+
+
+def measure(env: Mapping[str, str], output: Path) -> dict[str, Any]:
+    run = env.get("OUSAST_RUN") or "unknown"
+    current: list[Record] = []
+    read: dict[str, int] = {}
+    for name in sorted(k for k in env if k.startswith(INPUT_PREFIX)):
+        path = Path(env[name])
+        data = path.read_bytes()
+        read[name.removeprefix(INPUT_PREFIX).lower()] = len(data)
+        version = hashlib.sha256(data).hexdigest()
+        for number, raw in enumerate(data.decode("utf-8").splitlines(), 1):
+            if raw.strip():
+                row = validate_row(json.loads(raw), f"{path}:{number}")
+                current.append(Record(row, f"runs/{run}/{row['task']}/{REMEMBER_OUTPUT}", version))
+    if not current:
+        raise ValueError(f"read no remember rows from {len(read)} inputs ({read}): an unread run is not an empty one")
+    snapshot = read_records(Path(env["OUSAST_INPUT_SNAPSHOT"])) if env.get("OUSAST_INPUT_SNAPSHOT") else []
+    merged = {str(r.row["id"]): r for r in snapshot}
+    merged.update({str(r.row["id"]): r for r in current})  # this run's row wins over its earlier ingest
+    write_records(output / "rows.jsonl", merged.values())
+    report = {
+        "run": run, "inputs_bytes": read, "rows": {"run": len(current), "snapshot": len(snapshot), "union": len(merged)},
+        "run_metrics": metrics([r.row for r in current]), "store_metrics": metrics([r.row for r in snapshot]),
+        "union_metrics": metrics([r.row for r in merged.values()]),
+    }  # fmt: skip
+    (output / "measure.json").write_text(json.dumps(report, indent=2, sort_keys=True) + "\n", encoding="utf-8")
+    return {"rows": report["rows"]}
+
+
+# --- propose and improve -------------------------------------------------------------------------------------------
+
+
+def _project(env: Mapping[str, str]) -> tuple[Any, Path, Path, Path]:
+    """(manifest, target, ledger, journal) in the repository at the commit under test; the working directory
+    becomes the repository root, where the pair catalog's relative paths resolve."""
+    from ...benchmark import load_benchmark_manifest, resolve_benchmark_source
+
+    project = Path(env.get("OUSAST_PROJECT_DIR") or "")
+    if not env.get("OUSAST_PROJECT_DIR") or not (project / str(env.get("OUSAST_LOOP_MANIFEST"))).is_file():
+        raise ValueError(f"OUSAST_PROJECT_DIR {project} holds no benchmark manifest {env.get('OUSAST_LOOP_MANIFEST')}")
+    os.chdir(project)
+    manifest_path = Path(str(env["OUSAST_LOOP_MANIFEST"]))
+    manifest = load_benchmark_manifest(manifest_path)
+    target = resolve_benchmark_source(manifest_path, manifest)
+    ledger = target / CALIBRATION / "rule_policy.json"
+    return manifest, target, ledger, ledger.with_name("improve_journal.json")
+
+
+def _params(env: Mapping[str, str]) -> dict[str, Any]:
+    populations = json.loads(env.get("OUSAST_QUALIFY_POPULATIONS") or "[]")
+    return {"catalog": env.get("OUSAST_LOOP_CATALOG"), "manifest": env.get("OUSAST_LOOP_MANIFEST"), "populations": populations}
+
+
+def propose(env: Mapping[str, str], output: Path) -> dict[str, Any]:
+    from ...improve.journal import load_journal, next_round_index
+    from ...improve.memory import disputed_families, propose_from_memory, write_sidecar, write_signals
+    from ...ruleset import DEFAULT_RULESET_DIR, load_ruleset, read_rule_ledger
+
+    records = read_records(Path(env["OUSAST_INPUT_ROWS"]))
+    index = json.loads(Path(env["OUSAST_INPUT_INDEX"]).read_text(encoding="utf-8"))
+    _, _, ledger, journal = _project(env)
+    guard = _guard(_params(env), Path.cwd())
+    rules = load_ruleset(DEFAULT_RULESET_DIR, ledger if ledger.is_file() else None)
+    rounds = load_journal(journal)
+    found = propose_from_memory(
+        records, {r.rule_id: r for r in rules}, read_rule_ledger(ledger), rounds, excluded=guard, index_digest=str(index["index_digest"])
+    )
+    lines = [json.dumps({"edit": asdict(p.edit), "provenance": p.provenance}, sort_keys=True) + "\n" for p in found]
+    (output / "proposals.jsonl").write_text("".join(lines), encoding="utf-8")
+    sidecar = output / "journal.json"
+    write_sidecar(sidecar, next_round_index(rounds), found)
+    sidecar.with_name("memory_proposals.jsonl").touch()  # present when nothing was proposed, as a declared output
+    write_signals(output, disputed_families(records, guard))
+    kept, excluded = guard.apply(records)
+    return {"proposals": len(found), "rows": len(records), "kept": len(kept), "excluded": excluded["rows"]}
+
+
+def improve(env: Mapping[str, str], output: Path) -> dict[str, Any]:
+    from ...gate import FALSE_POSITIVE_CEILING, RECALL_FLOOR
+    from ...improve.evolve import run_round
+    from ...improve.memory import MemoryProposal, outcome_of, outcome_rows, proposal_id_of
+    from ...improve.validator import RuleStatusEdit
+    from ...pairs import load_pair_catalog, select_split
+    from ...policy import load_policy
+    from ...ruleset import DEFAULT_RULESET_DIR
+
+    path = Path(env["OUSAST_INPUT_PROPOSALS"])
+    items = [json.loads(line) for line in path.read_text(encoding="utf-8").splitlines() if line.strip()]
+    proposals = [MemoryProposal(RuleStatusEdit(**item["edit"]), item["provenance"]) for item in items]
+    manifest, target, ledger, journal = _project(env)
+    pairs = select_split(load_pair_catalog(Path(str(env["OUSAST_LOOP_CATALOG"]))), "holdout")
+    with tempfile.TemporaryDirectory(prefix="ousast-loop-") as scratch:
+        work_ledger = Path(scratch) / "rule_policy.json"
+        if ledger.is_file():
+            shutil.copyfile(ledger, work_ledger)
+        if journal.is_file():
+            shutil.copyfile(journal, output / "journal.json")
+        outcome = run_round(
+            target, manifest, ledger_path=work_ledger, journal_path=output / "journal.json", ruleset_dir=DEFAULT_RULESET_DIR,
+            policy=load_policy(), recall_floor=RECALL_FLOOR, fp_ceiling=FALSE_POSITIVE_CEILING, pair_cases=pairs, proposals=proposals,
+        )  # fmt: skip
+        if outcome.accepted and work_ledger.is_file():
+            shutil.copyfile(work_ledger, output / "rule_policy.json")
+    (output / "journal.json").touch()
+    (output / "memory_proposals.jsonl").touch()
+    memory_edits = [e.key() for e in outcome.edits if proposal_id_of(e)]
+    verdict = {
+        "accepted": outcome.accepted, "reason": outcome.reason, "round": outcome.round, "proposals": len(proposals),
+        "memory_edits": memory_edits, "benchmark_edits": [e.key() for e in outcome.edits if not proposal_id_of(e)],
+        "manifest": env.get("OUSAST_LOOP_MANIFEST"), "outcome": asdict(outcome),
+        "adoption": ADOPTION.format(ledger=ledger.as_posix()) if outcome.accepted else None,
+    }  # fmt: skip
+    (output / "gate.json").write_text(json.dumps(verdict, indent=2, sort_keys=True, default=str) + "\n", encoding="utf-8")
+    status = outcome_of(outcome.reason, outcome.accepted)
+    by_id = {p.proposal_id: p for p in proposals}
+    gate_run = f"plane:{env.get('OUSAST_RUN') or 'unknown'}"
+    rows = outcome_rows(outcome.edits, status, outcome.round, outcome.reason, by_id, gate_run) if status else []
+    (output / REMEMBER_OUTPUT).write_text("".join(json.dumps(r, sort_keys=True) + "\n" for r in rows), encoding="utf-8")
+    return {"accepted": outcome.accepted, "reason": outcome.reason, "edits": len(outcome.edits), "memory_edits": len(memory_edits)}
+
+
+def snapshot(env: Mapping[str, str], output: Path) -> dict[str, Any]:
+    raise RuntimeError(
+        "memory-snapshot ran in the sandbox: `ousast plane run` writes it on the host from the memory store before the Run "
+        "starts (memory.seed), so the seed did not happen; rerun through `ousast plane run`"
+    )
+
+
+STEPS: dict[str, Callable[[Mapping[str, str], Path], dict[str, Any]]] = {
+    "snapshot": snapshot, "measure": measure, "propose": propose, "improve": improve,
+}  # fmt: skip
+
+
+def main(argv: Sequence[str] | None = None, environ: Mapping[str, str] | None = None) -> int:
+    args = list(sys.argv[1:] if argv is None else argv)
+    env = environ if environ is not None else os.environ
+    output = Path(env["OUSAST_OUTPUT_DIR"]) if env.get("OUSAST_OUTPUT_DIR") else None
+    summary: dict[str, Any] = {"status": "failed", "units_done": 0, "units_total": 1, "usd": 0, "calls": 0, "usage": {}, "model": None}
+    here = Path.cwd()
+    try:
+        if output is None:
+            raise ValueError("OUSAST_OUTPUT_DIR is not set")
+        if len(args) != 1 or args[0] not in STEPS:
+            raise ValueError(f"expected one step of {sorted(STEPS)}, got {args}")
+        output.mkdir(parents=True, exist_ok=True)
+        summary.update(step=args[0], **STEPS[args[0]](env, output))
+        summary.update(status="done", units_done=1)
+    except Exception:  # noqa: BLE001 -- a crash is `failed` with its traceback
+        summary["reason"] = traceback.format_exc()[-2000:]
+    finally:
+        os.chdir(here)
+    if output is not None:
+        (output / "summary.json").write_text(json.dumps(summary, indent=2, sort_keys=True, default=str) + "\n", encoding="utf-8")
+    shown = {k: summary.get(k) for k in ("status", "step", "proposals", "accepted", "reason", "rows")}
+    print(json.dumps(shown, default=str), file=sys.stderr)
+    return 0 if summary["status"] == "done" else 2
+
+
+__all__ = ["main", "measure", "metrics", "propose", "improve", "read_records", "write_records", "write_snapshot"]
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/src/openultrasast/plane/tasks/remember.py b/src/openultrasast/plane/tasks/remember.py
index 18b5193..dd66d8e 100644
--- a/src/openultrasast/plane/tasks/remember.py
+++ b/src/openultrasast/plane/tasks/remember.py
@@ -9,7 +9,8 @@ artifacts, so the reconciler and the runner stay content-blind (ai-service-plane
 Every row carries `id` (deterministic: :func:`..memory.row_id`), `kind`, `repo`, `pin`, `run`, `task`,
 `population`, `split` and `image` (the runner image digest the case's tasks ran on).
 
-Env contract in a Run: `OUSAST_OUTPUT_DIR`, `OUSAST_RUN`, `OUSAST_TASK`, `OUSAST_INPUT_FACTS`,
+Env contract in a Run: `OUSAST_OUTPUT_DIR`, `OUSAST_RUN`, `OUSAST_TASK`, `OUSAST_INPUT_FACTS` (and `OUSAST_INPUT_FACTS_SUMMARY`,
+whose reused or recorded `image` the facts row carries; without one named, the row is omitted),
 `OUSAST_INPUT_PASS_A`/`_B`, optional `OUSAST_INPUT_PASS_C`, `OUSAST_INPUT_SUMMARY_A`/`_B`/`_C` (the passes'
 `summary.json`, for the model), `OUSAST_INPUT_AGREED`, `OUSAST_INPUT_ALERTS`; the repository and pin from the bound
 Workspace (`AX_WORKSPACES_YAML`, `OUSAST_GIT_PINS`), the image from `AX_TASK_YAML`, the population and split from
@@ -40,6 +41,7 @@ from .repo_facts import _digest
 
 PASSES = ("a", "b", "c")
 UNKNOWN = "unknown"
+ALERT_FIELDS = ("rule_id", "rule_status", "path", "line", "function", "pin_role")
 
 
 @dataclass(frozen=True)
@@ -108,8 +110,13 @@ def rows_for(
             }  # fmt: skip
             rows.append(ctx.row("unit_cost", f"{label}:{unit.get('path')}", **fields))
     for alert in alerts:
-        fields = {k: alert.get(k) for k in ("rule_id", "rule_status", "path", "line", "function", "pin_role")}
-        rows.append(ctx.row("alert", f"{fields['rule_id']}:{fields['path']}:{fields['line']}", **fields))
+        fields = {k: alert.get(k) for k in ALERT_FIELDS}
+        if "in_fix_range" in alert:  # the loop's `alerts` task marks it; improve/memory.py's M1 reads it
+            fields["in_fix_range"] = alert["in_fix_range"]
+        if alert.get("pin"):  # a fixed-pin alert is a row of the pin it was raised on, not of the case's vulnerable pin
+            fields["pin"] = str(alert["pin"])
+        subject = f"{fields['rule_id']}:{fields['path']}:{fields['line']}" + (":fixed" if fields.get("pin_role") == "fixed" else "")
+        rows.append(ctx.row("alert", subject, **fields))
     return [validate_row(r, f"{ctx.task} {r['kind']}") for r in rows]
 
 
@@ -202,6 +209,19 @@ def _path(env: Mapping[str, str], name: str) -> Path | None:
     return Path(env[name]) if env.get(name) else None
 
 
+def _facts_image(env: Mapping[str, str], own: str) -> str | None:
+    """The image the case's facts were computed on: without `OUSAST_INPUT_FACTS_SUMMARY` this task's own; with it,
+    the reused entry's image or the image the facts task recorded, else None (unknown)."""
+    path = _path(env, "OUSAST_INPUT_FACTS_SUMMARY")
+    if path is None:
+        return own
+    summary = _json(path) or {}
+    reused = summary.get("reused")
+    reused = reused if isinstance(reused, dict) else {}
+    image = reused.get("image") or summary.get("image")
+    return image_digest(str(image)) if image else None
+
+
 def _units(path: Path | None) -> list[dict[str, Any]]:
     return _jsonl(path / "units.jsonl" if path is not None and path.is_dir() else path)
 
@@ -226,7 +246,13 @@ def main(environ: Mapping[str, str] | None = None) -> int:
         passes = {p: _units(_path(env, f"OUSAST_INPUT_PASS_{p.upper()}")) for p in PASSES}
         models = {p: _model(_json(_path(env, f"OUSAST_INPUT_SUMMARY_{p.upper()}"))) for p in PASSES}
         agreed = _json(_path(env, "OUSAST_INPUT_AGREED"))
-        rows = rows_for(ctx, facts=facts, passes=passes, models=models, agreed=agreed, alerts=_jsonl(_path(env, "OUSAST_INPUT_ALERTS")))
+        rows = rows_for(ctx, facts=None, passes=passes, models=models, agreed=agreed, alerts=_jsonl(_path(env, "OUSAST_INPUT_ALERTS")))
+        facts_image = _facts_image(env, ctx.image)
+        if facts is not None and facts_image is not None:  # the facts row carries the image the facts were computed on
+            facts_ctx = Context(ctx.run, ctx.task, ctx.repo, ctx.pin, facts_image, ctx.population, ctx.split)
+            rows = rows_for(facts_ctx, facts=facts, passes={}, models={}, agreed=None) + rows
+        elif facts is not None:
+            summary["facts_row"] = "omitted: the facts task's summary names no image, and a reuse key must not guess it"
         (output_dir / REMEMBER_OUTPUT).write_text("".join(json.dumps(r, sort_keys=True) + "\n" for r in rows), encoding="utf-8")
         if facts is not None:
             (output_dir / "facts.json").write_bytes(facts)
diff --git a/src/openultrasast/plane/tasks/repo_facts.py b/src/openultrasast/plane/tasks/repo_facts.py
index 74fe397..c758054 100644
--- a/src/openultrasast/plane/tasks/repo_facts.py
+++ b/src/openultrasast/plane/tasks/repo_facts.py
@@ -23,6 +23,8 @@ from collections.abc import Iterable, Mapping, Sequence
 from pathlib import Path
 from typing import Any
 
+import yaml
+
 from ...model.layout import is_test_path, is_vendored, layout_facts
 from ...preprocess import IGNORED_DIRS, detect_language
 
@@ -259,12 +261,13 @@ def assemble_facts(
     }
 
 
-def run(workspace: Path, output_dir: Path, candidates: list[dict[str, Any]] | None = None) -> dict[str, Any]:
+def run(workspace: Path, output_dir: Path, candidates: list[dict[str, Any]] | None = None, image: str | None = None) -> dict[str, Any]:
     """Compute the facts for ``workspace`` into ``output_dir``; returns the written summary.
 
     ``candidates`` rows are ``{"path", "function"}`` (workspace-relative POSIX path). ``None`` means every
     function every product file defines. A `units.jsonl` row from an earlier run over the same candidate set
-    is reused, not recomputed.
+    is reused, not recomputed. ``image`` (the runner image, from `AX_TASK_YAML`) goes into the summary: the
+    `remember` task keys the facts row by the image the facts were computed on.
     """
     output_dir.mkdir(parents=True, exist_ok=True)
     units_path = output_dir / "units.jsonl"
@@ -307,7 +310,8 @@ def run(workspace: Path, output_dir: Path, candidates: list[dict[str, Any]] | No
         raise TaskFailed(str(exc)) from exc
     facts = assemble_facts(rows, wanted)
     _write_json(output_dir / "facts.json", facts)
-    return write_summary(output_dir, status="done", units_done=len(rows), units_total=len(files))
+    extra = {"image": image} if image else {}
+    return write_summary(output_dir, status="done", units_done=len(rows), units_total=len(files), **extra)
 
 
 def _load_candidates(path: str | None) -> list[dict[str, Any]] | None:
@@ -332,7 +336,9 @@ def main(environ: Mapping[str, str] | None = None) -> int:
         workspace = Path(env.get("OUSAST_WORKSPACE_DIR") or "")
         if not env.get("OUSAST_WORKSPACE_DIR") or not workspace.is_dir():
             raise ValueError(f"OUSAST_WORKSPACE_DIR is not a directory: {workspace}")
-        summary = run(workspace, output_dir, _load_candidates(env.get("OUSAST_INPUT_CANDIDATES")))
+        task = yaml.safe_load(env.get("AX_TASK_YAML") or "{}")
+        image = str((task.get("spec") or {}).get("image") or "") if isinstance(task, dict) else ""
+        summary = run(workspace, output_dir, _load_candidates(env.get("OUSAST_INPUT_CANDIDATES")), image or None)
     except TaskFailed as exc:
         print(f"repo-facts failed: {exc}", file=sys.stderr)
         return 2
diff --git a/tests/test_plane_increment.py b/tests/test_plane_increment.py
index fec33f6..665d660 100644
--- a/tests/test_plane_increment.py
+++ b/tests/test_plane_increment.py
@@ -56,7 +56,7 @@ def test_model_prices_are_the_endpoint_prices() -> None:
 
 def test_validation_run_resolves_and_renders_every_task(tmp_path: Path) -> None:
     run, manifests = reconciler.load_run(RUN)
-    assert len(run.tasks) == 90
+    assert len(run.tasks) == 105  # per case: facts, va, vb, agree, then vc, final, then remember (harnessx-removal task 4)
     population = {c["id"]: c for c in tomllib.loads(POPULATION.read_text())["case"]}
     ax_names: set[str] = set()
     for task in manifests.tasks.values():
@@ -96,7 +96,7 @@ def test_tiebreak_appends_thirty_tasks_and_keeps_the_first_sixty_byte_identical(
     first = text.split("  - name: budibase-mongo-template-nosqli-vc\n", 1)[0]
     assert hashlib.sha256(first.encode()).hexdigest() == FIRST_RUN_ENTRIES
     run, manifests = reconciler.load_run(RUN)
-    old, new = run.tasks[:60], run.tasks[60:]
+    old, new, remembered = run.tasks[:60], run.tasks[60:90], run.tasks[90:]
     assert [e.name.rsplit("-", 1)[1] for e in old] == ["facts", "va", "vb", "agree"] * 15
     assert [e.name.rsplit("-", 1)[1] for e in new] == ["vc", "final"] * 15
     for vc, final in zip(new[::2], new[1::2], strict=True):
@@ -112,6 +112,12 @@ def test_tiebreak_appends_thirty_tasks_and_keeps_the_first_sixty_byte_identical(
         for entry in (vc, final):
             name = reconciler._ax_name(run.metadata.name, entry.name, limit=reconciler.TASK_NAME_LIMIT)
             assert len(name) <= reconciler.TASK_NAME_LIMIT
+    for entry in remembered:  # harnessx-removal task 4: appended after the tie-break, model-free
+        case = entry.name.removesuffix("-remember")
+        assert entry.inputs["agreed"] == f"{case}-final/agreed.json" and entry.inputs["pass_c"] == f"{case}-vc/units.jsonl"
+        assert entry.budget is not None and (entry.budget.usd, entry.budget.calls) == (0, 0)
+        assert reconciler.MODEL_ANNOTATION not in manifests.tasks[entry.task].metadata.annotations
+        assert len(reconciler._ax_name(run.metadata.name, entry.name, limit=reconciler.TASK_NAME_LIMIT)) <= reconciler.TASK_NAME_LIMIT
 
 
 def test_inputs_carry_the_validation_set() -> None:
diff --git a/tests/test_plane_loop.py b/tests/test_plane_loop.py
new file mode 100644
index 0000000..0fdadd5
--- /dev/null
+++ b/tests/test_plane_loop.py
@@ -0,0 +1,255 @@
+"""The improvement loop as a plane Run (harnessx-removal Req 6.3, design section 6).
+
+The whole graph runs through the reconciler and the fake ax of ``test_plane_reconciler``, whose ``exec`` mode runs the
+real task modules on the inputs the receiver serves: a recorded case's chain (validation-46's lmdeploy case from
+``tests/fixtures/plane-remember``, already done) -> ``alerts`` -> ``remember`` -> ``loop-measure`` -> ``loop-propose``
+-> ``loop-improve``, with ``memory-snapshot`` seeded on the host from a crafted store.
+"""
+
+from __future__ import annotations
+
+import json
+import shutil
+import subprocess
+from pathlib import Path
+from typing import Any
+
+import pytest
+import yaml
+from test_plane_reconciler import Fake, fake  # noqa: F401 -- `fake` is the fixture
+
+import openultrasast
+from openultrasast import cli
+from openultrasast.plane import reconciler
+from openultrasast.plane.generate import TEMPLATES, CaseInputs, Loop, fix_ranges, render
+from openultrasast.plane.manifests import load_manifests
+from openultrasast.plane.memory import SNAPSHOT_ANNOTATION, FileStore, row_id
+from openultrasast.plane.tasks import alerts
+
+FIXTURE = Path(__file__).parent / "fixtures" / "plane-remember" / "validation-46"
+PLANE = Path(__file__).resolve().parents[1] / "plane"
+SRC = str(Path(openultrasast.__file__).resolve().parents[1])
+CASE = "lmdeploy-media-url-ssrf"
+VULNERABLE = "71648d239c978452720a6d6692fe914efc8a7b94"
+FIXED = "ab" * 20
+OTHER = "12" * 20
+EVAL = "python-unsafe-eval"  # a bundled, enabled rule
+CHAIN = ("facts", "va", "vb", "agree", "vc", "final")
+LOOP_TASKS = ("memory-snapshot", "loop-measure", "loop-propose", "loop-improve")
+
+
+def _case(**ranges: Any) -> CaseInputs:
+    record = {
+        "id": CASE, "repo": "https://example.com/reserved/lmdeploy", "family": "untrusted_destination", "vulnerable": VULNERABLE,
+        "fixed": FIXED, "sites": ["lmdeploy/vl/media/connection.py::_load_http_url"],
+    }  # fmt: skip
+    candidate = ("lmdeploy/vl/media/connection.py", "_load_http_url", 40)
+    return CaseInputs(record, (candidate,), (candidate,), {}, 0.02, **ranges)
+
+
+def _templates() -> dict:
+    return load_manifests([PLANE / "tasks" / f"{name}.yaml" for name in TEMPLATES]).tasks
+
+
+LOOP = Loop(repo="https://example.invalid/openultrasast.git", commit="c" * 40, manifest="bench.toml", catalog="catalog.toml")
+
+
+def _write(plane: Path, files: dict[str, str]) -> Path:
+    shutil.copytree(PLANE / "models", plane / "models")
+    for relative, text in files.items():
+        (plane / relative).parent.mkdir(parents=True, exist_ok=True)
+        (plane / relative).write_text(text)
+    return plane / "runs" / "validation-46.yaml"
+
+
+# --- alerts --------------------------------------------------------------------------------------------------------
+
+
+def test_alerts_attribute_functions_and_mark_the_fix_on_both_pins(tmp_path: Path) -> None:
+    vulnerable, fixed = tmp_path / "v", tmp_path / "f"
+    (vulnerable / "pkg").mkdir(parents=True)
+    (fixed / "pkg").mkdir(parents=True)
+    (vulnerable / "pkg" / "run.py").write_text("import os\n\ndef handle(x):\n    y = x\n    return eval(y)\n")
+    (fixed / "pkg" / "run.py").write_text("import os\n\ndef handle(x):\n    return eval(x, {})\n\nprint(eval('1'))\n")
+    case = tmp_path / "case.json"
+    case.write_text(json.dumps({"ranges": {"pkg/run.py": [[4, 5]]}, "fixed_ranges": {"pkg/run.py": [[4, 4]]}}))
+    out = tmp_path / "out"
+    env = {
+        "OUSAST_OUTPUT_DIR": str(out), "OUSAST_WORKSPACE_DIR": str(vulnerable), "OUSAST_FIXED_DIR": str(fixed),
+        "OUSAST_INPUT_CASE": str(case), "OUSAST_VULNERABLE_PIN": VULNERABLE, "OUSAST_FIXED_PIN": FIXED,
+    }  # fmt: skip
+    assert alerts.main(env) == 0
+    rows = [json.loads(line) for line in (out / "alerts.jsonl").read_text().splitlines()]
+    got = [(r["rule_id"], r["pin_role"], r["pin"], r["line"], r["function"], r["in_fix_range"]) for r in rows if r["rule_id"] == EVAL]
+    assert got == [
+        (EVAL, "vulnerable", VULNERABLE, 5, "handle", True),
+        (EVAL, "fixed", FIXED, 4, "handle", True),
+        (EVAL, "fixed", FIXED, 6, "<global>", False),
+    ]
+    summary = json.loads((out / "summary.json").read_text())
+    assert (summary["status"], summary["units_done"], summary["usd"], summary["calls"], summary["model"]) == ("done", 2, 0, 0, None)
+    assert summary["read"]["vulnerable"]["files"] == 1 and summary["read"]["vulnerable"]["bytes"] > 0, "the scan read its tree"
+    assert alerts.in_range(None, "pkg/run.py", 4) is None, "no ranges: unknown, not outside"
+
+    empty = tmp_path / "empty"
+    empty.mkdir()
+    assert alerts.main({**env, "OUSAST_FIXED_DIR": str(empty)}) == 2
+    assert "an unread tree is not a clean one" in json.loads((out / "summary.json").read_text())["reason"]
+
+
+def test_fix_ranges_new_side_are_the_fixed_pins_lines(tmp_path: Path) -> None:
+    repo = tmp_path / "r"
+    repo.mkdir()
+    git = ["git", "-C", str(repo), "-c", "user.email=t@t", "-c", "user.name=t"]
+    subprocess.run([*git, "init", "-q"], check=True)
+    (repo / "a.py").write_text("a\nb\nc\n")
+    subprocess.run([*git, "add", "."], check=True)
+    subprocess.run([*git, "commit", "-qm", "v"], check=True)
+    old = subprocess.run([*git, "rev-parse", "HEAD"], capture_output=True, text=True, check=True).stdout.strip()
+    (repo / "a.py").write_text("a\nB1\nB2\nB3\nc\n")
+    subprocess.run([*git, "commit", "-qam", "f"], check=True)
+    new = subprocess.run([*git, "rev-parse", "HEAD"], capture_output=True, text=True, check=True).stdout.strip()
+    assert fix_ranges(repo, old, new) == {"a.py": [(2, 2)]}
+    assert fix_ranges(repo, old, new, side="new") == {"a.py": [(2, 4)]}
+
+
+# --- the generator -------------------------------------------------------------------------------------------------
+
+
+def test_every_case_ends_in_remember_and_the_loop_is_model_free(tmp_path: Path) -> None:
+    plain = render([_case()], _templates(), "validation-46", "t", population="population-v2", split="validation")
+    run, _ = reconciler.load_run(_write(tmp_path / "plain", plain))
+    assert [e.name.removeprefix(f"{CASE}-") for e in run.tasks] == [*CHAIN[:4], "vc", "final", "remember"]
+    remember = run.task(f"{CASE}-remember")
+    assert remember.inputs["agreed"] == f"{CASE}-final/agreed.json" and "alerts" not in remember.inputs
+    assert set(remember.producers) == {f"{CASE}-{step}" for step in ("facts", "va", "vb", "vc", "final")}
+
+    files = render([_case(fixed_ranges={"x.py": [(1, 2)]})], _templates(), "validation-46", "t", population="p", split="s", loop=LOOP)
+    run, manifests = reconciler.load_run(_write(tmp_path / "loop", files))
+    names = [e.name for e in run.tasks]
+    assert names[:6] == [f"{CASE}-{step}" for step in CHAIN] and names[6:] == [f"{CASE}-alerts", f"{CASE}-remember", *LOOP_TASKS]
+    assert run.task(f"{CASE}-remember").inputs["alerts"] == f"{CASE}-alerts/alerts.jsonl"
+    measure_inputs = {f"remember_{CASE}": f"{CASE}-remember/memory.jsonl", "snapshot": "memory-snapshot/rows.jsonl"}
+    assert run.task("loop-measure").inputs == measure_inputs
+    assert run.task("loop-improve").producers == ("loop-propose",)
+    assert run.task("loop-propose").producers == ("loop-measure", "memory-snapshot")
+    assert run.task(f"{CASE}-alerts").serialize == run.task("loop-improve").serialize == "engine"
+    fixed = manifests.workspaces[f"{CASE}-fixed"]
+    assert fixed.pins == {"repo": FIXED} and manifests.workspaces["openultrasast-cccccccccccc"].pins == {"repo": "c" * 40}
+    for entry in run.tasks[6:]:
+        task = manifests.tasks[entry.task]
+        assert entry.budget is not None and (entry.budget.usd, entry.budget.calls) == (0, 0), entry.name
+        assert reconciler.MODEL_ANNOTATION not in task.metadata.annotations, f"{entry.name} binds no Model"
+        docs = reconciler.render_task(run, entry, manifests, "http://127.0.0.1:1/")
+        env = {e["name"]: e["value"] for e in docs[-1]["spec"]["env"]}
+        assert "OUSAST_MODEL" not in env and float(env["OUSAST_BUDGET_USD"]) == 0 and env["OUSAST_BUDGET_CALLS"] == "0"
+    guard = json.loads(manifests.tasks["memory-snapshot"].metadata.annotations[SNAPSHOT_ANNOTATION])
+    assert guard == {"catalog": "catalog.toml", "manifest": "bench.toml", "populations": []}
+    inputs = yaml.safe_load((tmp_path / "loop" / "workspaces" / f"{CASE}-inputs.yaml").read_text())
+    case_json = json.loads(next(f["content"] for f in inputs["spec"]["files"] if f["path"] == "case.json"))
+    assert case_json["fixed_ranges"] == {"x.py": [[1, 2]]}
+
+
+# --- the whole loop through the fake ax ----------------------------------------------------------------------------
+
+
+def _project(root: Path) -> Path:
+    """This repository at the commit under test, cut down: a benchmark whose one expected finding the eval rule
+    makes, and an empty pair catalog."""
+    (root / "target").mkdir(parents=True)
+    (root / "target" / "app.py").write_text("def f(x):\n    return eval(x)\n")
+    (root / "bench.toml").write_text(
+        'name = "t"\nlanguage = "python_web"\n\n[source]\npath = "target"\n\n[[expected]]\ncwe = "CWE-95"\n'
+        f'class = "code injection"\npath = "app.py"\nline = 2\nrule_id = "{EVAL}"\nsink = "eval"\nevidence = "eval"\n'
+    )
+    (root / "catalog.toml").write_text("")
+    (root / "benchmarks" / "pairs").mkdir(parents=True)  # the catalog loader's mechanism vocabulary, by relative path
+    shutil.copy(PLANE.parent / "benchmarks" / "pairs" / "mechanisms.toml", root / "benchmarks" / "pairs")
+    return root
+
+
+def _older_run(store: FileStore) -> None:
+    """Two false alerts of the eval rule at rejected candidates of another repository, from an earlier run."""
+    rows = []
+    for fn in ("f1", "f2"):
+        base = {"repo": "example.com/other/app", "pin": OTHER, "run": "older", "task": "app-remember", "population": "p", "split": "s"}
+        base["image"] = "sha256:" + "0" * 64
+        cand = f"app.py::{fn}"
+        rows.append({**base, "id": row_id("verdict", "older", "app-remember", cand), "kind": "verdict", "candidate": cand,
+                     "family": "code_injection", "final": "rejected", "site_match": False})  # fmt: skip
+        rows.append({**base, "id": row_id("alert", "older", "app-remember", fn), "kind": "alert", "rule_id": EVAL,
+                     "rule_status": "enabled", "path": "app.py", "line": 3, "function": fn, "pin_role": "vulnerable"})  # fmt: skip
+    store.ingest_rows("older", "app-remember", rows)
+
+
+def test_the_loop_runs_as_one_plane_run_and_the_gate_rejects_a_demotion_that_costs_recall(
+    fake: Fake,  # noqa: F811
+    tmp_path: Path,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    project = _project(tmp_path / "project")
+    monkeypatch.chdir(project)  # `ousast plane run` from the repository root: the snapshot's guard paths resolve here
+    store = FileStore(tmp_path / "memory")
+    _older_run(store)
+    monkeypatch.setenv("OUSAST_MEMORY", f"file://{store.root}")
+    vulnerable, fixed = tmp_path / "checkout-v", tmp_path / "checkout-f"
+    for root, body in ((vulnerable, "def load(x):\n    return x\n"), (fixed, "def load(x):\n    return eval(x)\n")):
+        (root / "lmdeploy" / "vl" / "media").mkdir(parents=True)
+        (root / "lmdeploy" / "vl" / "media" / "other.py").write_text(body)
+    case = _case(ranges={"lmdeploy/vl/media/other.py": [(1, 2)]}, fixed_ranges={"lmdeploy/vl/media/other.py": [(1, 2)]})
+    files = render([case], _templates(), "validation-46", "t", population="population-v2", split="validation", loop=LOOP)
+    manifest = _write(tmp_path / "plane", files)
+    inputs = yaml.safe_load((tmp_path / "plane" / "workspaces" / f"{CASE}-inputs.yaml").read_text())
+    (tmp_path / "case.json").write_text(next(f["content"] for f in inputs["spec"]["files"] if f["path"] == "case.json"))
+
+    base = reconciler.run_dir("validation-46")  # the recorded chain, done: the loop reuses it and runs only itself
+    shutil.copytree(FIXTURE, base)
+    state = {"run": "validation-46", "tasks": {f"{CASE}-{s}": {"status": "done"} for s in CHAIN}}
+    (base / "state.json").write_text(json.dumps(state))
+
+    project_env = {"PYTHONPATH": SRC, "OUSAST_PROJECT_DIR": str(project)}
+    fake.script({
+        f"{CASE}-alerts": {"exec": {"env": {"PYTHONPATH": SRC, "OUSAST_WORKSPACE_DIR": str(vulnerable), "OUSAST_FIXED_DIR": str(fixed),
+                                            "OUSAST_INPUT_CASE": str(tmp_path / "case.json")}}},
+        f"{CASE}-remember": {"exec": {"env": {"PYTHONPATH": SRC}}},
+        "loop-measure": {"exec": {"env": {"PYTHONPATH": SRC}}},
+        "loop-propose": {"exec": {"env": project_env}},
+        "loop-improve": {"exec": {"env": project_env}},
+    })  # fmt: skip
+
+    assert cli.main(["plane", "run", str(manifest), "--ax", str(fake.ax)]) == 0, (fake.root / "ax.log").read_text()[-3000:]
+
+    statuses = {name: info["status"] for name, info in json.loads((base / "state.json").read_text())["tasks"].items()}
+    assert set(statuses.values()) == {"done"} and len(statuses) == 12
+    assert json.loads((base / "memory-snapshot" / "index.json").read_text())["kept"] == 4, "seeded on the host, not run"
+    delivered = [name for _, name in fake.events("delivered")]
+    assert delivered == [f"{CASE}-alerts", f"{CASE}-remember", "loop-measure", "loop-propose", "loop-improve"]
+
+    measure = json.loads((base / "loop-measure" / "measure.json").read_text())
+    assert measure["run_metrics"]["declared_sites_agreed"] == 1 and measure["run_metrics"]["candidates"] == 1
+    assert measure["run_metrics"]["alerts"] == {EVAL: {"vulnerable": 0, "fixed": 1, "fixed_in_fix_range": 1}}
+    assert measure["union_metrics"]["rejected"] == 2 and measure["rows"]["snapshot"] == 4
+
+    [proposal] = [json.loads(line) for line in (base / "loop-propose" / "proposals.jsonl").read_text().splitlines()]
+    assert proposal["edit"]["rule_id"] == EVAL and (proposal["edit"]["from_status"], proposal["edit"]["to_status"]) == ("enabled", "shadow")
+    assert proposal["provenance"]["counts"] == {"false_alerts": 3, "repos": 2, "agreed_hits": 0}
+    cited = {(e["kind"], e["repo"], e["pin"]) for e in proposal["provenance"]["evidence"]}
+    assert ("alert", "example.com/reserved/lmdeploy", FIXED) in cited, "the fixed-pin alert inside the fix is evidence"
+    assert (base / "loop-propose" / "memory_proposals.jsonl").read_text().count("\n") == 1
+
+    gate = json.loads((base / "loop-improve" / "gate.json").read_text())
+    assert gate["memory_edits"] == [f"rule:{EVAL}:enabled->shadow"] and gate["accepted"] is False and gate["reason"] == "reverted"
+    assert gate["outcome"]["recall_after"] < gate["outcome"]["recall_before"], "demoting the eval rule loses the benchmark's finding"
+    assert not (base / "loop-improve" / "rule_policy.json").exists(), "a ledger only when the gate accepts"
+    assert json.loads((base / "loop-improve" / "journal.json").read_text())[0]["outcome"] == "reverted"
+    assert not (project / "target" / ".openultrasast").exists(), "the repository's own ledger is never touched"
+
+    report = reconciler.attribution("validation-46")
+    for row in report["tasks"]:
+        if row["task"] in (f"{CASE}-alerts", f"{CASE}-remember", *LOOP_TASKS):
+            assert row["model"] is None and row["usd"] in (0, None) and row["calls"] in (0, None), row
+    ingested = FileStore(store.root)
+    outcomes = ingested.rows(kind="proposal_outcome")
+    assert {r.row["outcome"] for r in outcomes} == {"reverted"} and len(outcomes) == 2, "one per (repo, pin) of the evidence"
+    [fixed_alert] = ingested.rows(repo="example.com/reserved/lmdeploy", pin=FIXED, kind="alert")
+    assert fixed_alert.row["in_fix_range"] is True and fixed_alert.row["function"] == "load"
diff --git a/tests/test_plane_reconciler.py b/tests/test_plane_reconciler.py
index 83497ea..32fa6b5 100644
--- a/tests/test_plane_reconciler.py
+++ b/tests/test_plane_reconciler.py
@@ -91,6 +91,26 @@ def gone():
     sys.exit(1)
 
 
+def run_task(rec, task, env, spec):
+    """``python -m openultrasast.plane.tasks.<command>`` with the rendered env, ``AX_TASK_YAML``/``AX_WORKSPACES_YAML``,
+    each fetched input at its ``OUSAST_INPUT_<NAME>``, and ``spec["env"]`` (local checkouts for bound Workspaces)."""
+    import os, subprocess
+    doc = next(d for d in rec["docs"] if d["kind"] == "Task")
+    run_env = {{**os.environ, **env, "AX_TASK_YAML": yaml.safe_dump(doc)}}
+    run_env["AX_WORKSPACES_YAML"] = yaml.safe_dump_all([d for d in rec["docs"] if d["kind"] == "Workspace"])
+    for name, ref in json.loads(env.get("OUSAST_INPUTS", "{{}}")).items():
+        run_env["OUSAST_INPUT_" + name] = str(HERE / "fetched" / task / ref)
+    out = HERE / "out" / task
+    run_env.update(spec.get("env", {{}}), OUSAST_OUTPUT_DIR=str(out))
+    command = doc["spec"]["command"]
+    argv = [sys.executable, "-m", "openultrasast.plane.tasks." + command[0].replace("-", "_"), *command[1:]]
+    proc = subprocess.run(argv, env=run_env, capture_output=True, text=True)
+    (HERE / "ax.log").open("a").write(f"{{time.monotonic():.4f}} exec {{task}} {{proc.returncode}}\\n")
+    (HERE / "stderr").mkdir(exist_ok=True)
+    (HERE / "stderr" / task).write_text(proc.stderr)
+    return {{p.relative_to(out).as_posix(): p.read_text() for p in sorted(out.rglob("*")) if p.is_file()}}
+
+
 if argv[:2] == ["apply", "-f"]:
     docs = list(yaml.safe_load_all(Path(argv[2]).read_text()))
     for doc in docs:
@@ -139,6 +159,8 @@ elif argv[:2] == ["get", "task"]:
                 except urllib.error.HTTPError as exc:  # the runner delivers a failed summary naming the input
                     (HERE / "ax.log").open("a").write(f"{{time.monotonic():.4f}} unfetched {{task}} {{name}} {{exc.code}}\\n")
                     files = {{"summary.json": {{"status": "failed", "reason": f"input {{name}} ({{ref}}) not fetched: HTTP {{exc.code}}"}}}}
+            if "exec" in script and "summary.json" not in files:  # the real task module, as the runner runs it
+                files = run_task(rec, task, env, script["exec"])
             buf = io.BytesIO()
             with tarfile.open(fileobj=buf, mode="w") as tar:
                 for path, content in files.items():