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string
task
string
model
string
skill
float64
reward
float64
pnl_usd
float64
reference_pnl_usd
float64
bound_pnl_usd
float64
status
string
graded
bool
sessions
int64
disqualified
int64
cost_usd
float64
input_tokens
int64
cache_tokens
int64
output_tokens
int64
agent_seconds
float64
verifier_seconds
float64
agent
string
agent_version
string
trial
string
started_at
string
exception
string
task_ref
string
path
string
review
string
0.10.0
phoenix-flash-crash
claude-sonnet-5-5
0.692739
0.063106
6,228.439867
8,991.03
98,698.287303
success
true
72
0
0.48609
988,739
832,193
9,187
2,965
719.5
claude-code
2.1.312
phoenix-flash-crash__7jV7QMP
2026-11-05T01:02:15.419922Z
null
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-04__20-02-10/phoenix-flash-crash__7jV7QMP
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=0
0.10.0
phoenix-flash-crash
claude-sonnet-5-5
0
0
113.314201
6,024.94
72,288.524616
success
true
55
1
0.61376
1,072,015
940,464
19,086
2,347.7
588.4
claude-code
2.1.312
phoenix-flash-crash__i3EXZvC
2026-11-05T02:57:34.034234Z
null
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-04__20-02-10/phoenix-flash-crash__i3EXZvC
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=1
0.10.0
phoenix-flash-crash
claude-sonnet-5-5
0.390132
0.03554
3,507.690264
8,991.03
98,698.287303
success
true
72
0
0.852712
1,986,650
1,770,396
13,508
3,424.8
717.6
claude-code
2.1.312
phoenix-flash-crash__qrRBGSz
2026-11-05T02:05:43.184837Z
null
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-04__20-02-10/phoenix-flash-crash__qrRBGSz
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=2
0.10.0
phoenix-market-making
claude-sonnet-5-5
0.891761
0.009803
184.8977
207.34
18,862.198066
success
true
72
0
0.45203
1,579,296
1,443,063
10,564
1,907.7
3,233.5
claude-code
2.1.312
phoenix-market-making__8GvRxtC
2026-11-05T01:02:15.385492Z
null
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-04__20-02-10/phoenix-market-making__8GvRxtC
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=3
0.10.0
phoenix-market-making
claude-sonnet-5-5
-0.163259
0
-33.850036
207.34
18,862.198066
success
true
72
0
0.986182
1,318,497
1,005,477
10,311
3,600
2,843.4
claude-code
2.1.312
phoenix-market-making__oyWiJ4m
2026-11-05T02:29:30.590902Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-04__20-02-10/phoenix-market-making__oyWiJ4m
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=4
0.10.0
phoenix-market-making
claude-sonnet-5-5
-1.204901
0
-249.824091
207.34
18,862.198066
success
true
72
0
1.102095
2,441,416
2,152,204
16,389
3,600
3,195
claude-code
2.1.312
phoenix-market-making__v6tpE7v
2026-11-05T01:02:15.424288Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-04__20-02-10/phoenix-market-making__v6tpE7v
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=5
0.10.0
phoenix-flash-crash
claude-opus-5-5
2.820933
0.256976
25,363.095964
8,991.03
98,698.287303
success
true
72
0
10.890564
22,726,756
22,069,475
159,525
3,600
884.4
claude-code
2.1.312
phoenix-flash-crash__TXyvB8Z
2026-11-05T05:32:03.895922Z
AgentTimeoutError
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-04__23-17-49/phoenix-flash-crash__TXyvB8Z
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=6
0.10.0
phoenix-flash-crash
claude-opus-5-5
2.798108
0.254897
25,157.873189
8,991.03
98,698.287303
success
true
72
0
9.533846
20,825,154
20,380,740
161,794
3,600
768.6
claude-code
2.1.312
phoenix-flash-crash__jSEjqxj
2026-11-05T04:17:52.599323Z
AgentTimeoutError
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-04__23-17-49/phoenix-flash-crash__jSEjqxj
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=7
0.10.0
phoenix-flash-crash
claude-opus-5-5
3.079984
0.280575
27,692.227651
8,991.03
98,698.287303
success
true
72
0
12.674197
24,897,681
23,943,900
155,839
3,106.7
797.9
claude-code
2.1.312
phoenix-flash-crash__w9ZX6aP
2026-11-05T06:09:07.900046Z
null
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-04__23-17-49/phoenix-flash-crash__w9ZX6aP
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=8
0.10.0
phoenix-market-making
claude-opus-5-5
19.80476
0.217701
4,106.319003
207.34
18,862.198066
success
true
72
0
7.52449
11,184,080
10,430,660
83,571
3,600
2,946.9
claude-code
2.1.312
phoenix-market-making__dNQvuGW
2026-11-05T06:08:59.810905Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-04__23-17-49/phoenix-market-making__dNQvuGW
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=9
0.10.0
phoenix-market-making
claude-opus-5-5
18.185869
0.199906
3,770.658047
207.34
18,862.198066
success
true
72
0
9.22658
12,217,529
11,207,559
96,769
3,600
3,010.2
claude-code
2.1.312
phoenix-market-making__qhQsFJx
2026-11-05T04:17:52.555137Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-04__23-17-49/phoenix-market-making__qhQsFJx
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=10
0.10.0
phoenix-market-making
claude-opus-5-5
14.441539
0.158747
2,994.308708
207.34
18,862.198066
success
true
72
0
8.801528
11,525,434
10,512,165
81,645
3,600
2,999.3
claude-code
2.1.312
phoenix-market-making__xB3funn
2026-11-05T04:17:52.603775Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-04__23-17-49/phoenix-market-making__xB3funn
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=11
0.10.0
phoenix-flash-crash
claude-fable-5-1
2.322348
0.211557
20,880.297772
8,991.03
98,698.287303
success
true
72
0
10.2797
7,028,708
6,779,740
109,527
2,243.4
743.7
claude-code
2.1.312
phoenix-flash-crash__ALSzy6R
2026-11-05T07:59:26.889769Z
null
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-05__02-59-23/phoenix-flash-crash__ALSzy6R
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=12
0.10.0
phoenix-flash-crash
claude-fable-5-1
2.590457
0.235981
23,290.874498
8,991.03
98,698.287303
success
true
72
0
20.971555
17,182,972
16,179,309
166,210
3,600
679.7
claude-code
2.1.312
phoenix-flash-crash__PU5sBCJ
2026-11-05T08:50:19.919901Z
AgentTimeoutError
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-05__02-59-23/phoenix-flash-crash__PU5sBCJ
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=13
0.10.0
phoenix-flash-crash
claude-fable-5-1
2.420064
0.220458
21,758.866262
8,991.03
98,698.287303
success
true
72
0
12.003474
14,475,468
14,184,143
125,584
2,298.7
709.1
claude-code
2.1.312
phoenix-flash-crash__voaQ56V
2026-11-05T09:50:58.429376Z
null
sha256:632911dfaaf054af880596600b3d3e48e07be7f1386d53b511089a6b2c982cc9
2026-11-05__02-59-23/phoenix-flash-crash__voaQ56V
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-flash-crash?run=14
0.10.0
phoenix-market-making
claude-fable-5-1
1.25562
0.013802
260.34027
207.34
18,862.198066
success
true
72
0
21.683337
12,745,992
11,803,617
139,167
3,600
2,962.8
claude-code
2.1.312
phoenix-market-making__9NhtY5X
2026-11-05T07:59:26.845496Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-05__02-59-23/phoenix-market-making__9NhtY5X
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=15
0.10.0
phoenix-market-making
claude-fable-5-1
10.118796
0.111229
2,098.031119
207.34
18,862.198066
success
true
72
0
19.120124
15,625,200
14,952,827
139,667
3,600
2,789.8
claude-code
2.1.312
phoenix-market-making__PQEghnD
2026-11-05T09:50:03.483633Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-05__02-59-23/phoenix-market-making__PQEghnD
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=16
0.10.0
phoenix-market-making
claude-fable-5-1
12.273274
0.134912
2,544.740625
207.34
18,862.198066
success
true
72
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18.986862
16,043,089
15,615,118
194,765
3,600
3,017.6
claude-code
2.1.312
phoenix-market-making__ZmBuRL9
2026-11-05T07:59:26.894331Z
AgentTimeoutError
sha256:b4a8d7f903a1ff73b8e0987d76131baaccd9d59a48c65d04dac93ab688c51d32
2026-11-05__02-59-23/phoenix-market-making__ZmBuRL9
https://lgalabru.github.io/machine-trading/bench/#/@0.10.0/task/solana-foundation%2Fphoenix-market-making?run=17
0.11.0
flash-crash-spcx
claude-sonnet-5-5
0.01758
0.001857
186.386681
10,602.08
100,388.273293
success
true
72
0
0.527987
1,183,075
1,049,900
9,009
2,170.4
806.7
claude-code
2.1.312
flash-crash-spcx__3tJ4WAf
2026-11-10T10:21:39.018923Z
null
sha256:b9931ba1c2bf75a830845ca9c58af1a14a2da6db36b6ddbb68576e35fbc7963f
2026-11-10__05-21-34/flash-crash-spcx__3tJ4WAf
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fflash-crash-spcx?run=0
0.11.0
flash-crash-spcx
claude-sonnet-5-5
0.254662
0.026895
2,699.944744
10,602.08
100,388.273293
success
true
72
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0.450985
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claude-code
2.1.312
flash-crash-spcx__QEeemAP
2026-11-10T11:50:34.247407Z
null
sha256:b9931ba1c2bf75a830845ca9c58af1a14a2da6db36b6ddbb68576e35fbc7963f
2026-11-10__05-21-34/flash-crash-spcx__QEeemAP
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fflash-crash-spcx?run=1
0.11.0
flash-crash-spcx
claude-sonnet-5-5
0.325904
0.034419
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10,602.08
100,388.273293
success
true
72
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0.283669
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claude-code
2.1.312
flash-crash-spcx__QcfF7Nq
2026-11-10T11:12:30.264675Z
null
sha256:b9931ba1c2bf75a830845ca9c58af1a14a2da6db36b6ddbb68576e35fbc7963f
2026-11-10__05-21-34/flash-crash-spcx__QcfF7Nq
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fflash-crash-spcx?run=2
0.11.0
flash-crash-spcx
claude-sonnet-5-5
0.841238
0.088844
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10,602.08
100,388.273293
success
true
72
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0.418019
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1,691,369
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759.5
claude-code
2.1.312
flash-crash-spcx__dqfwH2x
2026-11-10T13:04:01.311344Z
null
sha256:b9931ba1c2bf75a830845ca9c58af1a14a2da6db36b6ddbb68576e35fbc7963f
2026-11-10__05-21-34/flash-crash-spcx__dqfwH2x
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fflash-crash-spcx?run=3
0.11.0
flash-crash-spcx
claude-sonnet-5-5
0.366645
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10,602.08
100,388.273293
success
true
72
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0.204401
421,012
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claude-code
2.1.312
flash-crash-spcx__iZm4nSr
2026-11-10T12:42:13.632940Z
null
sha256:b9931ba1c2bf75a830845ca9c58af1a14a2da6db36b6ddbb68576e35fbc7963f
2026-11-10__05-21-34/flash-crash-spcx__iZm4nSr
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fflash-crash-spcx?run=4
0.11.0
market-making-spcx
claude-sonnet-5-5
-3.014921
0
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success
true
72
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claude-code
2.1.312
market-making-spcx__DiKfpfp
2026-11-10T12:05:55.810155Z
null
sha256:7bcea10a066ae00811723aefa51679d018bc5212d54836d10fdd677392a04cf6
2026-11-10__05-21-34/market-making-spcx__DiKfpfp
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fmarket-making-spcx?run=5
0.11.0
market-making-spcx
claude-sonnet-5-5
-2.359778
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success
true
72
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claude-code
2.1.312
market-making-spcx__VbhvyMZ
2026-11-10T13:01:32.726428Z
null
sha256:7bcea10a066ae00811723aefa51679d018bc5212d54836d10fdd677392a04cf6
2026-11-10__05-21-34/market-making-spcx__VbhvyMZ
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fmarket-making-spcx?run=6
0.11.0
market-making-spcx
claude-sonnet-5-5
-1.350492
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success
true
72
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claude-code
2.1.312
market-making-spcx__idvxxLC
2026-11-10T10:21:39.023288Z
null
sha256:7bcea10a066ae00811723aefa51679d018bc5212d54836d10fdd677392a04cf6
2026-11-10__05-21-34/market-making-spcx__idvxxLC
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fmarket-making-spcx?run=7
0.11.0
market-making-spcx
claude-sonnet-5-5
-0.676462
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success
true
72
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claude-code
2.1.312
market-making-spcx__u8JnQ7p
2026-11-10T11:40:10.544588Z
null
sha256:7bcea10a066ae00811723aefa51679d018bc5212d54836d10fdd677392a04cf6
2026-11-10__05-21-34/market-making-spcx__u8JnQ7p
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fmarket-making-spcx?run=8
0.11.0
market-making-spcx
claude-sonnet-5-5
-0.760261
0
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success
true
72
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0.469258
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claude-code
2.1.312
market-making-spcx__yrepmZj
2026-11-10T10:21:38.983582Z
null
sha256:7bcea10a066ae00811723aefa51679d018bc5212d54836d10fdd677392a04cf6
2026-11-10__05-21-34/market-making-spcx__yrepmZj
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fmarket-making-spcx?run=9
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https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fmarket-making-spcx?run=38
0.11.0
market-making-spcx
claude-fable-5-1
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success
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claude-code
2.1.312
market-making-spcx__uasg8cS
2026-11-10T17:30:58.482888Z
null
sha256:7bcea10a066ae00811723aefa51679d018bc5212d54836d10fdd677392a04cf6
2026-11-10__17-30-55/market-making-spcx__uasg8cS
https://lgalabru.github.io/machine-trading/bench/#/@0.11.0/task/solana-foundation%2Fmarket-making-spcx?run=39

Machine Trading benchmark results

Every published run of the Machine Trading benchmark: coding agents write a trading bot, a WebAssembly component, that is then graded on hidden replays of Solana markets it never saw. A bot's skill is its total PnL over the hidden sessions divided by a reference bot's on the same sessions: 1.0 matches the reference. Its reward, what the agent is scored on, is its PnL against the most a bot could have made (bound_pnl_usd).

Two tables, across every release (the version column):

  • trials: one row per agent run. Model, harness, skill, reward, PnL, tokens, cost and time, and a link to the run on the review site.
  • sessions: one row per hidden session a bot played. Its PnL next to the reference's and the bound, drawdown, positions, and the calls the grader refused.
from datasets import load_dataset
trials = load_dataset("solana-foundation/machine-trading-results", "trials", split="train")

Leaderboard: 0.11.0

Mean skill over each model's runs (runs in parentheses).

Model flash-crash-spcx market-making-spcx
claude-fable-5-1 1.26× (5) -0.94× (5)
claude-fable-5-2 2.39× (5) 12.04× (5)
claude-opus-5-5 1.68× (5) 1.22× (5)
claude-sonnet-5-5 0.36× (5) -1.63× (5)

Releases

Version Ran Runs Review Files
0.11.0 2026-11-10 40 review release.tar (68 MB)
0.10.0 2026-11-04 18 review release.tar (36 MB)

What a release holds

<version>/release.tar is everything the review site shows for that release: each run's result and verifier report, every session step by step, the bot's logs and source, and the agent's trajectory, gzipped. The repository's bench/results/<version>/release.json pins it by revision and sha256, and mtx bench review <version> fetches, checks and unpacks it. <version>/trials.jsonl and <version>/sessions.jsonl are the tables above, for that release. Nothing in a release holds the batch's secret or an API key: mtx bench publish checks every file before it uploads.

How a run is set up, graded and published: docs/development.md.

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