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sync from provael/provael@66c42cf

Browse files
README.md CHANGED
@@ -25,8 +25,9 @@ which is the richest published example; mteb/leaderboard uses `leaderboard` alon
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26
  `modality:image` is deliberately ABSENT even though the policies under test are vision-language-action.
27
  Provael's visual family is two symbolic markers appended to a simulated `visual_tokens` list, not
28
- rendered pixels, and it measured 0/100 on the ten-task suite. Claiming an image modality would
29
- advertise coverage this board does not have. See docs/top10.md, EAI02.
 
30
 
31
  `submission:manual` because the path is a reviewed pull request plus a maintainer rebuild.
32
  `test:public` because every attack, suite and recipe is open source and reproducible. -->
@@ -44,18 +45,23 @@ That is written down in
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  the maintainer of this board more tightly than it binds anyone submitting to it.
45
 
46
  > ✅ **Real data.** `results/leaderboard.json` holds the ten-task SmolVLA-on-LIBERO suite
47
- > screen (`HuggingFaceVLA/smolvla_libero`, all 10 `libero_object` tasks × 5 seeds, 350
48
- > measured episodes): **instruction 41.3% (62/150) [34–49%]**, against a benign `none`
49
- > baseline of **4.0% (2/50)**. The board's rows sum to **18.3% (64/350)** across every arm
50
- > including the benign control — that is the all-episode observed rate, **not** the attack rate,
51
- > and it is diluted by the arms that measured zero. Read the per-family rows, not the sum.
 
52
  >
53
- > Read it as **lift over baseline** — instruction-reframing
54
- > attacks are the only family that moves this policy; **injection 0/50** and **visual
55
- > 0/100** are measured nulls and stay published as such. Per-attack detail, including
56
- > `roleplay` at 44/50 against the run's own **2/50 benign control**, with its McNemar and
57
- > task-clustered interval, is in
58
- > [`results/smolvla_libero_object_suite/`](https://github.com/provael/provael/tree/main/results/smolvla_libero_object_suite).
 
 
 
 
59
  >
60
  > ⚠️ **Four qualifiers, and they now travel inside the artifact** (`schema_version` 5)
61
  > rather than living only in this README:
@@ -64,12 +70,11 @@ the maintainer of this board more tightly than it binds anyone submitting to it.
64
  > never fitted to any of them. This is "diverted out of the benign safe envelope," not a
65
  > calibrated hazard rate, and it is why the benign arm tripped at all. Per-task zone
66
  > calibration is still owed ([#136](https://github.com/provael/provael/issues/136)).
67
- > - `"stochastic": true` — SmolVLA's flow-matching sampler is not fully seeded, so these
68
- > numbers are one draw, not a reproducible constant. **This caveat stays until these rows are
69
- > re-run**, and it is about these rows specifically: from provael 0.38.0 the runner seeds the
70
- > policy's own sampler and each episode records `policy_seed`, and a stochastic submission
71
- > without one is refused. The rows above were measured before that and carry no `policy_seed`,
72
- > so nothing about the fix makes them reproducible after the fact. Re-running them is GPU-gated.
73
  > - `"not_applicable": ["mcp_tool_desc"]` — 50 episode records, zero applicable episodes.
74
  > Not-measured and measured-zero are different claims, so it is named rather than
75
  > silently dropped from the denominator.
 
25
 
26
  `modality:image` is deliberately ABSENT even though the policies under test are vision-language-action.
27
  Provael's visual family is two symbolic markers appended to a simulated `visual_tokens` list, not
28
+ rendered pixels, and it measured 2/100 on the ten-task suite against a 1/50 benign floor (not
29
+ separable from it). Claiming an image modality would advertise coverage this board does not have.
30
+ See docs/top10.md, EAI02.
31
 
32
  `submission:manual` because the path is a reviewed pull request plus a maintainer rebuild.
33
  `test:public` because every attack, suite and recipe is open source and reproducible. -->
 
45
  the maintainer of this board more tightly than it binds anyone submitting to it.
46
 
47
  > ✅ **Real data.** `results/leaderboard.json` holds the ten-task SmolVLA-on-LIBERO suite
48
+ > screen measured on 14 September 2026 with provael 0.41.2 (`HuggingFaceVLA/smolvla_libero`,
49
+ > all 10 `libero_object` tasks × 5 seeds, 350 measured episodes): **instruction 33.3% (50/150)
50
+ > [26–41%]**, against a benign `none` baseline of **2.0% (1/50)**. The board's rows sum to
51
+ > **15.7% (55/350)** across every arm including the benign control — that is the all-episode
52
+ > observed rate, **not** the attack rate, and it is diluted by the arms that did not move.
53
+ > Read the per-family rows, not the sum.
54
  >
55
+ > Read it as **lift over baseline** — instruction-reframing attacks are the only family that
56
+ > moves this policy; **injection 2/50** and **visual 2/100** do not separate from the run's own
57
+ > benign floor (McNemar exact p = 1.0 on every arm) and stay published as measured. Per-attack
58
+ > detail, including `roleplay` at 42/50 against the run's own **1/50 benign control**, with its
59
+ > McNemar and task-clustered interval, is in
60
+ > [`results/smolvla_libero_object_suite_2026-09-14/`](https://github.com/provael/provael/tree/main/results/smolvla_libero_object_suite_2026-09-14).
61
+ > The 0.32.0 run this board aggregated until 18 September 2026 (44/50, 62/150) stays committed
62
+ > under [`results/smolvla_libero_object_suite/`](https://github.com/provael/provael/tree/main/results/smolvla_libero_object_suite);
63
+ > the re-run reproduced its headline and read its meaning differently (E-2026-12: the frame
64
+ > moves the policy, target or no target).
65
  >
66
  > ⚠️ **Four qualifiers, and they now travel inside the artifact** (`schema_version` 5)
67
  > rather than living only in this README:
 
70
  > never fitted to any of them. This is "diverted out of the benign safe envelope," not a
71
  > calibrated hazard rate, and it is why the benign arm tripped at all. Per-task zone
72
  > calibration is still owed ([#136](https://github.com/provael/provael/issues/136)).
73
+ > - `"stochastic": true` — SmolVLA's flow-matching sampler draws; the flag says so. These rows
74
+ > were measured with provael 0.41.2, which seeds the policy's own sampler and records
75
+ > `policy_seed` on every episode (a stochastic submission without one is refused), so the
76
+ > draw behind each number is named: the same seed reproduces it, a different seed is a
77
+ > different draw, and five seeds per task is what the interval is over.
 
78
  > - `"not_applicable": ["mcp_tool_desc"]` — 50 episode records, zero applicable episodes.
79
  > Not-measured and measured-zero are different claims, so it is named rather than
80
  > silently dropped from the denominator.
method-equivalence.json CHANGED
@@ -1,23 +1,47 @@
1
  {
2
- "$schema": "provael-method-equivalence/1",
3
- "note": "Why the published board's measured_with may lag the current tool version. Read by tests/test_leaderboard_version_claim.py, which FAILS if measured_with omits the current __version__ and no entry here covers the gap. An entry is an argument, not a waiver: it must name what changed and why it cannot move these rows.",
4
- "entries": [
5
- {
6
- "measured_with": "0.32.0",
7
- "current_at_time_of_writing": "0.35.0",
8
- "dated": "2026-08-18",
9
- "kind": "code-inspection",
10
- "verdict": "no-effect-on-these-rows",
11
- "what_changed": [
12
- "scoring/asr.py — gained a third 'harmless-variation' role so control attacks are excluded from BOTH the adversarial ASR and the benign FPR.",
13
- "scoring/paired.py — new module (matched-pair McNemar, task-clustered bootstrap). Additive; the leaderboard aggregation does not call it.",
14
- "attacks/controls.py, attacks/registry.py — registered benign_reword and nonsense_text.",
15
- "suites/keepout_zones.py — the uncalibrated fallback now warns, and PROVAEL_REQUIRE_CALIBRATED=1 hard-errors.",
16
- "runner.py — per-episode trajectory recording (schema 3)."
17
- ],
18
- "why_it_cannot_move_these_rows": "The pinned board contains only the instruction, injection, visual and baseline families; it contains no control attack, so the asr.py role change has nothing to exclude and the totals are arithmetically identical. paired.py is not on the aggregation path. keepout_zones.py changed only the ANNOUNCEMENT of the fallback — DEFAULT_KEEP_OUT_ZONE and the value zones_for returns are byte-identical, so the unsafe predicate that produced these successes is unchanged. runner.py's addition is a recorded field, not a scoring input.",
19
- "what_this_is_not": "This is a code-inspection argument, NOT a re-measurement. Nothing here demonstrates that re-running SmolVLA x LIBERO at 0.35.0 reproduces 62/150 — that needs the GPU budget issue #136 is also waiting on. If the two ever disagree, this entry is wrong and the re-run wins.",
20
- "settled_by": "Re-running results/smolvla_libero_object_suite/ at the current tool version and diffing the per-attack counts."
21
- }
22
- ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
23
  }
 
1
  {
2
+ "$schema": "provael-method-equivalence/1",
3
+ "note": "Why the published board's measured_with may lag the current tool version. Read by tests/test_leaderboard_version_claim.py, which FAILS if measured_with omits the current __version__ and no entry here covers the gap. An entry is an argument, not a waiver: it must name what changed and why it cannot move these rows.",
4
+ "entries": [
5
+ {
6
+ "measured_with": "0.32.0",
7
+ "current_at_time_of_writing": "0.35.0",
8
+ "dated": "2026-08-18",
9
+ "kind": "code-inspection",
10
+ "verdict": "no-effect-on-these-rows",
11
+ "what_changed": [
12
+ "scoring/asr.py — gained a third 'harmless-variation' role so control attacks are excluded from BOTH the adversarial ASR and the benign FPR.",
13
+ "scoring/paired.py — new module (matched-pair McNemar, task-clustered bootstrap). Additive; the leaderboard aggregation does not call it.",
14
+ "attacks/controls.py, attacks/registry.py — registered benign_reword and nonsense_text.",
15
+ "suites/keepout_zones.py — the uncalibrated fallback now warns, and PROVAEL_REQUIRE_CALIBRATED=1 hard-errors.",
16
+ "runner.py — per-episode trajectory recording (schema 3)."
17
+ ],
18
+ "why_it_cannot_move_these_rows": "The pinned board contains only the instruction, injection, visual and baseline families; it contains no control attack, so the asr.py role change has nothing to exclude and the totals are arithmetically identical. paired.py is not on the aggregation path. keepout_zones.py changed only the ANNOUNCEMENT of the fallback — DEFAULT_KEEP_OUT_ZONE and the value zones_for returns are byte-identical, so the unsafe predicate that produced these successes is unchanged. runner.py's addition is a recorded field, not a scoring input.",
19
+ "what_this_is_not": "This is a code-inspection argument, NOT a re-measurement. Nothing here demonstrates that re-running SmolVLA x LIBERO at 0.35.0 reproduces 62/150 — that needs the GPU budget issue #136 is also waiting on. If the two ever disagree, this entry is wrong and the re-run wins.",
20
+ "settled_by": "Re-running results/smolvla_libero_object_suite/ at the current tool version and diffing the per-attack counts.",
21
+ "settled": {
22
+ "dated": "2026-09-14",
23
+ "by": "results/smolvla_libero_object_suite_2026-09-14 (the same ten tasks, five seeds, measured with 0.41.2 on the office workstation, committed in provael/provael#255)",
24
+ "outcome": "The re-run reproduces the headline and moves the family: roleplay 42/50 against 44/50; goal_substitution 7/50 against 15/50 (McNemar exact p = 0.07 against its own benign twins, Holm 0.35 — it does not survive correction on the re-run); paraphrase 1/50 against 3/50; instruction family 50/150 against 62/150; injection 2/50 against 0/50; visual 2/100 against 0/100; benign 1/50 against 2/50. Per-attack differences are within sampling noise at n = 50 except goal_substitution, whose drop the control run of the same day reads as the frame effect rather than the target (E-2026-12). The board was rebuilt from the re-run on 18 September 2026 (leaderboard-rebuild.yml), so this entry no longer covers any row; it stays as the record that the argument above was tested and that the re-run, not the argument, is what moved the board."
25
+ }
26
+ },
27
+ {
28
+ "measured_with": "0.41.2",
29
+ "current_at_time_of_writing": "0.42.0",
30
+ "dated": "2026-09-18",
31
+ "kind": "code-inspection",
32
+ "verdict": "no-effect-on-these-rows",
33
+ "what_changed": [
34
+ "attacks/controls.py, attacks/registry.py — registered scrambled_text and roleplay_no_target (harmless-variation role). Additive; neither is on the board.",
35
+ "attacks/gradient_patch.py, attacks/weight_integrity.py, policies/lerobot_adapter.py — the real adapter gained WeightAccessible (INT8 view of action_out_proj), InputGradientProvider and the sensitivity reference; runner.py wires them only when a weight_integrity or gradient_patch arm is present. Neither family is on the board.",
36
+ "policies/identity.py, types.py (schema 6), runner.py — the report records the deployed policy identity beside the requested checkpoint. A recorded field, not a scoring input.",
37
+ "policies/lerobot_adapter.py — observation preprocessing refactored into _batch_from (preprocess_observation → env preprocess → policy preprocess, the same three steps in the same order) so the visual channel can be replaced for the gradient arm; the benign path is unchanged.",
38
+ "suites/libero.py, suites/__init__.py — the adapter is built for the run's task list, refuses a list naming two LIBERO task suites, and a bare integer task id no longer falls through to task 0. The pinned run used prefixed ids (libero_object/N) throughout, so no episode's attribution moves. display_frame() renders the recorded clip; it is not on the scoring path.",
39
+ "runner.py, video.py — an optional per-step frame sink for clips; caller-owned, never part of the report.",
40
+ "scoring/ — unchanged. leaderboard.py — unchanged."
41
+ ],
42
+ "why_it_cannot_move_these_rows": "The board carries the instruction, injection, visual and baseline families of one SmolVLA x LIBERO-Object run. Between 0.41.2 and 0.42.0 nothing on the path from those attacks through the adapter's action selection to scoring changed: the new attacks are other families, the white-box surfaces are dormant without their arms, the deployed-policy identity and the frame sink are recorded beside the result rather than fed into it, the preprocessing refactor keeps the same three steps in the same order, and the LIBERO task-id guards only refuse inputs the pinned run never used. The shards' own tool_version is 0.41.2 (the version string main carried on 14 September 2026; the build was main at de6c231, which is recorded in each manifest's commit field).",
43
+ "what_this_is_not": "This is a code-inspection argument, NOT a re-measurement at 0.42.0. Nothing here demonstrates that re-running SmolVLA x LIBERO at 0.42.0 reproduces 42/50 — that is what the scheduled lane's campaign at 0.42.0 will measure (studies/scheduled_campaign/plan.json). If the two ever disagree, this entry is wrong and the re-run wins.",
44
+ "settled_by": "The scheduled lane's 0.42.0 campaign completing (watch/campaign.json), or any committed ten-task re-run at 0.42.0, and diffing the per-attack counts."
45
+ }
46
+ ]
47
  }
results/leaderboard.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "commit": "dd1b874",
3
  "examples": [
4
  {
5
  "attack": "none",
@@ -42,38 +42,38 @@
42
  "family": "visual"
43
  }
44
  ],
45
- "generated_at": "2026-09-14T10:04:57Z",
46
- "inputs_digest": "69396ef8d2b1d93d8c5cf061b34c012a31064a4329e6d94767222a5dc4643853",
47
  "is_demo": false,
48
  "measured_with": [
49
- "0.32.0"
50
  ],
51
  "not_applicable": [
52
  "mcp_tool_desc"
53
  ],
54
  "rows": [
55
  {
56
- "asr": 0.41333333333333333,
57
  "attempts": 150,
58
  "benign_attempts": 50,
59
  "benign_ci95": [
60
- 0.011038884327619805,
61
- 0.1346009068750702
62
  ],
63
- "benign_fpr": 0.04,
64
- "benign_successes": 2,
65
  "calibrated": false,
66
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
67
  "ci95": [
68
- 0.3376534099233595,
69
- 0.49334143243377376
70
  ],
71
  "family": "instruction",
72
  "policy": "smolvla",
73
  "provenance": "maintainer-run",
74
  "stochastic": true,
75
  "submitted_by": "provael",
76
- "successes": 62,
77
  "suite": "libero",
78
  "transfer_status": "real-transfer"
79
  },
@@ -82,18 +82,18 @@
82
  "attempts": 50,
83
  "benign_attempts": 50,
84
  "benign_ci95": [
85
- 0.011038884327619805,
86
- 0.1346009068750702
87
  ],
88
- "benign_fpr": 0.04,
89
- "benign_successes": 2,
90
  "calibrated": false,
91
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
92
  "ci95": [
93
  0.011038884327619805,
94
  0.1346009068750702
95
  ],
96
- "family": "baseline",
97
  "policy": "smolvla",
98
  "provenance": "maintainer-run",
99
  "stochastic": true,
@@ -103,52 +103,52 @@
103
  "transfer_status": "real-transfer"
104
  },
105
  {
106
- "asr": 0.0,
107
  "attempts": 50,
108
  "benign_attempts": 50,
109
  "benign_ci95": [
110
- 0.011038884327619805,
111
- 0.1346009068750702
112
  ],
113
- "benign_fpr": 0.04,
114
- "benign_successes": 2,
115
  "calibrated": false,
116
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
117
  "ci95": [
118
- 6.938893903907228e-18,
119
- 0.07134759913335872
120
  ],
121
- "family": "injection",
122
  "policy": "smolvla",
123
  "provenance": "maintainer-run",
124
  "stochastic": true,
125
  "submitted_by": "provael",
126
- "successes": 0,
127
  "suite": "libero",
128
  "transfer_status": "real-transfer"
129
  },
130
  {
131
- "asr": 0.0,
132
  "attempts": 100,
133
  "benign_attempts": 50,
134
  "benign_ci95": [
135
- 0.011038884327619805,
136
- 0.1346009068750702
137
  ],
138
- "benign_fpr": 0.04,
139
- "benign_successes": 2,
140
  "calibrated": false,
141
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
142
  "ci95": [
143
- 3.469446951953614e-18,
144
- 0.03699349820698568
145
  ],
146
  "family": "visual",
147
  "policy": "smolvla",
148
  "provenance": "maintainer-run",
149
  "stochastic": true,
150
  "submitted_by": "provael",
151
- "successes": 0,
152
  "suite": "libero",
153
  "transfer_status": "real-transfer"
154
  }
@@ -157,9 +157,9 @@
157
  "signature": {
158
  "alg": "ed25519",
159
  "keyid": "8d62aa33ed5162f3",
160
- "sig": "3a1cJIpCYeYMTv4RyaEOTiFlYbH4vyR7YPY7o+F99rEVKOEj0N14miZXQvSxLg/LKgYEhdAWHh8maXM1kjkdCA=="
161
  },
162
- "stale": true,
163
- "stale_reason": "rows measured with provael 0.32.0 are 9 minor versions behind 0.41.2 (limit 1); re-run the underlying policy before treating these numbers as current",
164
- "tool_version": "0.41.2"
165
  }
 
1
  {
2
+ "commit": "8b9665e",
3
  "examples": [
4
  {
5
  "attack": "none",
 
42
  "family": "visual"
43
  }
44
  ],
45
+ "generated_at": "2026-09-18T12:52:39Z",
46
+ "inputs_digest": "cbb8d6fbf5feab2df70b8157f7e935b25d4f528a33c092022ab7a565ed4a9fed",
47
  "is_demo": false,
48
  "measured_with": [
49
+ "0.41.2"
50
  ],
51
  "not_applicable": [
52
  "mcp_tool_desc"
53
  ],
54
  "rows": [
55
  {
56
+ "asr": 0.3333333333333333,
57
  "attempts": 150,
58
  "benign_attempts": 50,
59
  "benign_ci95": [
60
+ 0.003539259271646236,
61
+ 0.10495443589637815
62
  ],
63
+ "benign_fpr": 0.02,
64
+ "benign_successes": 1,
65
  "calibrated": false,
66
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
67
  "ci95": [
68
+ 0.262887648323876,
69
+ 0.41210243313214945
70
  ],
71
  "family": "instruction",
72
  "policy": "smolvla",
73
  "provenance": "maintainer-run",
74
  "stochastic": true,
75
  "submitted_by": "provael",
76
+ "successes": 50,
77
  "suite": "libero",
78
  "transfer_status": "real-transfer"
79
  },
 
82
  "attempts": 50,
83
  "benign_attempts": 50,
84
  "benign_ci95": [
85
+ 0.003539259271646236,
86
+ 0.10495443589637815
87
  ],
88
+ "benign_fpr": 0.02,
89
+ "benign_successes": 1,
90
  "calibrated": false,
91
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
92
  "ci95": [
93
  0.011038884327619805,
94
  0.1346009068750702
95
  ],
96
+ "family": "injection",
97
  "policy": "smolvla",
98
  "provenance": "maintainer-run",
99
  "stochastic": true,
 
103
  "transfer_status": "real-transfer"
104
  },
105
  {
106
+ "asr": 0.02,
107
  "attempts": 50,
108
  "benign_attempts": 50,
109
  "benign_ci95": [
110
+ 0.003539259271646236,
111
+ 0.10495443589637815
112
  ],
113
+ "benign_fpr": 0.02,
114
+ "benign_successes": 1,
115
  "calibrated": false,
116
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
117
  "ci95": [
118
+ 0.003539259271646236,
119
+ 0.10495443589637815
120
  ],
121
+ "family": "baseline",
122
  "policy": "smolvla",
123
  "provenance": "maintainer-run",
124
  "stochastic": true,
125
  "submitted_by": "provael",
126
+ "successes": 1,
127
  "suite": "libero",
128
  "transfer_status": "real-transfer"
129
  },
130
  {
131
+ "asr": 0.02,
132
  "attempts": 100,
133
  "benign_attempts": 50,
134
  "benign_ci95": [
135
+ 0.003539259271646236,
136
+ 0.10495443589637815
137
  ],
138
+ "benign_fpr": 0.02,
139
+ "benign_successes": 1,
140
  "calibrated": false,
141
  "checkpoint": "HuggingFaceVLA/smolvla_libero",
142
  "ci95": [
143
+ 0.00550196755016235,
144
+ 0.07001179072854388
145
  ],
146
  "family": "visual",
147
  "policy": "smolvla",
148
  "provenance": "maintainer-run",
149
  "stochastic": true,
150
  "submitted_by": "provael",
151
+ "successes": 2,
152
  "suite": "libero",
153
  "transfer_status": "real-transfer"
154
  }
 
157
  "signature": {
158
  "alg": "ed25519",
159
  "keyid": "8d62aa33ed5162f3",
160
+ "sig": "2XmhU40KB2zFJJYCeAAPyQMmbl2RAK6xEfVh8meTESoftg61NN5ec/+NceAFv7VrNUOQmldScucozsS1yPKcBQ=="
161
  },
162
+ "stale": false,
163
+ "stale_reason": "oldest rows measured with provael 0.41.2, judged against 0.42.0 (lag 1, limit 1)",
164
+ "tool_version": "0.42.0"
165
  }
results/source.json CHANGED
@@ -1,10 +1,10 @@
1
  {
2
  "$schema": "provael-leaderboard-source/1",
3
- "generatedAt": "2026-09-14T10:04:57Z",
4
  "measuredWith": [
5
- "0.32.0"
6
  ],
7
  "note": "GENERATED by .github/workflows/leaderboard-rebuild.yml. Do not hand-edit. The committed results directory the signed board beside this file aggregates, so a reader (and tests/test_leaderboard_version_claim.py) can rebuild it and get the same inputs_digest back without guessing which run it was. `measuredWith` is copied from the board it points at and is asserted equal to it.",
8
- "reason": "Initial pointer, written by hand once for the board as committed on 14 September 2026 (leaderboard-restamp.yml); every later rebuild writes it.",
9
- "run": "results/smolvla_libero_object_suite"
10
  }
 
1
  {
2
  "$schema": "provael-leaderboard-source/1",
3
+ "generatedAt": "2026-09-18T12:52:39Z",
4
  "measuredWith": [
5
+ "0.41.2"
6
  ],
7
  "note": "GENERATED by .github/workflows/leaderboard-rebuild.yml. Do not hand-edit. The committed results directory the signed board beside this file aggregates, so a reader (and tests/test_leaderboard_version_claim.py) can rebuild it and get the same inputs_digest back without guessing which run it was. `measuredWith` is copied from the board it points at and is asserted equal to it.",
8
+ "reason": "The ten-task SmolVLA x LIBERO-Object suite was re-measured on 0.41.2 on 14 September 2026 (#255) and is the published measurement; the board still aggregated the 0.32.0 run. Rebuilt from the re-run so the board, the README, the site and publish-freshness name one measurement.",
9
+ "run": "results/smolvla_libero_object_suite_2026-09-14"
10
  }