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runId
string
configurationId
string
configurationHash
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agentFamily
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modelFamily
string
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model
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list
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list
rules
list
runtimeFlags
list
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list
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list
bb-pi-agent-luna-low-full-20260915-113809
bb/pi/agent-proxy/shared-server
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agent-proxy/gpt-5.6-luna
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agent-proxy-responses
bb
[ "bb@0.43.1" ]
[]
[]
[ "environment-provider=project-checkout", "server=shared", "thinking=low" ]
[ "BB_APP", "BB_MODEL", "BB_PROVIDER", "BB_SERVER_URL" ]
[ "harness/bb", "provider/pi", "route/agent-proxy", "server/shared" ]
bb-pi-agent-luna-low-usage-complete-20260916
bb/pi/agent-proxy/shared-server
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agent-proxy-responses
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[ "bb@0.43.1" ]
[]
[]
[ "environment-provider=project-checkout", "server=shared", "telemetry=all-message-end-usage", "thinking=low" ]
[ "BB_APP", "BB_MODEL", "BB_PROVIDER", "BB_SERVER_URL" ]
[ "harness/bb", "provider/pi", "route/agent-proxy", "server/shared", "telemetry/message-end" ]
bb-pi-luna-low-full
bb/pi/openai-codex/per-trial
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null
bb
[ "bb@0.43.1" ]
[]
[]
[ "environment-provider=project-checkout", "server=per-trial", "thinking=low" ]
[ "BB_APP", "BB_MODEL", "BB_PROVIDER" ]
[ "harness/bb", "provider/pi", "route/openai-codex", "server/per-trial" ]
bb-pi-routerai-deepseek-v4-1-flash-low-full
bb/pi/routerai-deepseek/per-trial/accounted
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routerai-openai-completions-provider-pinned-accounted
bb
[ "bb@0.43.1" ]
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[ "BB_APP", "BB_MODEL", "BB_PROVIDER", "ROUTERAI_API_KEY", "ROUTERAI_EXPECTED_MODEL", "ROUTERAI_EXPECTED_PROVIDER", "ROUTERAI_FX_DATE", "ROUTERAI_FX_RUB_PER_USD" ]
[ "accounting/routerai-generation-rub-cbr-usd", "harness/bb", "provider/pi", "route/routerai-deepseek", "server/per-trial" ]
bb-pi-routerai-glm-5-3-flash-low-full
bb/pi/routerai-z-ai/per-trial/accounted
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[ "BB_APP", "BB_MODEL", "BB_PROVIDER", "ROUTERAI_API_KEY", "ROUTERAI_EXPECTED_MODEL", "ROUTERAI_EXPECTED_PROVIDER", "ROUTERAI_FX_DATE", "ROUTERAI_FX_RUB_PER_USD" ]
[ "accounting/routerai-generation-rub-cbr-usd", "harness/bb", "provider/pi", "route/routerai-z-ai", "server/per-trial" ]
bb-pi-routerai-ling-3-0-flash-vl-low-full
bb/pi/routerai-deepinfra/per-trial/accounted
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[ "accounting/routerai-generation-rub-cbr-usd", "harness/bb", "provider/pi", "route/routerai-deepinfra", "server/per-trial" ]
bb-pi-routerai-mercury-2-5-low-full
bb/pi/routerai-inception/per-trial/accounted
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routerai-openai-completions-provider-pinned-accounted
bb
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[ "accounting/routerai-generation-rub-cbr-usd", "harness/bb", "provider/pi", "route/routerai-inception", "server/per-trial" ]
deepseek-deepseek-flash-73395b7886-low-2026-09-24T20-03-45.406Z-38bd3066
dirac-default/act-yolo-no-index-json
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[ "--act", "--json", "--model=deepseek-flash", "--no-index", "--provider=deepseek", "--reasoning-effort=low", "--yolo" ]
[ "DIRAC_NO_AUTO_UPDATE", "HOME" ]
[ "harness/dirac-default", "mode/act", "reasoning/low" ]
explicit-edit-2026-09-14T09-12-56.814Z
pi-agent-ide/default
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[ "harness/pi-agent-ide" ]
explicit-edit-2026-09-14T16-39-38.050Z
pi-agent-ide/default
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explicit-edit-2026-09-14T19-36-29.863Z
pi-hashline-edit-pro/default
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pi-codex-conversion/default
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explicit-edit-2026-09-14T20-08-15.347Z
pi-lector/default
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personal-pi-extensions-opencode/default
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pi-better-edit/default
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explicit-edit-2026-09-14T20-54-00.156Z
d3ara1n-pi-hashline-edit/default
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explicit-edit-2026-09-14T21-07-07.477Z
pi-openai-codex-compat/default
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explicit-edit-2026-09-15T04-38-04.810Z
pi-semantic-edit/default
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explicit-edit-2026-09-15T04-57-40.483Z
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pi-better-read-edit/default
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explicit-edit-2026-09-15T05-50-42.261Z
pi-codex-minimal-tools/default
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explicit-edit-2026-09-15T06-07-54.561Z
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explicit-edit-2026-09-15T06-26-50.320Z
pi-apply-patch/default
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explicit-edit-2026-09-15T06-53-02.313Z
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pi-hash-edit/default
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explicit-edit-2026-09-15T07-44-13.655Z
pi-str-replace-editor/default
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explicit-edit-2026-09-15T08-36-20.597Z
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explicit-edit-2026-09-15T08-58-48.894Z
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explicit-edit-2026-09-15T09-47-54.922Z
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explicit-edit-2026-09-16T13-21-04.686Z
pi-default/default
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explicit-edit-2026-09-20T02-43-26.111Z
pi-default/default
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explicit-edit-2026-09-20T02-53-36.347Z
pi-default/default
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explicit-edit-2026-09-20T03-11-52.803Z
pi-default/default
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explicit-edit-2026-09-26T16-16-37.553Z
pi-default/default
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explicit-edit-2026-09-28T03-08-11.330Z
pi-agent-ide/default
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explicit-edit-2026-09-28T03-25-26.588Z
pi-agent-ide/default
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explicit-edit-2026-09-28T03-45-15.389Z
pi-agent-ide/default
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explicit-edit-2026-09-28T08-00-39.296Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T08-15-14.138Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T08-24-59.752Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T10-41-41.735Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T10-59-53.875Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T12-12-18.899Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T12-47-22.067Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T13-51-58.173Z
pi-better-edit/npm
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explicit-edit-2026-09-28T16-48-09.195Z
pi-better-edit/npm
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explicit-edit-2026-09-28T17-40-09.938Z
pi-better-edit/npm
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explicit-edit-2026-09-28T17-55-45.431Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T17-57-33.549Z
pi-better-edit/npm
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explicit-edit-2026-09-28T18-10-03.429Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T18-50-46.143Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-28T22-47-01.143Z
pi-default/default
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explicit-edit-2026-09-29T02-29-37.330Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-30T19-04-22.645Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-30T19-27-56.748Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-09-30T19-39-05.820Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-10-02T13-08-33.762Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-10-02T13-48-32.634Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-10-02T15-34-58.720Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-10-02T16-06-39.350Z
pi-hashline-edit-pro/npm
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explicit-edit-2026-10-02T18-47-26.962Z
pi-hashline-edit-pro/npm
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harness-native
pi-default
[ "anchor_grep", "bash", "copy", "insert", "move", "read", "replace", "replace_within", "undo_last_change", "write" ]
[ "pi-hashline-edit-pro@5.1.0" ]
[ "four-character session anchors", "stale-content rejection" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-hashline-edit-pro", "harness/pi-hashline-edit-pro" ]
explicit-edit-2026-10-03T04-10-29.461Z
pi-hashline-edit-pro/npm
cd6e871e7204cfae1d9fa7181747be4e9146d7134a7d086967677756f403a644
pi
1.0.0
mimo-v2.6-flash
mimo-v2.6-flash
opencode-go
pi-hashline-edit-pro
5.1.0
1
opencode-go/mimo-v2.6-flash
low
harness-native
pi-default
[ "anchor_grep", "bash", "copy", "insert", "move", "read", "replace", "replace_within", "undo_last_change", "write" ]
[ "pi-hashline-edit-pro@5.1.0" ]
[ "four-character session anchors", "stale-content rejection" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-hashline-edit-pro", "harness/pi-hashline-edit-pro" ]
explicit-edit-2026-10-03T04-43-36.984Z
pi-hashline-edit-pro/npm
9bd682d242e2bcdff9ce85b5ed827069081284db22832b1789e449cb7f1d1fb8
pi
1.0.0
mimo-v2.6-pro
mimo-v2.6-pro
xiaomi
pi-hashline-edit-pro
5.1.0
1
xiaomi/mimo-v2.6-pro
low
harness-native
pi-default
[ "anchor_grep", "bash", "copy", "insert", "move", "read", "replace", "replace_within", "undo_last_change", "write" ]
[ "pi-hashline-edit-pro@5.1.0" ]
[ "four-character session anchors", "stale-content rejection" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-hashline-edit-pro", "harness/pi-hashline-edit-pro" ]
explicit-edit-2026-10-03T06-55-49.185Z
pi-hashline-edit-pro/npm
0915195e8063a9610f3c84779fefecdeb00ce0893201312585956e20b05bfa95
pi
1.0.0
minimax-m3
minimax-m3
opencode-go
pi-hashline-edit-pro
5.1.0
1
opencode-go/minimax-m3
low
harness-native
pi-default
[ "anchor_grep", "bash", "copy", "insert", "move", "read", "replace", "replace_within", "undo_last_change", "write" ]
[ "pi-hashline-edit-pro@5.1.0" ]
[ "four-character session anchors", "stale-content rejection" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-hashline-edit-pro", "harness/pi-hashline-edit-pro" ]
explicit-edit-2026-10-03T09-36-35.564Z
pi-hashline-edit-pro/npm
d9bda51e4e65af73d94dd0012e2b7869846a08ea7b1fa6e7b4bf7d97ede2e6ef
pi
1.0.0
muse-spark-1.3-contributor
muse-spark-1.3-contributor
opencode-go
pi-hashline-edit-pro
5.1.0
1
opencode-go/muse-spark-1.3-contributor
low
harness-native
pi-default
[ "anchor_grep", "bash", "copy", "insert", "move", "read", "replace", "replace_within", "undo_last_change", "write" ]
[ "pi-hashline-edit-pro@5.1.0" ]
[ "four-character session anchors", "stale-content rejection" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-hashline-edit-pro", "harness/pi-hashline-edit-pro" ]
explicit-edit-2026-10-08T07-06-25.448Z
pi-better-edit/npm
da2ecc53fd5e35746496fefc4aad85d60ea78956f1b0e56429e6763ba48a68af
pi
0.85.1
muse-spark-1.3-contributor
muse-spark-1.3-contributor
opencode-go
pi-better-edit
2.9.0
1
opencode-go/muse-spark-1.3-contributor
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-2026-10-08T07-32-39.847Z
pi-better-edit/npm
84ed8bd427e5eab03f51d80d35b7197b5ef4826597dcad1ed42d4398d1ac6515
pi
0.85.1
mimo-v2.6-flash
mimo-v2.6-flash
opencode-go
pi-better-edit
2.9.0
1
opencode-go/mimo-v2.6-flash
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-2026-10-08T08-31-36.817Z
pi-better-edit/npm
325beedb806c5a05323b71161189d91be3fd4f6dc8d7300534dd1583220744e9
pi
0.85.1
qwen3.8-flash
qwen3.8-flash
opencode-go
pi-better-edit
2.9.0
1
opencode-go/qwen3.8-flash
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-2026-10-08T17-17-16.927Z
pi-better-edit/npm
325beedb806c5a05323b71161189d91be3fd4f6dc8d7300534dd1583220744e9
pi
0.85.1
qwen3.8-flash
qwen3.8-flash
opencode-go
pi-better-edit
2.9.0
1
opencode-go/qwen3.8-flash
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-2026-10-08T17-51-00.189Z
pi-better-edit/npm
9e460cf3de6dca1adeeab013b431d8cb1bc045b46e997aa8b21d06e2be99a82d
pi
0.85.1
deepseek-v4-flash
deepseek-v4-flash
opencode-go
pi-better-edit
2.9.0
1
opencode-go/deepseek-v4-flash
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-2026-10-08T18-03-29.296Z
pi-better-edit/npm
3433cafe5547bb1fe017a1573eb76764d65b56901e16699b0f3dd4926ba223a2
pi
0.85.1
deepseek-v4.1-flash
deepseek-v4.1-flash
opencode-go
pi-better-edit
2.9.0
1
opencode-go/deepseek-v4.1-flash
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-2026-10-08T18-18-55.179Z
pi-better-edit/npm
da2ecc53fd5e35746496fefc4aad85d60ea78956f1b0e56429e6763ba48a68af
pi
0.85.1
muse-spark-1.3-contributor
muse-spark-1.3-contributor
opencode-go
pi-better-edit
2.9.0
1
opencode-go/muse-spark-1.3-contributor
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-2026-10-08T18-28-46.912Z
pi-better-edit/npm
84ed8bd427e5eab03f51d80d35b7197b5ef4826597dcad1ed42d4398d1ac6515
pi
0.85.1
mimo-v2.6-flash
mimo-v2.6-flash
opencode-go
pi-better-edit
2.9.0
1
opencode-go/mimo-v2.6-flash
low
harness-native
pi-default
[ "bash", "edit", "read", "read_skill", "undo_last_edit", "write" ]
[ "pi-better-edit@2.9.0" ]
[ "session-served state validation", "three-character content-addressed anchors" ]
[ "clean-pi-resources", "thinking=low" ]
[]
[ "extension/pi-better-edit", "harness/pi-better-edit" ]
explicit-edit-v1-five-model-eight-harness-baseline
pi-default/default
b0615ec6cab2ac5b57e80c2b0ac9b37f3e26fda8d13f9f570688defccdacf10b
pi
0.85.1
glm-5.3-flash
glm-5.3-flash
zai
pi-default
0.85.1
1
zai/glm-5.3-flash
low
harness-native
pi-default
[]
[]
[]
[]
[]
[ "harness/pi-default", "transport/harness-native" ]
explicit-edit-v1-five-model-eight-harness-baseline
pi-agent-ide/default
0b60a1da4001a9748dc05e5a933adadd7704770560f1395b337bddbcd78d929a
pi
0.85.1
glm-5.3-flash
glm-5.3-flash
zai
pi-agent-ide
0.2.2
1
zai/glm-5.3-flash
low
harness-native
pi-agent-ide
[]
[]
[]
[]
[]
[ "harness/pi-agent-ide", "transport/harness-native" ]
explicit-edit-v1-five-model-eight-harness-baseline
opencode-default/default
7f44a2fde18a52b8e6a778c6531339e149a4f38eda0f3195a453952536377066
opencode
1.18.29
glm-5.3-flash
glm-5.3-flash
zai
opencode-default
1.18.29
1
zai/glm-5.3-flash
low
direct-completions
opencode-default
[]
[]
[]
[]
[]
[ "harness/opencode-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
oh-my-pi-default/default
86a0241b8cd4fe7f2287e9472ee288ca5b6b9d86260b641d489d3ddadb1d5915
oh-my-pi
omp/18.1.14
glm-5.3-flash
glm-5.3-flash
zai
oh-my-pi-default
omp/18.1.14
1
zai/glm-5.3-flash
low
direct-completions
oh-my-pi-default
[]
[]
[]
[]
[]
[ "harness/oh-my-pi-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
github-copilot-cli-default/default
b087d339dedb3fc5fe8f54bc0c186bf9fe5e01ee5215ebeb2a4a5606965c3acc
github-copilot-cli
GitHub Copilot CLI 1.0.83.
glm-5.3-flash
glm-5.3-flash
zai
github-copilot-cli-default
GitHub Copilot CLI 1.0.83.
1
glm-5.3-flash
low
direct-completions
github-copilot-cli-default
[]
[]
[]
[]
[]
[ "harness/github-copilot-cli-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
codex-cli-default/default
12a4738d554424928a6188d7638e5bfb04cbf6c8bf21a97c083ca2cdf0af0e4f
codex-cli
codex-cli 0.153.4
glm-5.3-flash
glm-5.3-flash
zai
codex-cli-default
codex-cli 0.153.4
1
glm-5.3-flash
low
direct-responses
codex-cli-default
[]
[]
[]
[]
[]
[ "harness/codex-cli-default", "transport/direct-responses" ]
explicit-edit-v1-five-model-eight-harness-baseline
dsh-standard/default
809d66afb9f2dee5461f2ee022742f58dd4c5ff962fd7a4470f73fb6df8e6243
deepseek-harness
0.1.2-rc.1
glm-5.3-flash
glm-5.3-flash
zai
dsh-standard
0.1.2-rc.1
1
glm-5.3-flash
low
direct-completions
dsh-standard
[]
[]
[]
[]
[]
[ "harness/dsh-standard", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
dsh-code/default
0813028cf026286e93ac05b4eb38bfd63d5eb42984e189157711bb3009880b0b
deepseek-harness
0.1.2-rc.1
glm-5.3-flash
glm-5.3-flash
zai
dsh-code
0.1.2-rc.1
1
glm-5.3-flash
low
direct-completions
dsh-code
[]
[]
[]
[]
[]
[ "harness/dsh-code", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
pi-default/default
e564260409b6e9a16ee98621d29bc685052c7f22547167457342d43511d78231
pi
0.85.1
deepseek-v4-flash
deepseek-v4-flash
deepseek
pi-default
0.85.1
1
deepseek/deepseek-v4-flash
low
harness-native
pi-default
[]
[]
[]
[]
[]
[ "harness/pi-default", "transport/harness-native" ]
explicit-edit-v1-five-model-eight-harness-baseline
pi-agent-ide/default
915d86eade42cf78a13262c356d558f81ec9b84827b169733abd2c274b4ec533
pi
0.85.1
deepseek-v4-flash
deepseek-v4-flash
deepseek
pi-agent-ide
0.2.2
1
deepseek/deepseek-v4-flash
low
harness-native
pi-agent-ide
[]
[]
[]
[]
[]
[ "harness/pi-agent-ide", "transport/harness-native" ]
explicit-edit-v1-five-model-eight-harness-baseline
opencode-default/default
80954d11cb78182f15dd8d2812d90a5d45c2df353d014ff4e4fa69223f937958
opencode
1.18.29
deepseek-v4-flash
deepseek-v4-flash
deepseek
opencode-default
1.18.29
1
deepseek/deepseek-v4-flash
low
direct-completions
opencode-default
[]
[]
[]
[]
[]
[ "harness/opencode-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
oh-my-pi-default/default
524bf2dcf497cd9d5f3e427d49c3601a6ee974ed336759878ecdb7d7beab4a81
oh-my-pi
omp/18.1.14
deepseek-v4-flash
deepseek-v4-flash
deepseek
oh-my-pi-default
omp/18.1.14
1
deepseek/deepseek-v4-flash
low
direct-completions
oh-my-pi-default
[]
[]
[]
[]
[]
[ "harness/oh-my-pi-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
github-copilot-cli-default/default
1df95083ab2c994ac8f0a60fd2e50edb0e075fd94d324fdb1a6e2d75782c3e9c
github-copilot-cli
GitHub Copilot CLI 1.0.83.
deepseek-v4-flash
deepseek-v4-flash
deepseek
github-copilot-cli-default
GitHub Copilot CLI 1.0.83.
1
deepseek-v4-flash
low
direct-completions
github-copilot-cli-default
[]
[]
[]
[]
[]
[ "harness/github-copilot-cli-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
codex-cli-default/default
54e4f31ee23a9fe3fa95d9b928c51d229527ed2a10b1d4fcd9de600ab04c488a
codex-cli
codex-cli 0.153.4
deepseek-v4-flash
deepseek-v4-flash
deepseek
codex-cli-default
codex-cli 0.153.4
1
deepseek-v4-flash
low
direct-responses
codex-cli-default
[]
[]
[]
[]
[]
[ "harness/codex-cli-default", "transport/direct-responses" ]
explicit-edit-v1-five-model-eight-harness-baseline
dsh-standard/default
fd218d96b79a2460138066ff1a1b508243c7feec88326c53e9c6541474821171
deepseek-harness
0.1.2-rc.1
deepseek-v4-flash
deepseek-v4-flash
deepseek
dsh-standard
0.1.2-rc.1
1
deepseek-v4-flash
low
direct-completions
dsh-standard
[]
[]
[]
[]
[]
[ "harness/dsh-standard", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
dsh-code/default
e56b5fba58109a35d5d39f9d79ef364fe7b89517368ec9dd95ebe1b314878f14
deepseek-harness
0.1.2-rc.1
deepseek-v4-flash
deepseek-v4-flash
deepseek
dsh-code
0.1.2-rc.1
1
deepseek-v4-flash
low
direct-completions
dsh-code
[]
[]
[]
[]
[]
[ "harness/dsh-code", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
pi-default/default
e8708490f5701cdb3b74e1d96be75e26182ebac72e3e06d00db6a9296bdbbbfe
pi
0.85.1
deepseek-v4.1-flash
deepseek-v4.1-flash
deepseek
pi-default
0.85.1
1
deepseek/deepseek-v4.1-flash
low
harness-native
pi-default
[]
[]
[]
[]
[]
[ "harness/pi-default", "transport/harness-native" ]
explicit-edit-v1-five-model-eight-harness-baseline
pi-agent-ide/default
0464f7df485040ada30b4f22168d46a6b432f97a3bd8c76a727273dfb8a0d839
pi
0.85.1
deepseek-v4.1-flash
deepseek-v4.1-flash
deepseek
pi-agent-ide
0.2.2
1
deepseek/deepseek-v4.1-flash
low
harness-native
pi-agent-ide
[]
[]
[]
[]
[]
[ "harness/pi-agent-ide", "transport/harness-native" ]
explicit-edit-v1-five-model-eight-harness-baseline
opencode-default/default
5fe03699f221cee5495721d8489dee056a1c8eeeee4a79c33f127e3905fe4d67
opencode
1.18.29
deepseek-v4.1-flash
deepseek-v4.1-flash
deepseek
opencode-default
1.18.29
1
deepseek/deepseek-v4.1-flash
low
direct-completions
opencode-default
[]
[]
[]
[]
[]
[ "harness/opencode-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
oh-my-pi-default/default
eeb3aac74fd4f098cab64e416a2c0ad291a6e22aa3322c5301ab37f8cfb03fd9
oh-my-pi
omp/18.1.14
deepseek-v4.1-flash
deepseek-v4.1-flash
deepseek
oh-my-pi-default
omp/18.1.14
1
deepseek/deepseek-v4.1-flash
low
direct-completions
oh-my-pi-default
[]
[]
[]
[]
[]
[ "harness/oh-my-pi-default", "transport/direct-completions" ]
explicit-edit-v1-five-model-eight-harness-baseline
github-copilot-cli-default/default
6f6e095576d2b737c9f757b7e550c2a05db8581a4de2662a5ea5f2d552ed9ad4
github-copilot-cli
GitHub Copilot CLI 1.0.83.
deepseek-v4.1-flash
deepseek-v4.1-flash
deepseek
github-copilot-cli-default
GitHub Copilot CLI 1.0.83.
1
deepseek-v4.1-flash
low
direct-completions
github-copilot-cli-default
[]
[]
[]
[]
[]
[ "harness/github-copilot-cli-default", "transport/direct-completions" ]
End of preview. Expand in Data Studio

Explicit Edit Benchmark

226 deterministic exact-edit tasks, run by different agents, harnesses, models and configurations. Every observation records what the harness did and whether the resulting files matched byte for byte.

Source code and benchmark runner: GitHub — Explicit Edit Benchmark

Open the interactive Explorer to compare agents, harnesses, models, versions, reasoning modes, correctness, recovery, time, cost and tokens.

Leaderboard by model route

Score v2 = coverage × quality, where quality is 75% first exact and 25% final exact. Repeated runs are averaged inside each configuration and task; configurations then have equal weight inside each task, and tasks have equal weight. The same numbers are in views.json, and the Explorer breaks them down by harness, version and reasoning mode.

Model Provider Score Coverage Tasks Observations Harnesses
gpt-6.1-sol openai-codex 100.0% 100.0% 226 678 3
deepseek-v4-pro deepseek 99.7% 100.0% 226 678 2
gemini-3.8-flash gemini 99.7% 100.0% 226 226 1
muse-spark-1.3-contributor opencode-go 99.5% 100.0% 226 2034 5
deepseek-v4.1-flash deepseek 99.4% 100.0% 226 3166 11
deepseek-v4.1-flash opencode-go 99.3% 100.0% 226 1582 5
mimo-v2.6-pro opencode-go 98.6% 100.0% 226 226 1
deepseek-v4-flash deepseek 98.2% 100.0% 226 2486 9
qwen3.8-flash opencode-go 97.9% 100.0% 226 1808 5
mimo-v2.6-flash opencode-go 97.8% 100.0% 226 1582 4
deepseek-v4-flash opencode-go 97.3% 100.0% 226 1130 3
gpt-6-sol openai-codex 97.1% 100.0% 452 1130 3
grok-4.6 opencode-go 97.1% 100.0% 226 452 2
deepseek-v4.1-flash routerai-deepseek 97.0% 100.0% 226 226 1
kimi-k2.7-code opencode-go 96.7% 100.0% 226 452 2
space-bunny-free opencode-go 96.3% 100.0% 226 452 2
glm-5.3-flash zai 96.0% 100.0% 226 1808 8
space-bunny-free opencode 95.8% 100.0% 226 452 2
gpt-5.6-sol openai-codex 95.0% 100.0% 226 678 3
gpt-5.6-terra openai-codex 95.0% 100.0% 226 678 3
gpt-5.6-luna opencode-go 94.1% 100.0% 226 226 1
mimo-v2.6-pro xiaomi 93.8% 100.0% 226 452 2
gpt-5.6-luna openai-codex 93.7% 100.0% 452 10860 35
gpt-6-luna opencode-go 93.0% 100.0% 226 226 1
glm-5.3-flash routerai-z-ai 92.8% 100.0% 226 226 1
qwen3.7-plus opencode-go 92.4% 100.0% 226 226 1
glm-5.3-flash opencode-go 92.0% 100.0% 226 452 2
minimax-m3 opencode-go 90.3% 100.0% 226 678 3
ling-3.0-flash-vl routerai-deepinfra 90.3% 100.0% 226 226 1
longcat-2.5-preview-free opencode-go 89.3% 100.0% 226 452 2
mimo-v2.5 xiaomi 89.2% 100.0% 226 2486 10
gpt-6-luna openai-codex 87.2% 100.0% 452 1356 3
qwen3.6-35b-a3b unknown 85.1% 100.0% 226 226 1
mercury-2.5 routerai-inception 76.4% 100.0% 226 226 1

The harness list behind each row is in data/models.jsonl.gz, and views.json holds the same aggregates for the other groupings: by harness, by agent and by reasoning mode.

Data contributors

Thank you to everyone who has shared benchmark observations. Your work makes this public comparison possible.

Contributor Accepted runs Configurations
@ashokkumards 1 1
@dirac-run 4 4
@TreyThomasCodes 7 7
@user2221 5 5
@xuankunv1 12 9
@Yugimob 23 23

Accepted harnesses

Tables

Config One row per
profiles configuration that was run, with its agent, harness, model and exact versions
configurations recipe behind a configuration, safe to publish
trials task and attempt, with the first and final exact result
rounds attempt, with timing, tokens, cost and timeout state
tool-calls tool the agent used, with its category and outcome
submissions accepted run, with its owner, purpose and definitions

The Dataset Viewer shows every config. dataset-index.json holds the source hashes, contracts, task sets, completeness and counts, and views.json, leaderboard.json and summary.json hold the aggregated rankings.

Source and contribution

Source code, run instructions and the contribution guide live at alexshpunt/explicit-edit-benchmark. Accepted bundles are kept under source/, the shards and summaries are views rebuilt from them, and each accepted harness family has a README badge under badges/.

Observations hold no prompts, arguments, commands, output, sessions, workspaces or credentials.

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